Coweeta Hydrologic Laboratory Watershed 32 using Static, SSURGO, and RSS soil inputs. Previously WS27.

The following R Markdown script prepares and runs the Regional Hydro-Ecologic Simulation System (RHESSYS) within the R environment. Modified from RHESSysIOinR example scripts created by Will Burke and Ryan Bart. Includes CLHS code snippets and SDA code from Dylan Beaudette.

Windows Subsystem via Linux must be installed before RHESSys will run in a Windows environment. GRASS8 must be installed to run the spatial preprocessing portion of the script.

Code has been modified to run RHESSys 7.4 and 5.18. 7.4 vegetation processing differs slightly from 5.18. Various template differences exist between the two versions of RHESSys and template files must be carefully reviewed if moving between versions. This script is currently set up to run RHESSys 7.4

#install.packages("devtools")
#devtools::install_github("ropensci/FedData")

library(aqp)
## This is aqp 1.41
library(daymetr)
library(clhs)
## Registered S3 methods overwritten by 'tibble':
##   method     from  
##   format.tbl pillar
##   print.tbl  pillar
library(EcoHydRology)
## Loading required package: operators
## 
## Attaching package: 'operators'
## The following objects are masked from 'package:base':
## 
##     options, strrep
## Loading required package: topmodel
## Loading required package: DEoptim
## Loading required package: parallel
## 
## DEoptim package
## Differential Evolution algorithm in R
## Authors: D. Ardia, K. Mullen, B. Peterson and J. Ulrich
## Loading required package: XML
library(elevatr)
library(ezknitr)
library(FedData)
## 
## Attaching package: 'FedData'
## The following object is masked from 'package:operators':
## 
##     %>%
library(foreach)
library(foreign)
library(ggplot2)
library(ggpubr)
## 
## Attaching package: 'ggpubr'
## 
## The following object is masked from 'package:operators':
## 
##     %>%
library(hydroGOF)
## Loading required package: zoo
## 
## Attaching package: 'zoo'
## The following objects are masked from 'package:base':
## 
##     as.Date, as.Date.numeric
## 
## Attaching package: 'hydroGOF'
## The following object is masked from 'package:topmodel':
## 
##     NSeff
library(imputeTS)
## Registered S3 method overwritten by 'quantmod':
##   method            from
##   as.zoo.data.frame zoo
## 
## Attaching package: 'imputeTS'
## The following object is masked from 'package:zoo':
## 
##     na.locf
## The following object is masked from 'package:operators':
## 
##     %>%
library(knitr)
library(latticeExtra)
## Loading required package: lattice
## 
## Attaching package: 'latticeExtra'
## The following object is masked from 'package:ggplot2':
## 
##     layer
library(lubridate)
## 
## Attaching package: 'lubridate'
## The following objects are masked from 'package:base':
## 
##     date, intersect, setdiff, union
library(Metrics)
## 
## Attaching package: 'Metrics'
## The following objects are masked from 'package:hydroGOF':
## 
##     mae, mse, rmse
library(raster)
## Loading required package: sp
## 
## Attaching package: 'raster'
## The following objects are masked from 'package:aqp':
## 
##     metadata, metadata<-
library(rasterVis)
library(readxl)
library(reshape2)
library(rgdal)
## Please note that rgdal will be retired by the end of 2023,
## plan transition to sf/stars/terra functions using GDAL and PROJ
## at your earliest convenience.
## 
## rgdal: version: 1.5-32, (SVN revision 1176)
## Geospatial Data Abstraction Library extensions to R successfully loaded
## Loaded GDAL runtime: GDAL 3.4.1, released 2021/12/27
## Path to GDAL shared files: C:/Users/Carlos/Documents/R/win-library/4.0/rgdal/gdal
## GDAL binary built with GEOS: TRUE 
## Loaded PROJ runtime: Rel. 7.2.1, January 1st, 2021, [PJ_VERSION: 721]
## Path to PROJ shared files: C:/Users/Carlos/Documents/R/win-library/4.0/rgdal/proj
## PROJ CDN enabled: FALSE
## Linking to sp version:1.4-6
## To mute warnings of possible GDAL/OSR exportToProj4() degradation,
## use options("rgdal_show_exportToProj4_warnings"="none") before loading sp or rgdal.
library(rgrass)
## GRASS GIS interface loaded with GRASS version: (GRASS not running)
library(Rmisc)
## Loading required package: plyr
## 
## Attaching package: 'plyr'
## The following object is masked from 'package:ggpubr':
## 
##     mutate
library(RHESSysPreprocessing)
library(RHESSysIOinR)
## 
## Attaching package: 'RHESSysIOinR'
## The following object is masked from 'package:RHESSysPreprocessing':
## 
##     read_world
library(sf)
## Linking to GEOS 3.9.1, GDAL 3.2.1, PROJ 7.2.1; sf_use_s2() is TRUE
## 
## Attaching package: 'sf'
## The following object is masked from 'package:operators':
## 
##     %>%
library(soilDB)
library(sp)
library(stats)
library(stringi)
library(tactile)
library(terra)
## terra 1.5.21
## 
## Attaching package: 'terra'
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##     project
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##     spin
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## 
##     time<-
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##     rotate
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##     arrow
library(testthat)
## 
## Attaching package: 'testthat'
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##     describe
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##     %>%
library(tidyverse)
## -- Attaching packages --------------------------------------- tidyverse 1.3.1 --
## v tibble  3.0.3     v dplyr   1.0.5
## v tidyr   1.1.3     v stringr 1.4.0
## v readr   2.1.2     v forcats 0.5.1
## v purrr   0.3.4
## -- Conflicts ------------------------------------------ tidyverse_conflicts() --
## x forcats::%>%()           masks stringr::%>%(), dplyr::%>%(), purrr::%>%(), tidyr::%>%(), tibble::%>%(), testthat::%>%(), sf::%>%(), imputeTS::%>%(), ggpubr::%>%(), FedData::%>%(), operators::%>%()
## x purrr::accumulate()      masks foreach::accumulate()
## x dplyr::arrange()         masks plyr::arrange()
## x terra::arrow()           masks ggplot2::arrow()
## x lubridate::as.difftime() masks base::as.difftime()
## x dplyr::combine()         masks aqp::combine()
## x purrr::compact()         masks plyr::compact()
## x dplyr::count()           masks plyr::count()
## x lubridate::date()        masks base::date()
## x readr::edition_get()     masks testthat::edition_get()
## x tidyr::extract()         masks terra::extract(), raster::extract()
## x dplyr::failwith()        masks plyr::failwith()
## x dplyr::filter()          masks stats::filter()
## x dplyr::id()              masks plyr::id()
## x terra::intersect()       masks raster::intersect(), lubridate::intersect(), base::intersect()
## x purrr::is_null()         masks testthat::is_null()
## x dplyr::lag()             masks stats::lag()
## x latticeExtra::layer()    masks ggplot2::layer()
## x readr::local_edition()   masks testthat::local_edition()
## x dplyr::matches()         masks tidyr::matches(), testthat::matches()
## x dplyr::mutate()          masks plyr::mutate(), ggpubr::mutate()
## x dplyr::rename()          masks plyr::rename()
## x dplyr::select()          masks raster::select()
## x lubridate::setdiff()     masks base::setdiff()
## x dplyr::slice()           masks aqp::slice()
## x dplyr::src()             masks terra::src()
## x dplyr::summarise()       masks plyr::summarise()
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## x terra::union()           masks raster::union(), lubridate::union(), base::union()
## x purrr::when()            masks foreach::when()
library(viridisLite)
library(dplyr)

knitr::opts_knit$set(root.dir = system.file("extdata/", package = "RHESSysIOinR"))

## Prep RHESSys
expect_file_exists = function(path) {
  # 1. Capture object and label
  act <- quasi_label(rlang::enquo(path), arg = "path")
  # 2. Call expect()
  expect(
    file.exists(act$val),
    sprintf("%s file does not exist.", act$lab)
  )
  # 3. Invisibly return the value
  invisible(act$val)
}

expect_file_sizeKB_gt = function(path, size_KB) {
  # 1. Capture object and label
  act <- quasi_label(rlang::enquo(path), arg = "path")
  # 2. Call expect()
  expect(
    (file.size(act$val) / 1024) > size_KB,
    sprintf("%s file is not greater than %f KB.", act$lab, size_KB)
  )
  # 3. Invisibly return the value
  invisible(act$val)
}

setwd(system.file("extdata/", package = "RHESSysIOinR"))

### Downloads most recent version of RHESSYs
# gert::git_clone(url = "https://github.com/RHESSys/RHESSys", path = "./rh_dev", branch = "master")

### Make sure to change files in rh_dev to 5.18 if using older RHESSys files
# compile_rhessys(location = "rh_dev/")

rh_ver = dir(path = "rh_dev/rhessys/", pattern = "^rhessys\\d+",recursive = F)

test_that("compile_rhessys works + rhessys compiles via R system", {
  expect_gt(length(rh_ver), 0)
})
## Test passed
rh_path = file.path("rh_dev/rhessys/", rh_ver)

Load in Shapefiles for Watershed Setup

getwd()
## [1] "C:/Users/Carlos/Documents/R/win-library/4.0/RHESSysIOinR/extdata"
setwd(system.file("extdata/", package = "RHESSysIOinR"))

filedir <- ("C:/Users/Carlos/Documents/GitHub/RHESSys74-R-Markdown/")


watershedshapefile <- paste0(filedir, "input_files/shapefiles/watersheds/Coweeta_Hydrologic_Laboratory.shp")
streamshapefile<- paste0(filedir,"input_files/shapefiles/streams/StreamsCaldwellClipped.shp")
weirshapefile<- paste0(filedir,"input_files/shapefiles/weirs/Subbasinoutlets.shp")
roadshapefile <- paste0(filedir, "input_files/shapefiles/roads/UpdatedRoads4Reprojected32617.shp")

CWRG12 <- paste0(filedir,"input_files/precipitation/RDS-2017-0031/Data/RG12_daily_1942_2021.csv")
CWRG20 <-paste0(filedir,"input_files/precipitation/RDS-2017-0031/Data/RG20_daily_1962_2021.csv")

CS01 <- ("C:/Users/Carlos/Desktop/ORISE/Climate Data/CW/Air Temperature/CS01 OISHI/cs01_hourly_Tair_2011_2023.csv")
CS01LT<- ("C:/Users/Carlos/Desktop/ORISE/Climate Data/CW/Air Temperature/RDS-2015-0049/Data/cs01_daily_airtemp.csv")

CS21<- paste0(filedir,"input_files/temperature/RDS-2015-0042/Data/cs21_daily.csv")
CS28<- paste0(filedir,"input_files/temperature/RDS-2015-0042/Data/cs28_daily.csv")

newsmlocations<-  paste0(filedir,"input_files/shapefiles/soil_moisture/CoweetaNRCSsmKML.kml")

Create Local Base File

{basefiletext<- "101  base_station_id
275535 x_coordinate
3879165 y_coordinate
1064 z_coordinate
3.5  effective_lai
5.0 screen_height
clim/cwt_annual annual_climate_prefix
0           number_non_critical_annual_sequences
clim/cwt_monthly    monthly_climate_prefix
0           number_non_critical_monthly_sequences
clim/cwtws32local daily_climate_prefix
0           number_non_critical_daily_sequences
clim/cwt_hourly     hourly_climate_prefix
0           number_non_critical_hourly_sequences
clim/cwt    trigger_of_dated_input
0   num_non_critical_sequences
"}

write(basefiletext,file = "clim/cwtws32local.base")

Download or find Local Climate for Watershed of Interest Precip and Temperature

https://www.fs.usda.gov/rds/archive/Catalog/RDS-2017-0031

RGO6-WS32 & RG12-WS32 - Using RG12 RG20-WS7 Precipitation is in inches

CS21-WS7 CS28-WS32 Temperature is in Celsius

RHESSys can use Rain (Meters),Tmin (C),Tmax (C),Tavg (C),RHmin (0-1),RHmax (0-1),RHavg (0-1),Wind (Meters/Sec),Wind Dir (Degrees)

only using Rain, Tmin and Tmax for now

“One of the most intense arctic outbreaks of the 20th century occurred January 18-22, 1985. Extremely cold temperatures affected every state east of the Rockies with three new state record lows established: -34° at Mt. Mitchell, North Carolina, -19° at Caesar’s Head, South Carolina; and -30° at Mountain Lake, Virginia.” Taken from weather.gov

lowest temp -34, all TMIN values less than -34 will be removed as erroneous values

cwtrg12precip<- read.table(file=CWRG12, header = TRUE, sep = ",")
cwtrg20precip<- read.table(file=CWRG20, header = TRUE, sep = ",")

cwtrg12precip$date <- as.Date(paste(cwtrg12precip$YEAR,cwtrg12precip$MONTH,cwtrg12precip$DAY, sep = "-"), "%Y-%m-%d")
cwtrg20precip$date <- as.Date(paste(cwtrg20precip$YEAR,cwtrg20precip$MONTH,cwtrg20precip$DAY, sep = "-"), "%Y-%m-%d")

plot(cwtrg12precip$date,cwtrg12precip$RRG12, type = "h", main = "Coweeta Rain Gauge 12 Precipitation", col = "BLUE")

plot(cwtrg20precip$date,cwtrg20precip$RRG20, type = "h", main = "Coweeta Rain Gauge 20 Precipitation", col = 4)

# cwttemp<- read.table(file=CS01, header = TRUE, sep = ",")
# cwtlongtemp<- read.table(file=CS01LT, header = TRUE, sep = ",")

cwtcs21<-  read.table(file=CS21, header = TRUE, sep = ",")
cwtcs28<- read.table(file=CS28, header = TRUE, sep = ",")

# cwttemp$date <- as.Date(paste(cwttemp$YEAR,cwttemp$MONTH,cwttemp$DAY, sep = "-"), "%Y-%m-%d")
# cwtlongtemp$date <- as.Date(paste(cwtlongtemp$YEAR,cwtlongtemp$MONTH,cwtlongtemp$DAY, sep = "-"), "%Y-%m-%d")

cwtcs21$date<- as.Date(paste(cwtcs21$YEAR,cwtcs21$MONTH,cwtcs21$DAY, sep = "-"), "%Y-%m-%d")
cwtcs28$date<- as.Date(paste(cwtcs28$YEAR,cwtcs28$MONTH,cwtcs28$DAY, sep = "-"), "%Y-%m-%d")

# cwttemp<- as_tibble(cwttemp)
# cwtlongtemp<- as_tibble(cwtlongtemp)

cwtcs21 <- as_tibble(cwtcs21)
cwtcs28 <- as_tibble(cwtcs28)

##filtering low temp in climate station files
cwtcs21<- cwtcs21 %>% mutate(TMIN= ifelse(TMIN < -34, NA,TMIN))
cwtcs28<- cwtcs28 %>% mutate(TMIN= ifelse(TMIN < -34, NA,TMIN))

# daily_avgCS01 <- cwttemp %>%
#   group_by(date) %>%
#   dplyr::summarise(TAVG_daily=mean(TAVG, na.rm = TRUE),RHAVG_daily=mean(RHAVG,na.rm = TRUE))
# 
# daily_avgCS01LT <- cwtlongtemp %>%
#   group_by(date)
  
# plot(daily_avgCS01$date,daily_avgCS01$TAVG_daily, type = "l", col = 1, main = "Daily Temperature Average")
# plot(daily_avgCS01$date,daily_avgCS01$RHAVG_daily, type = "l", col = 2, main = "Daily RH Average")

#Combine Rain Gauge and Climate Station datasets
cwtrg12precip<- as_tibble(cwtrg12precip)
cwtrg20precip<- as_tibble(cwtrg20precip)

###make sure to create full date time series before left join
full_dates<- tibble(date = seq.Date(from = min(cwtrg12precip$date), to = max(cwtrg12precip$date), by = "day"))

full_dates
## # A tibble: 29,066 x 1
##    date      
##    <date>    
##  1 1942-06-04
##  2 1942-06-05
##  3 1942-06-06
##  4 1942-06-07
##  5 1942-06-08
##  6 1942-06-09
##  7 1942-06-10
##  8 1942-06-11
##  9 1942-06-12
## 10 1942-06-13
## # ... with 29,056 more rows
combinedcwtclimate<- full_dates %>% left_join(cwtrg12precip, by = c("date"))

cwtrg20_selected <- cwtrg20precip %>% select(date, RRG20)

combinedcwtclimate <- combinedcwtclimate %>% left_join(cwtrg20_selected, by = c("date"))

#convert precip from inces to meters
combinedcwtclimate$RRG12 <- combinedcwtclimate$RRG12* 0.0254
combinedcwtclimate$RRG20 <- combinedcwtclimate$RRG20* 0.0254

##precip converted from inches to meters
## RH converted to 0-1 range

cwtcs21_selected <- cwtcs21 %>% mutate(RHMIN = RHMIN/100, RHMAX = RHMAX/100, RHAVG = RHAVG/100) %>% select(date, TMINcs21=TMIN, TMAXcs21=TMAX, TAVGcs21=TAVG, RHMINcs21=RHMIN, RHMAXcs21=RHMAX, RHcs21=RHAVG, WINDcs21=WIND, WDIRcs21=W_DIR)
cwtcs28_selected <- cwtcs28 %>% mutate(RHMIN = RHMIN/100, RHMAX = RHMAX/100, RHAVG = RHAVG/100) %>% select(date, TMINcs28=TMIN, TMAXcs28=TMAX, TAVGcs28=TAVG, RHMINcs28=RHMIN, RHMAXcs28=RHMAX, RHcs28=RHAVG, WINDcs28=WIND, WDIRcs28=W_DIR)

combinedcwtclimate <- combinedcwtclimate %>% left_join(cwtcs21_selected, by = c("date"))
combinedcwtclimate <- combinedcwtclimate %>% left_join(cwtcs28_selected, by = c("date"))

combinedcwtclimate
## # A tibble: 29,066 x 22
##    date        YEAR MONTH   DAY    RRG12 RRG20 TMINcs21 TMAXcs21 TAVGcs21
##    <date>     <int> <int> <int>    <dbl> <dbl>    <dbl>    <dbl>    <dbl>
##  1 1942-06-04  1942     6     4  1.27e-3    NA       NA       NA       NA
##  2 1942-06-05  1942     6     5  2.54e-4    NA       NA       NA       NA
##  3 1942-06-06    NA    NA    NA NA          NA       NA       NA       NA
##  4 1942-06-07  1942     6     7  9.40e-3    NA       NA       NA       NA
##  5 1942-06-08  1942     6     8  9.40e-3    NA       NA       NA       NA
##  6 1942-06-09  1942     6     9  1.09e-2    NA       NA       NA       NA
##  7 1942-06-10  1942     6    10  4.19e-2    NA       NA       NA       NA
##  8 1942-06-11  1942     6    11  8.89e-3    NA       NA       NA       NA
##  9 1942-06-12  1942     6    12  6.60e-3    NA       NA       NA       NA
## 10 1942-06-13  1942     6    13  5.08e-4    NA       NA       NA       NA
## # ... with 29,056 more rows, and 13 more variables: RHMINcs21 <dbl>,
## #   RHMAXcs21 <dbl>, RHcs21 <dbl>, WINDcs21 <dbl>, WDIRcs21 <dbl>,
## #   TMINcs28 <dbl>, TMAXcs28 <dbl>, TAVGcs28 <dbl>, RHMINcs28 <dbl>,
## #   RHMAXcs28 <dbl>, RHcs28 <dbl>, WINDcs28 <dbl>, WDIRcs28 <dbl>
first_valid_index<- combinedcwtclimate %>%  dplyr::mutate(row_num = row_number()) %>% filter(!is.na(RRG12)& !is.na(RRG20)& !is.na(TMINcs21)& !is.na(TMINcs28) ) %>% slice(1) %>% pull(row_num)

last_valid_index<- combinedcwtclimate %>%  dplyr::mutate(row_num = row_number()) %>% filter(!is.na(RRG12)& !is.na(RRG20)& !is.na(TMINcs21)& !is.na(TMINcs28) ) %>% slice(n()) %>% pull(row_num)

first_valid_index
## [1] 17382
trimmed_cwtclimate <- combinedcwtclimate %>% slice(first_valid_index:last_valid_index)

trimmed_cwtclimate
## # A tibble: 10,954 x 22
##    date        YEAR MONTH   DAY    RRG12    RRG20 TMINcs21 TMAXcs21 TAVGcs21
##    <date>     <int> <int> <int>    <dbl>    <dbl>    <dbl>    <dbl>    <dbl>
##  1 1990-01-04  1990     1     4  0.0429   0.0325       6.9     11.7   9.71  
##  2 1990-01-05  1990     1     5  0.00533  0.00381      5.5     14.3   8.73  
##  3 1990-01-06  1990     1     6  0.00686  0.00737      5.5     11.1   7.00  
##  4 1990-01-07  1990     1     7  0.0112   0.00991      5        6.8   5.9   
##  5 1990-01-08  1990     1     8  0.00584  0.00406     -0.2     13.2   6.46  
##  6 1990-01-09    NA    NA    NA NA       NA           -3.7     13.4   3.82  
##  7 1990-01-10    NA    NA    NA NA       NA            1.6     14.1   7.42  
##  8 1990-01-11    NA    NA    NA NA       NA           -1.8     18.8   9.07  
##  9 1990-01-12    NA    NA    NA NA       NA           -4.9      7.5  -0.0417
## 10 1990-01-13    NA    NA    NA NA       NA           -7.2     10.1  -0.229 
## # ... with 10,944 more rows, and 13 more variables: RHMINcs21 <dbl>,
## #   RHMAXcs21 <dbl>, RHcs21 <dbl>, WINDcs21 <dbl>, WDIRcs21 <dbl>,
## #   TMINcs28 <dbl>, TMAXcs28 <dbl>, TAVGcs28 <dbl>, RHMINcs28 <dbl>,
## #   RHMAXcs28 <dbl>, RHcs28 <dbl>, WINDcs28 <dbl>, WDIRcs28 <dbl>
trimmedstartdaterhessys<- paste(year(ymd(trimmed_cwtclimate$date[1])), month(ymd(trimmed_cwtclimate$date[1])), day(ymd(trimmed_cwtclimate$date[1])),"1")
  
trimmedstartdaterhessys
## [1] "1990 1 4 1"
trimmed_cwtclimate <- trimmed_cwtclimate %>% select(-YEAR,-MONTH,-DAY)

# Replace NA values according to the specified rules
##NA APPROX is used, zoo package, interpolation

trimmed_cwtclimate <- trimmed_cwtclimate %>%
  mutate(
    RRG12 = ifelse(is.na(RRG12), 0, RRG12),
    RRG20 = ifelse(is.na(RRG20), 0, RRG20),
    TMINcs21 = ifelse(is.na(TMINcs21),TAVGcs21,TMINcs21),
    TMINcs28 = ifelse(is.na(TMINcs28),TAVGcs28,TMINcs28),
    TMINcs21 = na.approx(TMINcs21),
    TMAXcs21 = na.approx(TMAXcs21),
    TMINcs28 = na.approx(TMINcs28),
    TMAXcs28 = na.approx(TMAXcs28),
    TAVGcs21 = na.approx(TAVGcs21),
    TAVGcs28 = na.approx(TAVGcs28),
    TAVGcs21 = ifelse(TAVGcs21>TMINcs21 & TAVGcs21<TMAXcs21,TAVGcs21,(TMAXcs21+TMINcs21/2)),
    TAVGcs28 = ifelse(TAVGcs28>TMINcs28 & TAVGcs28<TMAXcs28,TAVGcs28,(TMAXcs28+TMINcs28/2)),
    RHMINcs21= na.approx(RHMINcs21),
    RHMINcs28= na.approx(RHMINcs28),
    RHMAXcs21= na.approx(RHMAXcs21),
    RHMAXcs28= na.approx(RHMAXcs28),
    RHcs21 = na.approx(RHcs21),
    RHcs28 = na.approx(RHcs28),
    WINDcs21 = na.approx(WINDcs21),
    WINDcs28 = na.approx(WINDcs28),
    WDIRcs21 = na.approx(WDIRcs21),
    WDIRcs28 = na.approx(WDIRcs28)
)

# View the resulting dataframe
print(trimmed_cwtclimate)
## # A tibble: 10,954 x 19
##    date         RRG12   RRG20 TMINcs21 TMAXcs21 TAVGcs21 RHMINcs21 RHMAXcs21
##    <date>       <dbl>   <dbl>    <dbl>    <dbl>    <dbl>     <dbl>     <dbl>
##  1 1990-01-04 0.0429  0.0325       6.9     11.7   9.71        0.88      1   
##  2 1990-01-05 0.00533 0.00381      5.5     14.3   8.73        0.7       1   
##  3 1990-01-06 0.00686 0.00737      5.5     11.1   7.00        0.8       1   
##  4 1990-01-07 0.0112  0.00991      5        6.8   5.9         0.91      1   
##  5 1990-01-08 0.00584 0.00406     -0.2     13.2   6.46        0.68      1   
##  6 1990-01-09 0       0           -3.7     13.4   3.82        0.41      1   
##  7 1990-01-10 0       0            1.6     14.1   7.42        0.2       0.74
##  8 1990-01-11 0       0           -1.8     18.8   9.07        0.31      0.73
##  9 1990-01-12 0       0           -4.9      7.5  -0.0417      0.31      0.61
## 10 1990-01-13 0       0           -7.2     10.1  -0.229       0.22      0.6 
## # ... with 10,944 more rows, and 11 more variables: RHcs21 <dbl>,
## #   WINDcs21 <dbl>, WDIRcs21 <dbl>, TMINcs28 <dbl>, TMAXcs28 <dbl>,
## #   TAVGcs28 <dbl>, RHMINcs28 <dbl>, RHMAXcs28 <dbl>, RHcs28 <dbl>,
## #   WINDcs28 <dbl>, WDIRcs28 <dbl>
rows_with_na <- trimmed_cwtclimate %>%
  filter_all(any_vars(is.na(.)))

print(rows_with_na)
## # A tibble: 0 x 19
## # ... with 19 variables: date <date>, RRG12 <dbl>, RRG20 <dbl>, TMINcs21 <dbl>,
## #   TMAXcs21 <dbl>, TAVGcs21 <dbl>, RHMINcs21 <dbl>, RHMAXcs21 <dbl>,
## #   RHcs21 <dbl>, WINDcs21 <dbl>, WDIRcs21 <dbl>, TMINcs28 <dbl>,
## #   TMAXcs28 <dbl>, TAVGcs28 <dbl>, RHMINcs28 <dbl>, RHMAXcs28 <dbl>,
## #   RHcs28 <dbl>, WINDcs28 <dbl>, WDIRcs28 <dbl>
##make sure units are correct

cwtws32localrain<- data.frame(rbind(trimmedstartdaterhessys, as.data.frame(trimmed_cwtclimate$RRG12)))
cwtws32localtmin<- data.frame(rbind(trimmedstartdaterhessys, as.data.frame(trimmed_cwtclimate$TMINcs28)))
cwtws32localtmax<- data.frame(rbind(trimmedstartdaterhessys, as.data.frame(trimmed_cwtclimate$TMAXcs28)))
cwtws32localtavg <- data.frame(rbind(trimmedstartdaterhessys, as.data.frame(trimmed_cwtclimate$TAVGcs28)))
cwtws32localrhmin <- data.frame(rbind(trimmedstartdaterhessys, as.data.frame(trimmed_cwtclimate$RHMINcs28)))
cwtws32localrhmax <- data.frame(rbind(trimmedstartdaterhessys, as.data.frame(trimmed_cwtclimate$RHMAXcs28)))
cwtws32localrhavg <- data.frame(rbind(trimmedstartdaterhessys, as.data.frame(trimmed_cwtclimate$RHcs28)))
cwtws32localwind <- data.frame(rbind(trimmedstartdaterhessys, as.data.frame(trimmed_cwtclimate$WINDcs28)))
cwtws32localwdir <- data.frame(rbind(trimmedstartdaterhessys, as.data.frame(trimmed_cwtclimate$WDIRcs28)))


write.table(cwtws32localrain, file = "clim/cwtws32local.rain", quote = FALSE, row.names = FALSE, col.names = FALSE)
write.table(cwtws32localtmin, file = "clim/cwtws32local.tmin", quote = FALSE, row.names = FALSE, col.names = FALSE)
write.table(cwtws32localtmax, file = "clim/cwtws32local.tmax", quote = FALSE, row.names = FALSE, col.names = FALSE)

write.table(cwtws32localtavg, file = "clim/cwtws32local.tavg", quote = FALSE, row.names = FALSE, col.names = FALSE)
write.table(cwtws32localrhmin, file = "clim/cwtws32local.relative_humidity_min", quote = FALSE, row.names = FALSE, col.names = FALSE)
write.table(cwtws32localrhmax, file = "clim/cwtws32local.relative_humidity_max", quote = FALSE, row.names = FALSE, col.names = FALSE)
write.table(cwtws32localrhavg, file = "clim/cwtws32local.relativehumidity", quote = FALSE, row.names = FALSE, col.names = FALSE)
write.table(cwtws32localwind, file = "clim/cwtws32local.wind", quote = FALSE, row.names = FALSE, col.names = FALSE)
write.table(cwtws32localwdir, file = "clim/cwtws32local.wind_direction", quote = FALSE, row.names = FALSE, col.names = FALSE)

Extend Local Datasets

precip <- read.csv('clim/cwtws32local.rain', header = FALSE)
tmin <- read.csv('clim/cwtws32local.tmin', header = FALSE)
tmax <- read.csv('clim/cwtws32local.tmax', header = FALSE)

head(precip)
##           V1
## 1 1990 1 4 1
## 2   0.042926
## 3   0.005334
## 4   0.006858
## 5   0.011176
## 6   0.005842
nrow(precip)-1
## [1] 10954
substr(precip[1,1],1,nchar(precip[1,1])-2)
## [1] "1990 1 4"
dt <- as.Date(substr(precip[1,1],1,nchar(precip[1,1])-2), "%Y %m %d")

dt.new<- dt - as.difftime((nrow(precip)-1)*8, units="days")

#remove first value and repeats dataset 9 times

longcwtraindata<- do.call("rbind",replicate(9,as.list((precip[-1,]))))
longcwttmindata<- do.call("rbind",replicate(9,as.list((tmin[-1,]))))
longcwttmaxdata<- do.call("rbind",replicate(9,as.list((tmax[-1,]))))

longcwstartdate<- paste(year(ymd(dt.new)),month(ymd(dt.new)),day(ymd(dt.new)),"1")

longcwtrain<- rbind(longcwstartdate,longcwtraindata)
longcwttmin<- rbind(longcwstartdate,longcwttmindata)
longcwttmax<- rbind(longcwstartdate,longcwttmaxdata)

longcwtrain<- data.frame(longcwtrain)
longcwttmin<- data.frame(longcwttmin)
longcwtmax<- data.frame(longcwttmax)

write.table(longcwtrain, file = "clim/cwtws32extended.rain", quote = FALSE, row.names = FALSE, col.names = FALSE)
write.table(longcwttmin, file = "clim/cwtws32extended.tmin", quote = FALSE, row.names = FALSE, col.names = FALSE)
write.table(longcwttmax, file = "clim/cwtws32extended.tmax", quote = FALSE, row.names = FALSE, col.names = FALSE)

read_clim("clim/cwtws32extended.rain", dates_out=TRUE)
## [1] "1750 01 30 01" "2019 12 31 24"
read_clim("clim/cwtws32local.rain", dates_out=TRUE)
## [1] "1990 01 04 01" "2019 12 31 24"

Create DAYMET Base File

##Quick way to create base file necessary for climate processing 

{daymetbasefiletext<- "101  base_station_id
275535 x_coordinate
3879165 y_coordinate
1064 z_coordinate
3.5  effective_lai
5.0 screen_height
clim/cwt_annual annual_climate_prefix
0           number_non_critical_annual_sequences
clim/cwt_monthly    monthly_climate_prefix
0           number_non_critical_monthly_sequences
clim/cwtws32daymet daily_climate_prefix
0           number_non_critical_daily_sequences
clim/cwt_hourly     hourly_climate_prefix
0           number_non_critical_hourly_sequences
clim/cwt    trigger_of_dated_input
0   num_non_critical_sequences
"}

write(daymetbasefiletext,file = "clim/cwtws32daymet.base")

Download Daymet Data for Watershed of Interest using daymetr package Currently only creates precip, tmin and tmax files.

Extend DAYMET datasets to allow for longer spinup period Read Daymet Datasets and Replicate 5x times to create a longer period of record for spin up Create base File manually for now

## this may be the source of lag in outputs/measured data
getwd()
## [1] "C:/Users/Carlos/Documents/R/win-library/4.0/RHESSysIOinR/extdata"
precip <- read.csv('clim/cwtws32daymet.rain', header = FALSE)
tmin <- read.csv('clim/cwtws32daymet.tmin', header = FALSE)
tmax <- read.csv('clim/cwtws32daymet.tmax', header = FALSE)
#tavg <- read.csv('clim/cwtws32daymet.tavg', header = FALSE)
#rh <- read.csv('clim/cwtws32daymet.relative_humidity', header = FALSE)
#wind <- read.csv('clim/cwtws32daymet.wind', header = FALSE)

head(precip)
##           V1
## 1 1980 1 1 1
## 2    0.00427
## 3          0
## 4    0.00866
## 5    0.01468
## 6          0
nrow(precip)-1
## [1] 15341
substr(precip[1,1],1,nchar(precip[1,1])-2)
## [1] "1980 1 1"
dt <- as.Date(substr(precip[1,1],1,nchar(precip[1,1])-2), "%Y %m %d")

dt.new<- dt - as.difftime((nrow(precip)-1)*5, units="days")

#remove first value and repeats dataset 6 times

longcwtraindata<- do.call("rbind",replicate(6,as.list((precip[-1,]))))
longcwttmindata<- do.call("rbind",replicate(6,as.list((tmin[-1,]))))
longcwttmaxdata<- do.call("rbind",replicate(6,as.list((tmax[-1,]))))
#longcwttavgdata<- do.call("rbind",replicate(6,as.list((tavg[-1,]))))
#longcwtrhdata<- do.call("rbind",replicate(6,as.list((rh[-1,]))))
#longcwtwinddata<- do.call("rbind",replicate(6,as.list((wind[-1,]))))

longcwstartdate<- paste(year(ymd(dt.new)),month(ymd(dt.new)),day(ymd(dt.new)),"1")

longcwtrain<- rbind(longcwstartdate,longcwtraindata)
longcwttmin<- rbind(longcwstartdate,longcwttmindata)
longcwttmax<- rbind(longcwstartdate,longcwttmaxdata)
#longcwttavg<- rbind(longcwstartdate,longcwttavgdata)
#longcwtrh<- rbind(longcwstartdate,longcwtrhdata)
#longcwtwind<- rbind(longcwstartdate,longcwtwinddata)

longcwtrain<- data.frame(longcwtrain)
longcwttmin<- data.frame(longcwttmin)
longcwtmax<- data.frame(longcwttmax)
#longcwttavg<- data.frame(longcwttavg)
#longcwtrh<- data.frame(longcwtrh)
#longcwtwind<- data.frame(longcwtwind)

write.table(longcwtrain, file = "clim/cwtws32daymetextended.rain", quote = FALSE, row.names = FALSE, col.names = FALSE)
write.table(longcwttmin, file = "clim/cwtws32daymetextended.tmin", quote = FALSE, row.names = FALSE, col.names = FALSE)
write.table(longcwttmax, file = "clim/cwtws32daymetextended.tmax", quote = FALSE, row.names = FALSE, col.names = FALSE)
#write.table(longcwttavg, file = "clim/cwtws32extended.tavg", quote = FALSE, row.names = FALSE, col.names = FALSE)
#write.table(longcwtrh, file = "clim/cwtws32extended.relative_humidity", quote = FALSE, row.names = FALSE, col.names = FALSE)
#write.table(longcwtwind, file = "clim/cwtws32extended.wind", quote = FALSE, row.names = FALSE, col.names = FALSE)

read_clim("clim/cwtws32extended.rain", dates_out=TRUE)
## [1] "1750 01 30 01" "2019 12 31 24"
read_clim("clim/cwtws32daymet.rain", dates_out=TRUE)
## [1] "1980 01 01 01" "2021 12 31 24"

Download and Prepare DEM Code to download DEM originally prepared by Dylan Beaudette

# use watershed polygons for BBOX to request elevation data
x <- read_sf(watershedshapefile)
# buffer to ensure that there are no truncated watersheds
x.buff <- st_as_sf(st_buffer(st_as_sfc(st_bbox(x)), dist = 1000))
# convert to GCS WGS84 -> no transformation / warp will be applied to DEM
x.gcs <- st_transform(x, 4326)
x.buff.gcs <- st_transform(x.buff, 4326)
# requires sf collection (geometry + attributes)
# get DEM in GCS WGS84 and use z = 14 for best available data
e <- get_elev_raster(locations = x.buff.gcs, z = 14, clip = 'bbox')
## Mosaicing & Projecting
## Clipping DEM to bbox
## Note: Elevation units are in meters.
res(e)
## [1] 3.921794e-05 3.921794e-05
# check: OK
{plot(e, main = "DEM, Watershed Outline and Buffer" )
  plot(st_geometry(x.buff.gcs), add = TRUE, col = NA, lwd = 2)
  plot(st_geometry(x.gcs), add = TRUE, col = NA)}

{plot(e, main = "DEM and selected Watershed")
  plot(st_geometry(x.gcs[which(x$WS=='32'),]), add = TRUE, col = NA)}

cropped_dem<- crop(e,st_bbox(x.gcs))

plot(cropped_dem, main = "DEM cropped to Buffer")
plot(st_geometry(x.gcs[which(x$WS=='32'),]), add = TRUE, col = NA)

newproj<- "+proj=utm +zone=17 +datum=WGS84 +units=m +no_defs"

reproje<- projectRaster(from = cropped_dem, crs = newproj, method = 'bilinear')

plot(reproje, main = "Reprojected cropped DEM")

dummydata<- reproje

res(dummydata) <- 10

resampleddem <- resample(reproje, dummydata, method = 'bilinear')

plot(resampleddem, main = "DEM reprojected to 10m Resolution")

{plot(resampleddem, main = "DEM reprojected to 10m Resolution")
  plot(st_geometry(x.buff.gcs), add = TRUE, col = NA, lwd = 2)
  plot(st_geometry(x.gcs), add = TRUE, col = NA)}

Start Spatial Processing in GRASS8 Code to prepare spatial input files for RHESSYs takes cues from Will Burkes “spatial_input_gen.R” script but is prepared for GRASS8 instead of GRASS7

#gisbase_grass <- ifelse(.Platform$OS.type == "windows", link2GI::paramGRASSw()$gisbase_GRASS[1], link2GI::paramGRASSx()$gisbase_GRASS[1])

## set easting and northing as coordinates of lowest point within boundary basin, set threshold for basin delineation
threshold = 400
easting = NULL
northing = NULL
 

initGRASS(gisBase = "C:/Program Files/GRASS GIS 8.2",
          gisDbase = "C:/Users/Carlos/Documents/grassdata",
          location = "Coweeta", 
          mapset = "PERMANENT", 
          override = TRUE)
## Warning in system(syscmd, intern = intern, ignore.stderr = ignore.stderr, :
## running command 'g.proj.exe -w' had status 884
## gisdbase    C:/Users/Carlos/Documents/grassdata 
## location    Coweeta 
## mapset      PERMANENT 
## rows        611 
## columns     537 
## north       3884060 
## south       3877950 
## west        273846.7 
## east        279216.7 
## nsres       10 
## ewres       10 
## projection  +proj=utm +no_defs +zone=17 +a=6378137 +rf=298.257223563
## +towgs84=0.000,0.000,0.000 +type=crs +to_meter=1
execGRASS("g.proj", proj4="+proj=utm +zone=17 +datum=WGS84 +units=m +no_defs", flag = "c" )

execGRASS("g.gisenv", flag="n")

execGRASS("g.region", flag=c("p"))

##Convert DEM to Spatrast and then import DEM to GRASS 

spatrast_dem10 <- rast(resampleddem)

write_RAST(spatrast_dem10, "grass_dem10", overwrite = TRUE)
## SpatRaster read into GRASS using r.in.gdal from memory
## The following code is heavily influenced by Will Burkes "spatial_input_gen.R" script

execGRASS("g.region", raster = "grass_dem10", flag=c("p"))

## Import shapefiles (Streams, Weirs, Watersheds, Roads)
## only roads and Watersheds necessary to Run

streams<- vect(streamshapefile)
streams<- project(streams,"+proj=utm +zone=17 +datum=WGS84 +units=m +no_defs")
write_VECT(streams, "streams")

weirs<- vect(weirshapefile)
weirs<- project(weirs,"+proj=utm +zone=17 +datum=WGS84 +units=m +no_defs")
write_VECT(weirs, "weirs")

watersheds<- vect(watershedshapefile)
wgs84watersheds<- project(watersheds,"+proj=utm +zone=17 +datum=WGS84 +units=m +no_defs")
write_VECT(wgs84watersheds, "watersheds")

roads <- vect(roadshapefile)
## Warning: [vect] Z coordinates ignored
roads<- project(roads,"+proj=utm +zone=17 +datum=WGS84 +units=m +no_defs")
write_VECT(roads,"roads")

## Check all vectors that have been exported to GRASS

execGRASS("g.list", parameters = list(type = "vector"))

## Generate a depressionless DEM and d-8 flow direction maps from DEM

execGRASS("r.fill.dir", input="grass_dem10", output="dem10f", direction="dir10", flags = c("overwrite") )

## Generate flow accumulation, drainage, and horizon maps

execGRASS("r.watershed", elevation = "dem10f", accumulation = "acc10", drainage = "drain10")

## Generate slope, aspect, wetness index, horizon, and road maps

execGRASS("r.slope.aspect", elevation = "grass_dem10", slope = "slope10", aspect = "aspect10")

execGRASS("r.topidx", input = "grass_dem10", output = "topidx10")

execGRASS("r.mapcalc", expression = "topidx10_100 = topidx10 * 100", flags = "overwrite")

execGRASS("r.horizon", flags = "d", elevation = "grass_dem10", direction = 0, output = "east")
execGRASS("r.horizon", flags = "d", elevation = "grass_dem10", direction = 180, output = "west")

execGRASS("r.mapcalc", expression = "e_horizon_1000 = sin(east_000) * 1000", flags = "overwrite")
execGRASS("r.mapcalc", expression = "w_horizon_1000 = sin(west_180) * 1000", flags = "overwrite")

## Generate a hillslope and stream map

subbasin_name = paste0("subbasin_th",as.character(threshold))
stream_name = paste0("stream_th",as.character(threshold))
hillslope_name = paste0("hillslope_th",as.character(threshold))

execGRASS("r.watershed", elevation = "dem10f", threshold = threshold, basin = subbasin_name, stream = stream_name, half_basin = hillslope_name)

## Delineate watershed boundary

weirs[12,]
##  class       : SpatVector 
##  geometry    : points 
##  dimensions  : 1, 1  (geometries, attributes)
##  extent      : 276120.4, 276120.4, 3881339, 3881339  (xmin, xmax, ymin, ymax)
##  coord. ref. : +proj=utm +zone=17 +datum=WGS84 +units=m +no_defs 
##  names       :    id
##  type        : <int>
##  values      :    12
easting = 276122.49
northing = 3881345.46

execGRASS("g.region", raster = "grass_dem10", flag=c("p"))

execGRASS("r.water.outlet", input ="drain10", output="basin_ws32",coordinates = c(easting, northing), flags = "overwrite")

## Mask Data
# execGRASS("r.mask", input = "basin_ws32", maskcats = 1)

execGRASS("r.info",map = "basin_ws32")

execGRASS("r.info",map = "grass_dem10")

## Generate Patch Maps

execGRASS("r.mapcalc", expression = "patch = row() * 537 + col()", flags = "overwrite")

## Create Road Maps

execGRASS("v.to.rast", input="roads" ,output="roads", use="cat", label_column="ROADNAME", flags = "overwrite")

execGRASS("r.mapcalc", expression = "roads = roads > 0", flags = "overwrite")

execGRASS("r.null", map = "roads", null= 0)

## Check all rasters that have been exported to or created in GRASS

execGRASS("g.list", parameters = list(type = "raster"))

## Export Prepared Maps from GRASS to R

filleddem <- read_RAST("dem10f")

##Export maps back into R or export directly from GRASS to disk

grass_acc10 <- read_RAST("acc10")
grass_aspect10 <- read_RAST("aspect10")
grass_basin_ws32 <- read_RAST("basin_ws32")
grass_dem10 <- read_RAST("grass_dem10")
grass_dem10f <- read_RAST("dem10f")
grass_dir10 <- read_RAST("dir10")
grass_drain10 <- read_RAST("drain10")
grass_e_horizon_1000 <- read_RAST("e_horizon_1000")
grass_hillslope_th1000 <- read_RAST("hillslope_th1000")
#grass_patch <- read_RAST("patch")
grass_slope10 <- read_RAST("slope10")
grass_stream_th1000 <- read_RAST("stream_th1000")
grass_topidx10 <- read_RAST("topidx10")
grass_topidx10_100 <- read_RAST("topidx10_100")
grass_w_horizon_1000 <- read_RAST("w_horizon_1000")
grass_east_000 <- read_RAST("east_000")
grass_west_180 <- read_RAST("west_180")
grass_subbasin_th1000 <- read_RAST("subbasin_th1000")


execGRASS("r.out.gdal", input = "acc10", output = "grassexport/cwt/acc10.tif", format = "GTiff", flags = "overwrite")
execGRASS("r.out.gdal", input = "aspect10", output = "grassexport/cwt/aspect10.tif", format = "GTiff", flags = "overwrite")
execGRASS("r.out.gdal", input = "basin_ws32", output = "grassexport/cwt/basin_ws32.tif", format = "GTiff", flags = "overwrite")
execGRASS("r.out.gdal", input = "grass_dem10", output = "grassexport/cwt/grass_dem10.tif", format = "GTiff", flags = "overwrite")
execGRASS("r.out.gdal", input = "dem10f", output = "grassexport/cwt/dem10f.tif", format = "GTiff", flags = "overwrite")
execGRASS("r.out.gdal", input = "dir10", output = "grassexport/cwt/dir10.tif", format = "GTiff", flags = "overwrite")
execGRASS("r.out.gdal", input = "drain10", output = "grassexport/cwt/drain10.tif", format = "GTiff", flags = "overwrite")
execGRASS("r.out.gdal", input = "e_horizon_1000", output = "grassexport/cwt/e_horizon_1000.tif", format = "GTiff", flags = "overwrite")
execGRASS("r.out.gdal", input = "hillslope_th1000", output = "grassexport/cwt/hillslope_th1000.tif", format = "GTiff", flags = "overwrite")
execGRASS("r.out.gdal", input = "patch", output = "grassexport/cwt/patch.tif", format = "GTiff", flags = "overwrite")
execGRASS("r.out.gdal", input = "slope10", output = "grassexport/cwt/slope10.tif", format = "GTiff", flags = "overwrite")
execGRASS("r.out.gdal", input = "stream_th1000", output = "grassexport/cwt/stream_th1000.tif", format = "GTiff", flags = "overwrite")
execGRASS("r.out.gdal", input = "topidx10", output = "grassexport/cwt/topidx10.tif", format = "GTiff", flags = "overwrite")
execGRASS("r.out.gdal", input = "topidx10_100", output = "grassexport/cwt/topidx10_100.tif", format = "GTiff", flags = "overwrite")
execGRASS("r.out.gdal", input = "w_horizon_1000", output = "grassexport/cwt/w_horizon_1000.tif", format = "GTiff", flags = "overwrite")
execGRASS("r.out.gdal", input = "east_000", output = "grassexport/cwt/east_000.tif", format = "GTiff", flags = "overwrite")
execGRASS("r.out.gdal", input = "west_180", output = "grassexport/cwt/west_180.tif", format = "GTiff", flags = "overwrite")
execGRASS("r.out.gdal", input = "subbasin_th1000", output = "grassexport/cwt/subbasin_th1000.tif", format = "GTiff", flags = "overwrite")
execGRASS("r.out.gdal", input = "roads", output = "grassexport/cwt/roads.tif", format = "GTiff", flags = "overwrite")

execGRASS("r.out.gdal", input = "stream_th1500", output = "grassexport/cwt/stream_th1500.tif", format = "GTiff", flags = "overwrite")
execGRASS("r.out.gdal", input = "stream_th500", output = "grassexport/cwt/stream_th500.tif", format = "GTiff", flags = "overwrite")
execGRASS("r.out.gdal", input = "stream_th400", output = "grassexport/cwt/stream_th400.tif", format = "GTiff", flags = "overwrite")

Crop Maps that were prepared in GRASS. Maps are cropped R because MASK command is not functioning properly for GRASS via R. Original input maps are been cropped before processing worldfile and flowtable in R, without cropping the RHESSYs worldfile and flowtable preparation in the R environment will not function properly,

ws32<- raster("grassexport/cwt/basin_ws32.tif")
acc10<- raster("grassexport/cwt/acc10.tif")
patches<- raster("grassexport/cwt/patch.tif")
aspect10<- raster("grassexport/cwt/aspect10.tif")
dem10<- raster("grassexport/cwt/grass_dem10.tif")
dem10f<- raster("grassexport/cwt/dem10f.tif")
dir10<- raster("grassexport/cwt/dir10.tif")
drain10<- raster("grassexport/cwt/drain10.tif")
hillslope<- raster("grassexport/cwt/hillslope_th1000.tif")
roads<- brick("grassexport/cwt/roads.tif")
slope10<- raster("grassexport/cwt/slope10.tif")
streams<- raster("grassexport/cwt/stream_th1000.tif")
topidx10_100<- raster("grassexport/cwt/topidx10_100.tif")
e_horizon_1000 <- raster("grassexport/cwt/e_horizon_1000.tif")
w_horizon_1000 <- raster("grassexport/cwt/w_horizon_1000.tif")
subbasins<- raster("grassexport/cwt/subbasin_th1000.tif")

ws32polygon<- rasterToPolygons(ws32, fun = function(x){x==1}, dissolve = TRUE, digits = 12)
## Loading required namespace: rgeos
maskedws32 <- crop(mask(ws32,ws32polygon),ws32polygon)
maskedacc10 <- crop(mask(acc10,ws32polygon),ws32polygon)
maskedpatches <- crop(mask(patches,ws32polygon),ws32polygon)
maskedaspect10 <- crop(mask(aspect10,ws32polygon),ws32polygon)
maskeddem10 <- crop(mask(dem10,ws32polygon),ws32polygon)
maskeddem10f <- crop(mask(dem10f,ws32polygon),ws32polygon)
maskeddir10 <- crop(mask(dir10,ws32polygon),ws32polygon)
maskeddrain10 <- crop(mask(drain10,ws32polygon),ws32polygon)
maskedhillslope <- crop(mask(hillslope,ws32polygon),ws32polygon)
maskedroads <- crop(mask(roads,ws32polygon),ws32polygon)
maskedslope10 <- crop(mask(slope10,ws32polygon),ws32polygon)
maskedstreams <- crop(mask(streams,ws32polygon),ws32polygon)
maskedtopidx10_100 <- crop(mask(topidx10_100,ws32polygon),ws32polygon)
maskede_horizon_1000 <- crop(mask(e_horizon_1000,ws32polygon),ws32polygon)
maskedw_horizon_1000 <- crop(mask(w_horizon_1000,ws32polygon),ws32polygon)
maskedsubbasins<- crop(mask(subbasins,ws32polygon),ws32polygon)

## Save as tif

writeRaster(maskedws32,"grassexport/cwt_ws32/basin_ws32",format = "GTiff", overwrite = TRUE)
writeRaster(maskedacc10,"grassexport/cwt_ws32/acc10",format = "GTiff", overwrite = TRUE)
writeRaster(maskedpatches,"grassexport/cwt_ws32/patch",format = "GTiff", overwrite = TRUE)
writeRaster(maskedaspect10,"grassexport/cwt_ws32/aspect10",format = "GTiff", overwrite = TRUE)
writeRaster(maskeddem10,"grassexport/cwt_ws32/dem10",format = "GTiff", overwrite = TRUE)
writeRaster(maskeddem10f,"grassexport/cwt_ws32/dem10f",format = "GTiff", overwrite = TRUE)
writeRaster(maskeddir10,"grassexport/cwt_ws32/dir10",format = "GTiff", overwrite = TRUE)
writeRaster(maskeddrain10,"grassexport/cwt_ws32/drain10",format = "GTiff", overwrite = TRUE)
writeRaster(maskedhillslope,"grassexport/cwt_ws32/hillslope",format = "GTiff", overwrite = TRUE)
writeRaster(maskedroads,"grassexport/cwt_ws32/roads",format = "GTiff", overwrite = TRUE)
writeRaster(maskedslope10,"grassexport/cwt_ws32/slope10",format = "GTiff", overwrite = TRUE)
writeRaster(maskedstreams,"grassexport/cwt_ws32/streams",format = "GTiff", overwrite = TRUE)
writeRaster(maskedtopidx10_100,"grassexport/cwt_ws32/topidx10_100",format = "GTiff", overwrite = TRUE)
writeRaster(maskede_horizon_1000,"grassexport/cwt_ws32/e_horizon_1000",format = "GTiff", overwrite = TRUE)
writeRaster(maskedw_horizon_1000,"grassexport/cwt_ws32/w_horizon_1000",format = "GTiff", overwrite = TRUE)
writeRaster(maskedsubbasins,"grassexport/cwt_ws32/subbasins",format = "GTiff", overwrite = TRUE)


plot(maskedws32, main ="ws32")

plot(maskedpatches, main = "patches")

plot(maskedacc10, main = "acc10")

plot(maskedaspect10, main = "aspect10")

plot(maskedsubbasins, main = "subbasins")

plot(maskeddem10, main = "dem10")

plot(maskeddem10f, main = "dem10f")

plot(maskeddir10, main = "dir10")

plot(maskeddrain10, main = "drain10")

plot(maskedhillslope, main = "hillslope")

plot(maskedroads, main = "roads")

plot(maskedslope10, main = "slope10")

plot(maskedstreams, main = "streams")

plot(maskedtopidx10_100, main = "topidx10_100")

plot(maskede_horizon_1000, main = "e_horizon_1000")

plot(maskedw_horizon_1000, main = "w_horizon_1000")

Prepare SSURGO Soil Maps SSURGO-via-SDA Code originally prepared by Dylan Beaudette Download SSURGO data and make sure CRS/Extent/Crop are Correct for input into RHESSys

getwd()
## [1] "C:/Users/Carlos/Documents/R/win-library/4.0/RHESSysIOinR/extdata"
setwd(system.file("extdata/", package = "RHESSysIOinR"))

# load BBOX
x <- read_sf(watershedshapefile)
# get gSSURGO grid here
mu <- mukey.wcs(aoi = x, db = 'gssurgo')
# unique map unit keys
ll <- levels(mu)[[1]]
# note SSA boundary
levelplot(mu, att = 'ID', margin = FALSE, colorkey = FALSE, col.regions = viridis, main = "SSURGO Map Units")

## Note: some of these map units are dominated by non-soil components
# Dominant Component (Numeric) -> NODATA
# Weighted Average -> use any available data, but wt. mean are diluted (see source data)

# get thematic data from SDA
# dominant component
# depth-weighted average
# sand, silt, clay, AWC (RV)

p <-  get_SDA_property(property = c("sandtotal_r","silttotal_r","claytotal_r", "awc_r", "ksat_r"),
                       method = "Weighted Average", 
                       mukeys = ll$ID,
                       top_depth = 0,
                       bottom_depth = 200)

head(p)
##   areasymbol musym
## 1      NC113   BuD
## 2      NC113   BuF
## 3      NC113   CaF
## 4      NC113   CdD
## 5      NC113   CdE
## 6      NC113   CdF
##                                                                           muname
## 1 Burton-Craggey-Rock outcrop complex, windswept, 15 to 30 percent slopes, stony
## 2 Burton-Craggey-Rock outcrop complex, windswept, 30 to 95 percent slopes, stony
## 3                     Cashiers gravelly fine sandy loam, 50 to 95 percent slopes
## 4                     Chandler gravelly fine sandy loam, 15 to 30 percent slopes
## 5                     Chandler gravelly fine sandy loam, 30 to 50 percent slopes
## 6                     Chandler gravelly fine sandy loam, 50 to 95 percent slopes
##    mukey sandtotal_r silttotal_r claytotal_r awc_r ksat_r
## 1 545800       66.36       19.50       14.14  0.05   9.78
## 2 545801       66.41       19.28       14.32  0.05   9.58
## 3 545803       66.82       21.68       11.50  0.14  28.00
## 4 545805       46.74       41.76       11.50  0.13  28.00
## 5 545806       46.74       41.76       11.50  0.13  28.00
## 6 545807       46.74       41.76       11.50  0.13  28.00
# re-create raster attribute table with aggregate soil properties
rat <- merge(ll, p, by.x = 'ID', by.y = 'mukey', sort = FALSE, all.x = TRUE)
# re-pack RAT
levels(mu) <- rat
# convert raster + RAT --> stack of values
s <- deratify(mu, att = c("sandtotal_r", "silttotal_r", "claytotal_r", "awc_r", "ksat_r"))
# graphical check
levelplot(
  s[[1:3]], 
  main = 'Sand, Silt, Clay (RV) 0-200cm\nWeighted Average',
  margin = FALSE, 
  scales = list(draw = FALSE), 
  col.regions = viridis
)

levelplot(
  s[[4]], 
  main = 'AWC (RV) 0-200cm\nWeighted Average',
  margin = FALSE, 
  scales = list(draw = FALSE), 
  col.regions = viridis
)

levelplot(
  s[[5]], 
  main = 'ksat (RV) 0-200cm\nWeighted Average',
  margin = FALSE, 
  scales = list(draw = FALSE), 
  col.regions = viridis
)

# convert to a representative soil texture class
txt.lut <- read.csv('http://soilmap2-1.lawr.ucdavis.edu/800m_grids/RAT/texture_2550.csv')
# make a copy
texture_060 <- s[[1]]
# note: soil textures that aren't present are dropped from factor levels
texture_060[] <- ssc_to_texcl(sand = s$sandtotal_r[], clay = s$claytotal_r[])
# extract RAT
rat <- levels(texture_060)[[1]]
# add colors
rat <- merge(rat, txt.lut, by.x = 'VALUE', by.y = 'class', all.x = TRUE, sort = FALSE)
# fix column order
rat <- rat[, c('ID', 'VALUE', 'hex', 'names')]
# re-pack
levels(texture_060) <- rat
# check: ok
cols <- levels(texture_060)[[1]]$hex
levelplot(texture_060, att = 'names', margin = FALSE, col.regions = cols, main = "Soil Textures") 

writeRaster(texture_060, file = 'C:/Users/Carlos/Documents/R/win-library/4.0/RHESSysIOinR/extdata/rasters/cwt/ws32/soiltexture060.tif', overwrite = TRUE, options=c("COMPRESS=LZW"))

texture60raster<- raster("C:/Users/Carlos/Documents/R/win-library/4.0/RHESSysIOinR/extdata/rasters/cwt/ws32/soiltexture060.tif")

### this has been modified to use new SSURGO Inputs with deep-shallow depth classes

texture60raster<- raster("C:/Users/Carlos/Documents/R/win-library/4.0/RHESSysIOinR/extdata/rasters/cwt/ws32/ssurgo-soiltype-class.tif")

## reproject to raster mask instead

ws32<- raster("grassexport/cwt_ws32/basin_ws32.tif")

 newproj<- "+proj=utm +zone=17 +datum=WGS84 +units=m +no_defs"
reproj60 <- projectRaster(from = texture60raster, crs = proj4string(ws32), method = 'ngb')

plot(texture60raster, zlim = c(1,5), main = "Texture Raster with modified Depth Classes")

{plot(reproj60, zlim = c(1,5), main = "Reprojected Texture Raster with modified Depth Classes and Watersheds")
plot(st_geometry(x), add = TRUE, col = NA)}

## prepare 10m resolution raster and resample prepared soil data to 10m
resample10<- raster(resolution=c(10,10), crs = proj4string(reproj60), ext=extent(reproj60))

reproj6010 <- resample(reproj60,resample10, method = 'ngb')

{plot(reproj6010, zlim = c(1,5), main = "Reprojected and Resampled Texture Raster with modified Depth Classes and Watersheds")
plot(st_geometry(x), add = TRUE, col = NA)}

## Crop prepared raster to extent of watershed of interest

## croppedtexture60 <- crop(reproj6010,extent(x[which(x$WS=='32'),]))

#for now cropping is completed based on delineated watershed extent from raster instead of watershed extent from watershed polygons
croppedtexture60 <- crop(reproj6010,extent(ws32))

# croppedtexture60 <- projectRaster(from = croppedtexture60, crs = newproj, method = 'ngb')

## Mask prepared raster using watershed polygon
#masked60 <- mask(croppedtexture60,x[which(x$WS=='32'),])

## for now masking is completed based on delineated watershed extent from raster instead of watershed extent from watershed polygons
ws32polygon<- rasterToPolygons(ws32, fun = function(x){x==1}, dissolve = TRUE, digits = 12)

extent(croppedtexture60)<- extent(ws32)


{plot(reproj6010, zlim = c(1,5), main = "Reprojected and Resampled Texture Raster with modified Depth Classes and Selected Watershed")
plot(ws32polygon, add = TRUE, col = NA)}

masked60 <- mask(croppedtexture60,ws32polygon)

plot(masked60, zlim = c(1,5), main = "Reprojected and Resampled Texture Raster with modified Depth Classes and Masked Selected Watershed")

plot(x[which(x$WS=='32'),])

plot(st_geometry(x[which(x$WS=='32'),]))

{plot(reproj60, zlim = c(1,5))
plot(st_geometry(x[which(x$WS=='32'),]), add = TRUE, col = NA)}

{plot(as.factor(croppedtexture60), zlim = c(1,5))
plot(st_geometry(x[which(x$WS=='32'),]), add = TRUE, col = NA)}

{plot(as.factor(masked60), zlim = c(1,5))
plot(st_geometry(x[which(x$WS=='32'),]), add = TRUE, col = NA)}

{plot(masked60, zlim = c(1,5), main = "Polygon Delineation")
plot(st_geometry(x[which(x$WS=='32'),]), add = TRUE, col = NA)}

{plot(masked60, zlim = c(1,5), main = "Watershed Delineation")
plot(ws32polygon, add = TRUE, col = NA)}

Prepare textural classes from sand and clay totals

mapunittable<- levels(mu)[[1]]


mapunittable
##        ID areasymbol musym
## 1  545800      NC113   BuD
## 2  545801      NC113   BuF
## 3  545803      NC113   CaF
## 4  545805      NC113   CdD
## 5  545806      NC113   CdE
## 6  545807      NC113   CdF
## 7  545811      NC113   CnD
## 8  545812      NC113   CnE
## 9  545813      NC113   CpD
## 10 545814      NC113   CpE
## 11 545815      NC113   CpF
## 12 545816      NC113   CsD
## 13 545817      NC113   CsE
## 14 545818      NC113   CuD
## 15 545819      NC113   CuE
## 16 545820      NC113   CuF
## 17 545821      NC113   DgB
## 18 545829      NC113   EdD
## 19 545830      NC113   EdE
## 20 545831      NC113   EdF
## 21 545835      NC113   EvC
## 22 545836      NC113   EvD
## 23 545837      NC113   EvE
## 24 545838      NC113   EvF
## 25 545842      NC113   FaD
## 26 545843      NC113   FaE
## 27 545849      NC113   NkA
## 28 545852      NC113   PwD
## 29 545853      NC113   PwE
## 30 545854      NC113   PwF
## 31 545855      NC113   ReA
## 32 545857      NC113   RkF
## 33 545859      NC113   SbC
## 34 545860      NC113   SbD
## 35 545861      NC113   SbE
## 36 545862      NC113   ScB
## 37 545863      NC113   ScC
## 38 545872      NC113   SyA
## 39 545874      NC113   TrE
## 40 545875      NC113   TrF
## 41 545876      NC113   TsC
## 42 545878      NC113   TwC
## 43 545882      NC113   UfB
## 44 545885      NC113   WeC
## 45 545886      NC113   WeD
## 46 545887      NC113   WeE
##                                                                                muname
## 1      Burton-Craggey-Rock outcrop complex, windswept, 15 to 30 percent slopes, stony
## 2      Burton-Craggey-Rock outcrop complex, windswept, 30 to 95 percent slopes, stony
## 3                          Cashiers gravelly fine sandy loam, 50 to 95 percent slopes
## 4                          Chandler gravelly fine sandy loam, 15 to 30 percent slopes
## 5                          Chandler gravelly fine sandy loam, 30 to 50 percent slopes
## 6                          Chandler gravelly fine sandy loam, 50 to 95 percent slopes
## 7              Chestnut-Edneyville complex, windswept, 15 to 30 percent slopes, stony
## 8              Chestnut-Edneyville complex, windswept, 30 to 50 percent slopes, stony
## 9         Cleveland-Chestnut-Rock outcrop complex, windswept, 15 to 30 percent slopes
## 10        Cleveland-Chestnut-Rock outcrop complex, windswept, 30 to 50 percent slopes
## 11        Cleveland-Chestnut-Rock outcrop complex, windswept, 50 to 95 percent slopes
## 12 Cullasaja very cobbly fine sandy loam, 15 to 30 percent slopes, extremely bouldery
## 13 Cullasaja very cobbly fine sandy loam, 30 to 50 percent slopes, extremely bouldery
## 14                       Cullasaja-Tuckasegee complex, 15 to 30 percent slopes, stony
## 15                       Cullasaja-Tuckasegee complex, 30 to 50 percent slopes, stony
## 16                       Cullasaja-Tuckasegee complex, 50 to 95 percent slopes, stony
## 17       Dellwood gravelly fine sandy loam, 0 to 5 percent slopes, frequently flooded
## 18    Edneyville-Chestnut complex, high precipitation, 15 to 30 percent slopes, stony
## 19    Edneyville-Chestnut complex, high precipitation, 30 to 50 percent slopes, stony
## 20    Edneyville-Chestnut complex, high precipitation, 50 to 95 percent slopes, stony
## 21                                        Evard-Cowee complex, 8 to 15 percent slopes
## 22                                       Evard-Cowee complex, 15 to 30 percent slopes
## 23                                       Evard-Cowee complex, 30 to 50 percent slopes
## 24                                Evard-Cowee complex, 50 to 95 percent slopes, stony
## 25                                    Fannin fine sandy loam, 15 to 30 percent slopes
## 26                                    Fannin fine sandy loam, 30 to 50 percent slopes
## 27                 Nikwasi fine sandy loam, 0 to 2 percent slopes, frequently flooded
## 28          Plott fine sandy loam, high precipitation, 15 to 30 percent slopes, stony
## 29          Plott fine sandy loam, high precipitation, 30 to 50 percent slopes, stony
## 30          Plott fine sandy loam, high precipitation, 50 to 95 percent slopes, stony
## 31                 Reddies fine sandy loam, 0 to 3 percent slopes, frequently flooded
## 32                            Rock outcrop-Cleveland complex, 30 to 95 percent slopes
## 33                               Saunook gravelly loam, 8 to 15 percent slopes, stony
## 34                              Saunook gravelly loam, 15 to 30 percent slopes, stony
## 35                              Saunook gravelly loam, 30 to 50 percent slopes, stony
## 36                                                Saunook loam, 2 to 8 percent slopes
## 37                                               Saunook loam, 8 to 15 percent slopes
## 38                                     Sylva-Whiteside complex, 0 to 3 percent slopes
## 39                              Trimont gravelly loam, 30 to 50 percent slopes, stony
## 40                              Trimont gravelly loam, 50 to 95 percent slopes, stony
## 41                        Tuckasegee-Cullasaja complex, 8 to 15 percent slopes, stony
## 42                               Tuckasegee-Whiteside complex, 8 to 15 percent slopes
## 43               Udorthents-Urban land complex, 0 to 5 percent slopes, rarely flooded
## 44                         Wayah sandy loam, windswept, 8 to 15 percent slopes, stony
## 45                        Wayah sandy loam, windswept, 15 to 30 percent slopes, stony
## 46                        Wayah sandy loam, windswept, 30 to 50 percent slopes, stony
##    sandtotal_r silttotal_r claytotal_r awc_r ksat_r
## 1        66.36       19.50       14.14  0.05   9.78
## 2        66.41       19.28       14.32  0.05   9.58
## 3        66.82       21.68       11.50  0.14  28.00
## 4        46.74       41.76       11.50  0.13  28.00
## 5        46.74       41.76       11.50  0.13  28.00
## 6        46.74       41.76       11.50  0.13  28.00
## 7        69.05       17.10       13.85  0.08  21.59
## 8        69.05       17.10       13.85  0.08  21.59
## 9        60.06       26.16       13.77  0.04  10.98
## 10       59.55       26.72       13.72  0.03  10.67
## 11       70.27       16.46       13.26  0.03   9.01
## 12       76.45       12.06       11.50  0.07  28.00
## 13       76.45       12.06       11.50  0.07  28.00
## 14       71.49       13.90       15.61  0.10  28.28
## 15       69.84       14.12       16.04  0.10  28.00
## 16       71.49       13.90       15.61  0.10  28.28
## 17       89.08        7.46        3.46  0.05  85.60
## 18       58.27       27.90       14.83  0.11  23.85
## 19       58.00       27.36       14.64  0.11  19.96
## 20       58.43       26.99       14.58  0.11  20.24
## 21       59.06       21.10       19.85  0.10   9.72
## 22       53.60       25.56       21.84  0.11   9.06
## 23       53.60       25.92       20.48  0.11   9.79
## 24       52.61       26.75       21.64  0.11   9.84
## 25       64.39       18.59       17.01  0.11  10.71
## 26       56.85       24.79       18.36  0.11  10.71
## 27       83.81       11.33        5.86  0.08  71.59
## 28       60.18       28.11       11.71  0.12  21.27
## 29       60.18       28.11       11.71  0.12  21.27
## 30       60.18       28.11       11.71  0.12  21.27
## 31       86.26        7.94        5.81  0.07  70.88
## 32       67.40       19.60       13.00  0.02   5.06
## 33       50.50       30.93       18.58  0.11  11.38
## 34       50.50       30.93       18.58  0.11  11.38
## 35       55.30       27.10       17.60  0.11  22.02
## 36       50.50       30.93       18.58  0.11  11.38
## 37       50.50       30.93       18.58  0.11  11.38
## 38       60.52       24.99       14.49  0.17  22.88
## 39       60.47       19.84       19.69  0.14  11.19
## 40       60.47       19.84       19.69  0.14  11.19
## 41       67.93       15.72       17.35  0.11  28.28
## 42       60.01       21.80       19.19  0.15  24.42
## 43       45.30       43.20       11.50  0.13  28.00
## 44       74.45       15.38       10.18  0.10  28.00
## 45       74.45       15.38       10.18  0.10  28.00
## 46       74.45       15.38       10.18  0.10  28.00
mapunittable$textclass<- ssc_to_texcl(sand = mapunittable$sandtotal_r, clay = mapunittable$claytotal_r)


mapunittable
##        ID areasymbol musym
## 1  545800      NC113   BuD
## 2  545801      NC113   BuF
## 3  545803      NC113   CaF
## 4  545805      NC113   CdD
## 5  545806      NC113   CdE
## 6  545807      NC113   CdF
## 7  545811      NC113   CnD
## 8  545812      NC113   CnE
## 9  545813      NC113   CpD
## 10 545814      NC113   CpE
## 11 545815      NC113   CpF
## 12 545816      NC113   CsD
## 13 545817      NC113   CsE
## 14 545818      NC113   CuD
## 15 545819      NC113   CuE
## 16 545820      NC113   CuF
## 17 545821      NC113   DgB
## 18 545829      NC113   EdD
## 19 545830      NC113   EdE
## 20 545831      NC113   EdF
## 21 545835      NC113   EvC
## 22 545836      NC113   EvD
## 23 545837      NC113   EvE
## 24 545838      NC113   EvF
## 25 545842      NC113   FaD
## 26 545843      NC113   FaE
## 27 545849      NC113   NkA
## 28 545852      NC113   PwD
## 29 545853      NC113   PwE
## 30 545854      NC113   PwF
## 31 545855      NC113   ReA
## 32 545857      NC113   RkF
## 33 545859      NC113   SbC
## 34 545860      NC113   SbD
## 35 545861      NC113   SbE
## 36 545862      NC113   ScB
## 37 545863      NC113   ScC
## 38 545872      NC113   SyA
## 39 545874      NC113   TrE
## 40 545875      NC113   TrF
## 41 545876      NC113   TsC
## 42 545878      NC113   TwC
## 43 545882      NC113   UfB
## 44 545885      NC113   WeC
## 45 545886      NC113   WeD
## 46 545887      NC113   WeE
##                                                                                muname
## 1      Burton-Craggey-Rock outcrop complex, windswept, 15 to 30 percent slopes, stony
## 2      Burton-Craggey-Rock outcrop complex, windswept, 30 to 95 percent slopes, stony
## 3                          Cashiers gravelly fine sandy loam, 50 to 95 percent slopes
## 4                          Chandler gravelly fine sandy loam, 15 to 30 percent slopes
## 5                          Chandler gravelly fine sandy loam, 30 to 50 percent slopes
## 6                          Chandler gravelly fine sandy loam, 50 to 95 percent slopes
## 7              Chestnut-Edneyville complex, windswept, 15 to 30 percent slopes, stony
## 8              Chestnut-Edneyville complex, windswept, 30 to 50 percent slopes, stony
## 9         Cleveland-Chestnut-Rock outcrop complex, windswept, 15 to 30 percent slopes
## 10        Cleveland-Chestnut-Rock outcrop complex, windswept, 30 to 50 percent slopes
## 11        Cleveland-Chestnut-Rock outcrop complex, windswept, 50 to 95 percent slopes
## 12 Cullasaja very cobbly fine sandy loam, 15 to 30 percent slopes, extremely bouldery
## 13 Cullasaja very cobbly fine sandy loam, 30 to 50 percent slopes, extremely bouldery
## 14                       Cullasaja-Tuckasegee complex, 15 to 30 percent slopes, stony
## 15                       Cullasaja-Tuckasegee complex, 30 to 50 percent slopes, stony
## 16                       Cullasaja-Tuckasegee complex, 50 to 95 percent slopes, stony
## 17       Dellwood gravelly fine sandy loam, 0 to 5 percent slopes, frequently flooded
## 18    Edneyville-Chestnut complex, high precipitation, 15 to 30 percent slopes, stony
## 19    Edneyville-Chestnut complex, high precipitation, 30 to 50 percent slopes, stony
## 20    Edneyville-Chestnut complex, high precipitation, 50 to 95 percent slopes, stony
## 21                                        Evard-Cowee complex, 8 to 15 percent slopes
## 22                                       Evard-Cowee complex, 15 to 30 percent slopes
## 23                                       Evard-Cowee complex, 30 to 50 percent slopes
## 24                                Evard-Cowee complex, 50 to 95 percent slopes, stony
## 25                                    Fannin fine sandy loam, 15 to 30 percent slopes
## 26                                    Fannin fine sandy loam, 30 to 50 percent slopes
## 27                 Nikwasi fine sandy loam, 0 to 2 percent slopes, frequently flooded
## 28          Plott fine sandy loam, high precipitation, 15 to 30 percent slopes, stony
## 29          Plott fine sandy loam, high precipitation, 30 to 50 percent slopes, stony
## 30          Plott fine sandy loam, high precipitation, 50 to 95 percent slopes, stony
## 31                 Reddies fine sandy loam, 0 to 3 percent slopes, frequently flooded
## 32                            Rock outcrop-Cleveland complex, 30 to 95 percent slopes
## 33                               Saunook gravelly loam, 8 to 15 percent slopes, stony
## 34                              Saunook gravelly loam, 15 to 30 percent slopes, stony
## 35                              Saunook gravelly loam, 30 to 50 percent slopes, stony
## 36                                                Saunook loam, 2 to 8 percent slopes
## 37                                               Saunook loam, 8 to 15 percent slopes
## 38                                     Sylva-Whiteside complex, 0 to 3 percent slopes
## 39                              Trimont gravelly loam, 30 to 50 percent slopes, stony
## 40                              Trimont gravelly loam, 50 to 95 percent slopes, stony
## 41                        Tuckasegee-Cullasaja complex, 8 to 15 percent slopes, stony
## 42                               Tuckasegee-Whiteside complex, 8 to 15 percent slopes
## 43               Udorthents-Urban land complex, 0 to 5 percent slopes, rarely flooded
## 44                         Wayah sandy loam, windswept, 8 to 15 percent slopes, stony
## 45                        Wayah sandy loam, windswept, 15 to 30 percent slopes, stony
## 46                        Wayah sandy loam, windswept, 30 to 50 percent slopes, stony
##    sandtotal_r silttotal_r claytotal_r awc_r ksat_r textclass
## 1        66.36       19.50       14.14  0.05   9.78        sl
## 2        66.41       19.28       14.32  0.05   9.58        sl
## 3        66.82       21.68       11.50  0.14  28.00        sl
## 4        46.74       41.76       11.50  0.13  28.00         l
## 5        46.74       41.76       11.50  0.13  28.00         l
## 6        46.74       41.76       11.50  0.13  28.00         l
## 7        69.05       17.10       13.85  0.08  21.59        sl
## 8        69.05       17.10       13.85  0.08  21.59        sl
## 9        60.06       26.16       13.77  0.04  10.98        sl
## 10       59.55       26.72       13.72  0.03  10.67        sl
## 11       70.27       16.46       13.26  0.03   9.01        sl
## 12       76.45       12.06       11.50  0.07  28.00        sl
## 13       76.45       12.06       11.50  0.07  28.00        sl
## 14       71.49       13.90       15.61  0.10  28.28        sl
## 15       69.84       14.12       16.04  0.10  28.00        sl
## 16       71.49       13.90       15.61  0.10  28.28        sl
## 17       89.08        7.46        3.46  0.05  85.60         s
## 18       58.27       27.90       14.83  0.11  23.85        sl
## 19       58.00       27.36       14.64  0.11  19.96        sl
## 20       58.43       26.99       14.58  0.11  20.24        sl
## 21       59.06       21.10       19.85  0.10   9.72       scl
## 22       53.60       25.56       21.84  0.11   9.06       scl
## 23       53.60       25.92       20.48  0.11   9.79       scl
## 24       52.61       26.75       21.64  0.11   9.84       scl
## 25       64.39       18.59       17.01  0.11  10.71        sl
## 26       56.85       24.79       18.36  0.11  10.71        sl
## 27       83.81       11.33        5.86  0.08  71.59        ls
## 28       60.18       28.11       11.71  0.12  21.27        sl
## 29       60.18       28.11       11.71  0.12  21.27        sl
## 30       60.18       28.11       11.71  0.12  21.27        sl
## 31       86.26        7.94        5.81  0.07  70.88        ls
## 32       67.40       19.60       13.00  0.02   5.06        sl
## 33       50.50       30.93       18.58  0.11  11.38         l
## 34       50.50       30.93       18.58  0.11  11.38         l
## 35       55.30       27.10       17.60  0.11  22.02        sl
## 36       50.50       30.93       18.58  0.11  11.38         l
## 37       50.50       30.93       18.58  0.11  11.38         l
## 38       60.52       24.99       14.49  0.17  22.88        sl
## 39       60.47       19.84       19.69  0.14  11.19       scl
## 40       60.47       19.84       19.69  0.14  11.19       scl
## 41       67.93       15.72       17.35  0.11  28.28        sl
## 42       60.01       21.80       19.19  0.15  24.42        sl
## 43       45.30       43.20       11.50  0.13  28.00         l
## 44       74.45       15.38       10.18  0.10  28.00        sl
## 45       74.45       15.38       10.18  0.10  28.00        sl
## 46       74.45       15.38       10.18  0.10  28.00        sl

Code Prepared By Dylan Beaudette and modified

setwd(system.file("extdata/", package = "RHESSysIOinR"))

ws32<- raster("grassexport/cwt_ws32/basin_ws32.tif")

#("grassexport/cwt_ws32/ws32.tif")


# RSS: cell values are map unit keys
r <- raster('Raster soil survey/Coweeta_Final_raster.tif')

## for now, convert to UTM z17
r <- projectRaster(r, ws32, method = 'ngb')

# convert to raster + RAT
r <- ratify(r)

# RAT: raster attribute table
rat <- read.dbf('Raster soil survey/Coweeta_Final_raster.tif.vat.dbf', as.is = TRUE)
names(rat) <- tolower(names(rat))

# musym is the national mu symbol
rss.mu <- st_read('Raster soil survey/rss_nc/rss_nc.gdb', layer = 'mapunit')
## Reading layer `mapunit' from data source 
##   `C:\Users\Carlos\Documents\R\win-library\4.0\RHESSysIOinR\extdata\Raster soil survey\rss_nc\rss_nc.gdb' 
##   using driver `OpenFileGDB'
rss.co <- st_read('Raster soil survey/rss_nc/rss_nc.gdb', layer = 'component')
## Reading layer `component' from data source 
##   `C:\Users\Carlos\Documents\R\win-library\4.0\RHESSysIOinR\extdata\Raster soil survey\rss_nc\rss_nc.gdb' 
##   using driver `OpenFileGDB'
rss.hz <- st_read('Raster soil survey/rss_nc/rss_nc.gdb', layer = 'chorizon')
## Reading layer `chorizon' from data source 
##   `C:\Users\Carlos\Documents\R\win-library\4.0\RHESSysIOinR\extdata\Raster soil survey\rss_nc\rss_nc.gdb' 
##   using driver `OpenFileGDB'
## check for missing symbols
# none missing from RAT
setdiff(rat$MUSYM, rss.mu$musym)
## NULL
# map unit table contains some extra
setdiff(rss.mu$musym, rat$MUSYM)
##  [1] "2y9mf" "2y9mh" "2y9mj" "2y9mk" "2y9ml" "2y9mm" "2y9mn" "2y9mp" "2y9mq"
## [10] "2y9mr" "2y9ms" "2y9mt" "2y9mv" "2y9mw" "2y9mx" "2y9mg" "2y9pb" "2y9pc"
## [19] "2y9pd" "2y9p9" "2y9nz" "2y9nl" "2y9nm" "2y9nw" "2y9nx" "2zyxq" "2zyxw"
## [28] "2zyxy" "2zyy5" "2zyxz" "2zyy0" "2zyxx" "2zyxt" "2zyy6" "2y9np" "2y9nt"
## [37] "2y9nv" "2zyxr" "2zyy1" "2zyy2" "2zyy3" "2y9nh" "2y9nj" "2y9nk" "2zyxv"
## [46] "2zyyb" "2zyyc" "2zyyd" "2zyyf" "2y9nn" "2y9p1" "2y9p2" "2y9nq" "2y9nr"
## [55] "2zyy4"
## subset child tables
rss.mu <- rss.mu[rss.mu$musym %in% rat$musym, ]
rss.co <- rss.co[rss.co$mukey %in% rss.mu$mukey, ]
rss.hz <- rss.hz[rss.hz$cokey %in% rss.co$cokey, ]

.dominantCondition <- function(i, v) {
  
  i <- i[i$compkind != 'Miscellaneous area', ]
  if(nrow(i) < 1) {
    return(NULL)
  }
  
  fm <- as.formula(sprintf("comppct_r ~ %s", v))
  a <- aggregate(fm, data = i, FUN = sum, na.rm = TRUE)
  
  idx <- order(a[['comppct_r']], decreasing = TRUE)[1]
  
  res <- data.frame(
    mukey = i$mukey[1],
    v = a[[v]][idx]
  )
  names(res) <- c('mukey', v)
  
  return(res)
}

.dominantValue <- function(i, v) {
  
  i <- i[i$compkind != 'Miscellaneous area', ]
  if(nrow(i) < 1) {
    return(NULL)
  }
  
  
  idx <- order(i[['comppct_r']], decreasing = TRUE)[1]
  
  res <- data.frame(
    mukey = i$mukey[1],
    v = i[[v]][idx]
  )
  
  names(res) <- c('mukey', v)
  
  return(res)
  
}

getDominantCondition <- function(x, v) {
  
  res <- lapply(
    split(rss.co, rss.co$mukey), 
    .dominantCondition, v = v
  )
  
  res <- do.call('rbind', res)
  
  return(res)
}

getDominantValue <- function(x, v) {
  
  res <- lapply(
    split(rss.co.aws050, rss.co.aws050$mukey), 
    .dominantValue, v = v
  )
  
  res <- do.call('rbind', res)
  
  return(res)
}

co.taxpartsize <- getDominantCondition(rss.co, v = 'taxpartsize')


co.spc <- rss.hz
depths(co.spc) <- cokey ~ hzdept_r + hzdepb_r
hzdesgnname(co.spc) <- 'hzname'

# at dZ = 1cm, use awc_r directly
co.spc$aws <- co.spc$awc_r * 1

a <- slab(co.spc, cokey ~ aws, slab.structure = c(0, 50), slab.fun = sum)
## Note: aqp::slice() will be deprecated in aqp version 2.0
## --> Please consider using the more efficient aqp::dice()
head(a)
##   variable           cokey value top bottom contributing_fraction
## 1      aws 3244721:2807027  2.40   0     50                     1
## 2      aws 3244721:2807439  4.02   0     50                     1
## 3      aws 3244721:2807442  2.50   0     50                     1
## 4      aws 3244721:2807445  3.73   0     50                     1
## 5      aws 3244722:2760595  2.40   0     50                     1
## 6      aws 3244722:2760596  4.02   0     50                     1
rss.co.aws050 <- merge(rss.co, a, by = 'cokey', sort = FALSE)[, c('mukey', 'cokey', 'compkind', 'comppct_r', 'value')]

# no NA allowed in wt. mean / etc.
rss.co.aws050 <- rss.co.aws050[!is.na(rss.co.aws050$value), ]

co.aws050 <- getDominantValue(rss.co.aws050, v = 'value')

names(co.aws050) <- c('mukey', 'aws050')


mu.subset <- rss.mu[, c('mukey', 'musym', 'mukind')]

agg <- merge(mu.subset, co.taxpartsize, by = 'mukey', sort = FALSE)

agg <- merge(agg, co.aws050, by = 'mukey', sort = FALSE)

rat <- merge(rat, agg, by = 'musym', sort = FALSE)

# attempt to split out component / series names
rat$co.names <- stri_split_fixed(str = rat$muname,  pattern = ',', n = 2, simplify = TRUE)[, 1]
# this only works because all component names are single-word names
rat$co.names <- stri_split_fixed(str = rat$co.names,  pattern = ' ', n = 2, simplify = TRUE)[, 1]
# RAT management
ll.original <- levels(r)[[1]]
# merge and pack updated RAT
ll <- merge(ll.original, rat, by.x = 'ID', by.y = 'value', all.x = TRUE, sort = FALSE)
levels(r) <- ll

# convert select attributes to new raster objects via RAT + codes

r.taxpartsize <- deratify(r, att = 'taxpartsize')


plot(r.taxpartsize)

###quick and dirty incorporate new DSM map with two depth classes

r.taxpartsizetest<- raster("C:/Users/Carlos/Documents/R/win-library/4.0/RHESSysIOinR/extdata/rasters/cwt/ws32/rss-soiltype-class.tif")

r.taxpartsize <- projectRaster(r.taxpartsizetest, ws32, method = 'ngb')




ws32polygon<- rasterToPolygons(ws32, fun = function(x){x==1}, dissolve = TRUE, digits = 12)

maskeddsm <- mask(r.taxpartsize,ws32polygon)

plot(maskeddsm, main = "Masked DSM")

Reclassify Soil Maps

Default Texture Values in RHESSys 1 - Clay 2 - Silty Clay 3 - Silty Clay Loam 4 - Sandy Clay 5 - Sandy Clay Loam 6 - Clay Loam 7 - Silt 8 - Silty Loam 9 - Loam 10 - Sand 11 - Loamy Sand 12 - Sandy Loam 13 - Rock 14 - Water

Shallow Files Created and added to defs folder 19 - Shallow Sandy Clay Loam 23 - Shallow Loam 26 - Shallow Sandy Loam

Default Texture Values used by SDA 1 - loamy sand 2 - sandy loam 3 - loam 4 - sandy clay loam 5 - clay loam

Default Texture used by DSM and quick and dirty conversions 1 - loamy > loam 2 - fine-loamy > silty clay loam 3 - coarse-loamy > sandy loam

Current Textural Levels for Coweeta 6 Levels 1 - deep.sl 2- shallow.sl 3- deep.l 4- shallow.l 5- deep.scl 6- shallow.scl

# original before depth class substitution
#reclasssoil<- c(1,11,2,12,3,9,4,5,5,6,6,0,7,0,8,0,9,0,10,0,11,0,12,0,13,0,14,0)

##this has been modified for quick implementation of shallow-deep classes
reclasssoil<- c(1,12,2,26,3,9,4,23,5,5,6,19)


reclasssoilmat<- matrix(reclasssoil, ncol = 2, byrow = TRUE)

reclasssoilmat
##      [,1] [,2]
## [1,]    1   12
## [2,]    2   26
## [3,]    3    9
## [4,]    4   23
## [5,]    5    5
## [6,]    6   19
reclassreproj<- reclassify(masked60, reclasssoilmat)


plot(reclassreproj, main = "SSURGO DC Texture Dual Depth Method", zlim = c(1,24), col = viridis(24))

writeRaster(reclassreproj, file = 'grassexport/cwt_ws32/ssurgosoil.tif', overwrite = TRUE, options=c("COMPRESS=LZW"))

#plot(SoilsMap2, main = "SSURGO USACE Texture Method")


##this has been modified for quick implementation of shallow-deep classes
##original before depth class subsititution
#reclassdsm<- c(1,9,2,3,3,12,4,0,5,0,6,0,7,0,8,0,9,0,10,0,11,0,12,0,13,0,14,0)
#new
 reclassdsm<- c(1,12,2,26,3,9,4,23,5,5,6,19)


reclassdsmmat<- matrix(reclassdsm, ncol = 2, byrow = TRUE)

reclassdsmmat
##      [,1] [,2]
## [1,]    1   12
## [2,]    2   26
## [3,]    3    9
## [4,]    4   23
## [5,]    5    5
## [6,]    6   19
reclassmaskeddsm <- reclassify(maskeddsm, reclassdsmmat)

plot(reclassmaskeddsm, main = "DSM DC Texture Dual Depth Method", zlim = c(1,24), col = viridis(24))

writeRaster(reclassmaskeddsm, file = 'grassexport/cwt_ws32/dsmsoil.tif', overwrite = TRUE, options=c("COMPRESS=LZW"))

#plot(maskeddsm)



reclassstatic<- c(1,12,2,12,3,12,4,12,5,12,6,12,7,12,8,12,9,12,10,12,11,12,12,12,13,12,14,12)

reclassstaticmat<- matrix(reclassstatic, ncol = 2, byrow = TRUE)

reclassstaticmat
##       [,1] [,2]
##  [1,]    1   12
##  [2,]    2   12
##  [3,]    3   12
##  [4,]    4   12
##  [5,]    5   12
##  [6,]    6   12
##  [7,]    7   12
##  [8,]    8   12
##  [9,]    9   12
## [10,]   10   12
## [11,]   11   12
## [12,]   12   12
## [13,]   13   12
## [14,]   14   12
reclassmaskedstatic <- reclassify(maskeddsm, reclassstaticmat)

plot(reclassmaskedstatic, main = "Static Loam Texture", zlim = c(1,24), col = viridis(24))

NLCD Land Cover Classification Legend

11 Open Water 12 Perennial Ice/ Snow 21 Developed, Open Space 22 Developed, Low Intensity 23 Developed, Medium Intensity 24 Developed, High Intensity 31 Barren Land (Rock/Sand/Clay) 41 Deciduous Forest 42 Evergreen Forest 43 Mixed Forest 51 Dwarf Scrub 52 Shrub/Scrub 71 Grassland/Herbaceous 72 Sedge/Herbaceous 73 Lichens 74 Moss 81 Pasture/Hay 82 Cultivated Crops 90 Woody Wetlands 95 Emergent Herbaceous Wetlands

Because default RHESSys definition files are being used we will reclassify some of this land cover classification for our landscape

41 Deciduous Forest <- 3 veg_deciduous 42 Evergreen Forest <- 4 veg_evergreen 43 Mixed Forest <- 4 veg_evergreen

LANDCOVER<- get_nlcd(template = x.buff.gcs, label = 'coweeta', dataset = "landcover")
#CANOPY<- get_nlcd(template = x.buff.gcs, label = 'coweeta', year = 2016, dataset = "canopy")
IMPERVIOUS<- get_nlcd(template = x.buff.gcs, label = 'coweeta', dataset = "impervious")

plot(LANDCOVER, main = "NLCD Landcover")

#plot(CANOPY)
plot(IMPERVIOUS, main = "NLCD Impervious")

LANDCOVERREPROJ <-  projectRaster(from = LANDCOVER, crs = proj4string(ws32polygon), method = 'ngb')
#CANOPYREPROJ <-  projectRaster(from = CANOPY, crs = proj4string(ws32polygon), method = 'ngb')
IMPERVIOUSREPROJ <-  projectRaster(from = IMPERVIOUS, crs = proj4string(ws32polygon), method = 'ngb')




## prepare 10m resolution raster and resample prepared soil data to 10m
resample10<- raster(resolution=c(10,10), crs = proj4string(ws32polygon), ext=extent(ws32polygon))

LANDCOVERREPROJRES <- resample(LANDCOVERREPROJ,resample10, method = 'ngb')

{plot(LANDCOVERREPROJRES, main = "Reprojected and Resampled Texture Raster with modified Depth Classes and Watersheds")
plot(st_geometry(x), add = TRUE, col = NA)}

landcovercrop <- crop(LANDCOVERREPROJRES,ws32polygon)
#canopycrop <- crop(CANOPYREPROJ,ws32polygon)
imperviouscrop <- crop(IMPERVIOUSREPROJ,ws32polygon)

maskedlandcover <- mask(landcovercrop,ws32polygon)
#maskedcanopy <- mask(canopycrop,ws32polygon)
maskedimpervious <- mask(imperviouscrop,ws32polygon)


plot(maskedlandcover, main = "Masked Landcover")

#plot(maskedcanopy)
plot(maskedimpervious, main = "Masked Impervious")

{plot(maskedlandcover, main = "Masked Landcover with WS Polygon")
plot(ws32polygon, add = TRUE, col = NA)}

{plot(maskedimpervious, main = "Masked Impervious with WS Polygon")
plot(ws32polygon, add = TRUE, col = NA, border = "white")}

extent(LANDCOVER)
## class      : Extent 
## xmin       : 1128045 
## xmax       : 1136025 
## ymin       : 1402515 
## ymax       : 1411275
extent(LANDCOVERREPROJ)
## class      : Extent 
## xmin       : 271758.1 
## xmax       : 281385.9 
## ymin       : 3875918 
## ymax       : 3886032
extent(maskedlandcover)
## class      : Extent 
## xmin       : 275066.7 
## xmax       : 276126.7 
## ymin       : 3880940 
## ymax       : 3881570
extent(ws32polygon)
## class      : Extent 
## xmin       : 275066.7 
## xmax       : 276126.7 
## ymin       : 3880940 
## ymax       : 3881570
reclassveg<- c(11,3,12,3,21,3,22,3,23,3,24,3,31,3,41,3,42,4,43,4,51,3,52,3,71,3,72,3,73,3,74,3,81,3,82,3,90,3,95,3)

reclassvegmat<- matrix(reclassveg, ncol = 2, byrow = TRUE)

reclassvegmat
##       [,1] [,2]
##  [1,]   11    3
##  [2,]   12    3
##  [3,]   21    3
##  [4,]   22    3
##  [5,]   23    3
##  [6,]   24    3
##  [7,]   31    3
##  [8,]   41    3
##  [9,]   42    4
## [10,]   43    4
## [11,]   51    3
## [12,]   52    3
## [13,]   71    3
## [14,]   72    3
## [15,]   73    3
## [16,]   74    3
## [17,]   81    3
## [18,]   82    3
## [19,]   90    3
## [20,]   95    3
reclassmaskedveg <- reclassify(maskedlandcover, reclassvegmat)

plot(reclassmaskedveg, main = "Reclassified Vegetation", zlim = c(1,14), col = viridis(14))

writeRaster(reclassmaskedveg, file = 'grassexport/cwt_ws32/nlcdveg.tif', overwrite = TRUE, options=c("COMPRESS=LZW"))

Prescribe vegetation rooting depth

##max root depth seems to be in meters, not clearly defined but inferred from 2021 publication

maxrootdepth = 1

maxrootdepth<- as.data.frame(maxrootdepth)

colnames(maxrootdepth)<-"epc.max_root_depth"

change_def_file("defs/veg_deciduous.def", maxrootdepth, file_name_ext = NULL)
## [1] "defs/veg_deciduous/veg_deciduous.def"
change_def_file("defs/veg_evergreen.def", maxrootdepth, file_name_ext = NULL)
## [1] "defs/veg_evergreen/veg_evergreen.def"

LAI data from MODIS

modified from https://cran.r-project.org/web/packages/MODISTools/vignettes/modistools-vignette.html

library(MODISTools)

bands <- mt_bands(product = "MOD15A2H")

head(bands)
##              band                                     description      units
## 1    FparExtra_QC           Extra detail Quality for LAI and FPAR class-flag
## 2      FparLai_QC                        Quality for LAI and FPAR class-flag
## 3 FparStdDev_500m                     Standard deviation for FPAR    percent
## 4       Fpar_500m Fraction of photosynthetically active radiation    percent
## 5  LaiStdDev_500m                      Standard deviation for LAI    m^2/m^2
## 6        Lai_500m                                 Leaf area index    m^2/m^2
##   valid_range fill_value scale_factor add_offset
## 1    0 to 254        255         <NA>       <NA>
## 2    0 to 254        255         <NA>       <NA>
## 3    0 to 100        255         0.01          0
## 4    0 to 100        255         0.01          0
## 5    0 to 100        255          0.1          0
## 6    0 to 100        255          0.1          0
dates <- mt_dates(product = "MOD15A2H", lat = 35 , lon = -83 )

dates
##      modis_date calendar_date
## 1      A2000049    2000-02-18
## 2      A2000057    2000-02-26
## 3      A2000065    2000-03-05
## 4      A2000073    2000-03-13
## 5      A2000081    2000-03-21
## 6      A2000089    2000-03-29
## 7      A2000097    2000-04-06
## 8      A2000105    2000-04-14
## 9      A2000113    2000-04-22
## 10     A2000121    2000-04-30
## 11     A2000129    2000-05-08
## 12     A2000137    2000-05-16
## 13     A2000145    2000-05-24
## 14     A2000153    2000-06-01
## 15     A2000161    2000-06-09
## 16     A2000169    2000-06-17
## 17     A2000177    2000-06-25
## 18     A2000185    2000-07-03
## 19     A2000193    2000-07-11
## 20     A2000201    2000-07-19
## 21     A2000209    2000-07-27
## 22     A2000217    2000-08-04
## 23     A2000225    2000-08-12
## 24     A2000233    2000-08-20
## 25     A2000241    2000-08-28
## 26     A2000249    2000-09-05
## 27     A2000257    2000-09-13
## 28     A2000265    2000-09-21
## 29     A2000273    2000-09-29
## 30     A2000281    2000-10-07
## 31     A2000289    2000-10-15
## 32     A2000297    2000-10-23
## 33     A2000305    2000-10-31
## 34     A2000313    2000-11-08
## 35     A2000321    2000-11-16
## 36     A2000329    2000-11-24
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## 600    A2013073    2013-03-14
## 601    A2013081    2013-03-22
## 602    A2013089    2013-03-30
## 603    A2013097    2013-04-07
## 604    A2013105    2013-04-15
## 605    A2013113    2013-04-23
## 606    A2013121    2013-05-01
## 607    A2013129    2013-05-09
## 608    A2013137    2013-05-17
## 609    A2013145    2013-05-25
## 610    A2013153    2013-06-02
## 611    A2013161    2013-06-10
## 612    A2013169    2013-06-18
## 613    A2013177    2013-06-26
## 614    A2013185    2013-07-04
## 615    A2013193    2013-07-12
## 616    A2013201    2013-07-20
## 617    A2013209    2013-07-28
## 618    A2013217    2013-08-05
## 619    A2013225    2013-08-13
## 620    A2013233    2013-08-21
## 621    A2013241    2013-08-29
## 622    A2013249    2013-09-06
## 623    A2013257    2013-09-14
## 624    A2013265    2013-09-22
## 625    A2013273    2013-09-30
## 626    A2013281    2013-10-08
## 627    A2013289    2013-10-16
## 628    A2013297    2013-10-24
## 629    A2013305    2013-11-01
## 630    A2013313    2013-11-09
## 631    A2013321    2013-11-17
## 632    A2013329    2013-11-25
## 633    A2013337    2013-12-03
## 634    A2013345    2013-12-11
## 635    A2013353    2013-12-19
## 636    A2013361    2013-12-27
## 637    A2014001    2014-01-01
## 638    A2014009    2014-01-09
## 639    A2014017    2014-01-17
## 640    A2014025    2014-01-25
## 641    A2014033    2014-02-02
## 642    A2014041    2014-02-10
## 643    A2014049    2014-02-18
## 644    A2014057    2014-02-26
## 645    A2014065    2014-03-06
## 646    A2014073    2014-03-14
## 647    A2014081    2014-03-22
## 648    A2014089    2014-03-30
## 649    A2014097    2014-04-07
## 650    A2014105    2014-04-15
## 651    A2014113    2014-04-23
## 652    A2014121    2014-05-01
## 653    A2014129    2014-05-09
## 654    A2014137    2014-05-17
## 655    A2014145    2014-05-25
## 656    A2014153    2014-06-02
## 657    A2014161    2014-06-10
## 658    A2014169    2014-06-18
## 659    A2014177    2014-06-26
## 660    A2014185    2014-07-04
## 661    A2014193    2014-07-12
## 662    A2014201    2014-07-20
## 663    A2014209    2014-07-28
## 664    A2014217    2014-08-05
## 665    A2014225    2014-08-13
## 666    A2014233    2014-08-21
## 667    A2014241    2014-08-29
## 668    A2014249    2014-09-06
## 669    A2014257    2014-09-14
## 670    A2014265    2014-09-22
## 671    A2014273    2014-09-30
## 672    A2014281    2014-10-08
## 673    A2014289    2014-10-16
## 674    A2014297    2014-10-24
## 675    A2014305    2014-11-01
## 676    A2014313    2014-11-09
## 677    A2014321    2014-11-17
## 678    A2014329    2014-11-25
## 679    A2014337    2014-12-03
## 680    A2014345    2014-12-11
## 681    A2014353    2014-12-19
## 682    A2014361    2014-12-27
## 683    A2015001    2015-01-01
## 684    A2015009    2015-01-09
## 685    A2015017    2015-01-17
## 686    A2015025    2015-01-25
## 687    A2015033    2015-02-02
## 688    A2015041    2015-02-10
## 689    A2015049    2015-02-18
## 690    A2015057    2015-02-26
## 691    A2015065    2015-03-06
## 692    A2015073    2015-03-14
## 693    A2015081    2015-03-22
## 694    A2015089    2015-03-30
## 695    A2015097    2015-04-07
## 696    A2015105    2015-04-15
## 697    A2015113    2015-04-23
## 698    A2015121    2015-05-01
## 699    A2015129    2015-05-09
## 700    A2015137    2015-05-17
## 701    A2015145    2015-05-25
## 702    A2015153    2015-06-02
## 703    A2015161    2015-06-10
## 704    A2015169    2015-06-18
## 705    A2015177    2015-06-26
## 706    A2015185    2015-07-04
## 707    A2015193    2015-07-12
## 708    A2015201    2015-07-20
## 709    A2015209    2015-07-28
## 710    A2015217    2015-08-05
## 711    A2015225    2015-08-13
## 712    A2015233    2015-08-21
## 713    A2015241    2015-08-29
## 714    A2015249    2015-09-06
## 715    A2015257    2015-09-14
## 716    A2015265    2015-09-22
## 717    A2015273    2015-09-30
## 718    A2015281    2015-10-08
## 719    A2015289    2015-10-16
## 720    A2015297    2015-10-24
## 721    A2015305    2015-11-01
## 722    A2015313    2015-11-09
## 723    A2015321    2015-11-17
## 724    A2015329    2015-11-25
## 725    A2015337    2015-12-03
## 726    A2015345    2015-12-11
## 727    A2015353    2015-12-19
## 728    A2015361    2015-12-27
## 729    A2016001    2016-01-01
## 730    A2016009    2016-01-09
## 731    A2016017    2016-01-17
## 732    A2016025    2016-01-25
## 733    A2016033    2016-02-02
## 734    A2016041    2016-02-10
## 735    A2016057    2016-02-26
## 736    A2016065    2016-03-05
## 737    A2016073    2016-03-13
## 738    A2016081    2016-03-21
## 739    A2016089    2016-03-29
## 740    A2016097    2016-04-06
## 741    A2016105    2016-04-14
## 742    A2016113    2016-04-22
## 743    A2016121    2016-04-30
## 744    A2016129    2016-05-08
## 745    A2016137    2016-05-16
## 746    A2016145    2016-05-24
## 747    A2016153    2016-06-01
## 748    A2016161    2016-06-09
## 749    A2016169    2016-06-17
## 750    A2016177    2016-06-25
## 751    A2016185    2016-07-03
## 752    A2016193    2016-07-11
## 753    A2016201    2016-07-19
## 754    A2016209    2016-07-27
## 755    A2016217    2016-08-04
## 756    A2016225    2016-08-12
## 757    A2016233    2016-08-20
## 758    A2016241    2016-08-28
## 759    A2016249    2016-09-05
## 760    A2016257    2016-09-13
## 761    A2016265    2016-09-21
## 762    A2016273    2016-09-29
## 763    A2016281    2016-10-07
## 764    A2016289    2016-10-15
## 765    A2016297    2016-10-23
## 766    A2016305    2016-10-31
## 767    A2016313    2016-11-08
## 768    A2016321    2016-11-16
## 769    A2016329    2016-11-24
## 770    A2016337    2016-12-02
## 771    A2016345    2016-12-10
## 772    A2016353    2016-12-18
## 773    A2016361    2016-12-26
## 774    A2017001    2017-01-01
## 775    A2017009    2017-01-09
## 776    A2017017    2017-01-17
## 777    A2017025    2017-01-25
## 778    A2017033    2017-02-02
## 779    A2017041    2017-02-10
## 780    A2017049    2017-02-18
## 781    A2017057    2017-02-26
## 782    A2017065    2017-03-06
## 783    A2017073    2017-03-14
## 784    A2017081    2017-03-22
## 785    A2017089    2017-03-30
## 786    A2017097    2017-04-07
## 787    A2017105    2017-04-15
## 788    A2017113    2017-04-23
## 789    A2017121    2017-05-01
## 790    A2017129    2017-05-09
## 791    A2017137    2017-05-17
## 792    A2017145    2017-05-25
## 793    A2017153    2017-06-02
## 794    A2017161    2017-06-10
## 795    A2017169    2017-06-18
## 796    A2017177    2017-06-26
## 797    A2017185    2017-07-04
## 798    A2017193    2017-07-12
## 799    A2017201    2017-07-20
## 800    A2017209    2017-07-28
## 801    A2017217    2017-08-05
## 802    A2017225    2017-08-13
## 803    A2017233    2017-08-21
## 804    A2017241    2017-08-29
## 805    A2017249    2017-09-06
## 806    A2017257    2017-09-14
## 807    A2017265    2017-09-22
## 808    A2017273    2017-09-30
## 809    A2017281    2017-10-08
## 810    A2017289    2017-10-16
## 811    A2017297    2017-10-24
## 812    A2017305    2017-11-01
## 813    A2017313    2017-11-09
## 814    A2017321    2017-11-17
## 815    A2017329    2017-11-25
## 816    A2017337    2017-12-03
## 817    A2017345    2017-12-11
## 818    A2017353    2017-12-19
## 819    A2017361    2017-12-27
## 820    A2018001    2018-01-01
## 821    A2018009    2018-01-09
## 822    A2018017    2018-01-17
## 823    A2018025    2018-01-25
## 824    A2018033    2018-02-02
## 825    A2018041    2018-02-10
## 826    A2018049    2018-02-18
## 827    A2018057    2018-02-26
## 828    A2018065    2018-03-06
## 829    A2018073    2018-03-14
## 830    A2018081    2018-03-22
## 831    A2018089    2018-03-30
## 832    A2018097    2018-04-07
## 833    A2018105    2018-04-15
## 834    A2018113    2018-04-23
## 835    A2018121    2018-05-01
## 836    A2018129    2018-05-09
## 837    A2018137    2018-05-17
## 838    A2018145    2018-05-25
## 839    A2018153    2018-06-02
## 840    A2018161    2018-06-10
## 841    A2018169    2018-06-18
## 842    A2018177    2018-06-26
## 843    A2018185    2018-07-04
## 844    A2018193    2018-07-12
## 845    A2018201    2018-07-20
## 846    A2018209    2018-07-28
## 847    A2018217    2018-08-05
## 848    A2018225    2018-08-13
## 849    A2018233    2018-08-21
## 850    A2018241    2018-08-29
## 851    A2018249    2018-09-06
## 852    A2018257    2018-09-14
## 853    A2018265    2018-09-22
## 854    A2018273    2018-09-30
## 855    A2018281    2018-10-08
## 856    A2018289    2018-10-16
## 857    A2018297    2018-10-24
## 858    A2018305    2018-11-01
## 859    A2018313    2018-11-09
## 860    A2018321    2018-11-17
## 861    A2018329    2018-11-25
## 862    A2018337    2018-12-03
## 863    A2018345    2018-12-11
## 864    A2018353    2018-12-19
## 865    A2018361    2018-12-27
## 866    A2019001    2019-01-01
## 867    A2019009    2019-01-09
## 868    A2019017    2019-01-17
## 869    A2019025    2019-01-25
## 870    A2019033    2019-02-02
## 871    A2019041    2019-02-10
## 872    A2019049    2019-02-18
## 873    A2019057    2019-02-26
## 874    A2019065    2019-03-06
## 875    A2019073    2019-03-14
## 876    A2019081    2019-03-22
## 877    A2019089    2019-03-30
## 878    A2019097    2019-04-07
## 879    A2019105    2019-04-15
## 880    A2019113    2019-04-23
## 881    A2019121    2019-05-01
## 882    A2019129    2019-05-09
## 883    A2019137    2019-05-17
## 884    A2019145    2019-05-25
## 885    A2019153    2019-06-02
## 886    A2019161    2019-06-10
## 887    A2019169    2019-06-18
## 888    A2019177    2019-06-26
## 889    A2019185    2019-07-04
## 890    A2019193    2019-07-12
## 891    A2019201    2019-07-20
## 892    A2019209    2019-07-28
## 893    A2019217    2019-08-05
## 894    A2019225    2019-08-13
## 895    A2019233    2019-08-21
## 896    A2019241    2019-08-29
## 897    A2019249    2019-09-06
## 898    A2019257    2019-09-14
## 899    A2019265    2019-09-22
## 900    A2019273    2019-09-30
## 901    A2019281    2019-10-08
## 902    A2019289    2019-10-16
## 903    A2019297    2019-10-24
## 904    A2019305    2019-11-01
## 905    A2019313    2019-11-09
## 906    A2019321    2019-11-17
## 907    A2019329    2019-11-25
## 908    A2019337    2019-12-03
## 909    A2019345    2019-12-11
## 910    A2019353    2019-12-19
## 911    A2019361    2019-12-27
## 912    A2020001    2020-01-01
## 913    A2020009    2020-01-09
## 914    A2020017    2020-01-17
## 915    A2020025    2020-01-25
## 916    A2020033    2020-02-02
## 917    A2020041    2020-02-10
## 918    A2020049    2020-02-18
## 919    A2020057    2020-02-26
## 920    A2020065    2020-03-05
## 921    A2020073    2020-03-13
## 922    A2020081    2020-03-21
## 923    A2020089    2020-03-29
## 924    A2020097    2020-04-06
## 925    A2020105    2020-04-14
## 926    A2020113    2020-04-22
## 927    A2020121    2020-04-30
## 928    A2020129    2020-05-08
## 929    A2020137    2020-05-16
## 930    A2020145    2020-05-24
## 931    A2020153    2020-06-01
## 932    A2020161    2020-06-09
## 933    A2020169    2020-06-17
## 934    A2020177    2020-06-25
## 935    A2020185    2020-07-03
## 936    A2020193    2020-07-11
## 937    A2020201    2020-07-19
## 938    A2020209    2020-07-27
## 939    A2020217    2020-08-04
## 940    A2020225    2020-08-12
## 941    A2020233    2020-08-20
## 942    A2020241    2020-08-28
## 943    A2020249    2020-09-05
## 944    A2020257    2020-09-13
## 945    A2020265    2020-09-21
## 946    A2020273    2020-09-29
## 947    A2020281    2020-10-07
## 948    A2020289    2020-10-15
## 949    A2020297    2020-10-23
## 950    A2020305    2020-10-31
## 951    A2020313    2020-11-08
## 952    A2020321    2020-11-16
## 953    A2020329    2020-11-24
## 954    A2020337    2020-12-02
## 955    A2020345    2020-12-10
## 956    A2020353    2020-12-18
## 957    A2020361    2020-12-26
## 958    A2021001    2021-01-01
## 959    A2021009    2021-01-09
## 960    A2021017    2021-01-17
## 961    A2021025    2021-01-25
## 962    A2021033    2021-02-02
## 963    A2021041    2021-02-10
## 964    A2021049    2021-02-18
## 965    A2021057    2021-02-26
## 966    A2021065    2021-03-06
## 967    A2021073    2021-03-14
## 968    A2021081    2021-03-22
## 969    A2021089    2021-03-30
## 970    A2021097    2021-04-07
## 971    A2021105    2021-04-15
## 972    A2021113    2021-04-23
## 973    A2021121    2021-05-01
## 974    A2021129    2021-05-09
## 975    A2021137    2021-05-17
## 976    A2021145    2021-05-25
## 977    A2021153    2021-06-02
## 978    A2021161    2021-06-10
## 979    A2021169    2021-06-18
## 980    A2021177    2021-06-26
## 981    A2021185    2021-07-04
## 982    A2021193    2021-07-12
## 983    A2021201    2021-07-20
## 984    A2021209    2021-07-28
## 985    A2021217    2021-08-05
## 986    A2021225    2021-08-13
## 987    A2021233    2021-08-21
## 988    A2021241    2021-08-29
## 989    A2021249    2021-09-06
## 990    A2021257    2021-09-14
## 991    A2021265    2021-09-22
## 992    A2021273    2021-09-30
## 993    A2021281    2021-10-08
## 994    A2021289    2021-10-16
## 995    A2021297    2021-10-24
## 996    A2021305    2021-11-01
## 997    A2021313    2021-11-09
## 998    A2021321    2021-11-17
## 999    A2021329    2021-11-25
## 1000   A2021337    2021-12-03
## 1001   A2021345    2021-12-11
## 1002   A2021353    2021-12-19
## 1003   A2021361    2021-12-27
## 1004   A2022001    2022-01-01
## 1005   A2022009    2022-01-09
## 1006   A2022017    2022-01-17
## 1007   A2022025    2022-01-25
## 1008   A2022033    2022-02-02
## 1009   A2022041    2022-02-10
## 1010   A2022049    2022-02-18
## 1011   A2022057    2022-02-26
## 1012   A2022065    2022-03-06
## 1013   A2022073    2022-03-14
## 1014   A2022081    2022-03-22
## 1015   A2022089    2022-03-30
## 1016   A2022097    2022-04-07
## 1017   A2022105    2022-04-15
## 1018   A2022113    2022-04-23
## 1019   A2022121    2022-05-01
## 1020   A2022129    2022-05-09
## 1021   A2022137    2022-05-17
## 1022   A2022145    2022-05-25
## 1023   A2022153    2022-06-02
## 1024   A2022161    2022-06-10
## 1025   A2022169    2022-06-18
## 1026   A2022177    2022-06-26
## 1027   A2022185    2022-07-04
## 1028   A2022193    2022-07-12
## 1029   A2022201    2022-07-20
## 1030   A2022209    2022-07-28
## 1031   A2022217    2022-08-05
## 1032   A2022225    2022-08-13
## 1033   A2022233    2022-08-21
## 1034   A2022241    2022-08-29
## 1035   A2022249    2022-09-06
## 1036   A2022257    2022-09-14
## 1037   A2022265    2022-09-22
## 1038   A2022273    2022-09-30
## 1039   A2022281    2022-10-08
## 1040   A2022297    2022-10-24
## 1041   A2022305    2022-11-01
## 1042   A2022313    2022-11-09
## 1043   A2022321    2022-11-17
## 1044   A2022329    2022-11-25
## 1045   A2022337    2022-12-03
## 1046   A2022345    2022-12-11
## 1047   A2022353    2022-12-19
## 1048   A2022361    2022-12-27
## 1049   A2023001    2023-01-01
## 1050   A2023009    2023-01-09
## 1051   A2023017    2023-01-17
## 1052   A2023025    2023-01-25
## 1053   A2023033    2023-02-02
## 1054   A2023041    2023-02-10
## 1055   A2023049    2023-02-18
## 1056   A2023057    2023-02-26
## 1057   A2023065    2023-03-06
## 1058   A2023073    2023-03-14
## 1059   A2023081    2023-03-22
## 1060   A2023089    2023-03-30
## 1061   A2023097    2023-04-07
## 1062   A2023105    2023-04-15
## 1063   A2023113    2023-04-23
## 1064   A2023121    2023-05-01
## 1065   A2023129    2023-05-09
## 1066   A2023137    2023-05-17
## 1067   A2023145    2023-05-25
## 1068   A2023153    2023-06-02
## 1069   A2023161    2023-06-10
## 1070   A2023169    2023-06-18
## 1071   A2023177    2023-06-26
## 1072   A2023185    2023-07-04
## 1073   A2023193    2023-07-12
## 1074   A2023201    2023-07-20
## 1075   A2023209    2023-07-28
## 1076   A2023217    2023-08-05
## 1077   A2023225    2023-08-13
## 1078   A2023233    2023-08-21
## 1079   A2023241    2023-08-29
## 1080   A2023249    2023-09-06
## 1081   A2023257    2023-09-14
## 1082   A2023265    2023-09-22
## 1083   A2023273    2023-09-30
## 1084   A2023281    2023-10-08
## 1085   A2023289    2023-10-16
## 1086   A2023297    2023-10-24
## 1087   A2023305    2023-11-01
## 1088   A2023313    2023-11-09
## 1089   A2023321    2023-11-17
## 1090   A2023329    2023-11-25
## 1091   A2023337    2023-12-03
## 1092   A2023345    2023-12-11
## 1093   A2023353    2023-12-19
## 1094   A2023361    2023-12-27
## 1095   A2024001    2024-01-01
## 1096   A2024009    2024-01-09
## 1097   A2024017    2024-01-17
## 1098   A2024025    2024-01-25
## 1099   A2024033    2024-02-02
## 1100   A2024041    2024-02-10
## 1101   A2024049    2024-02-18
## 1102   A2024057    2024-02-26
## 1103   A2024065    2024-03-05
## 1104   A2024073    2024-03-13
## 1105   A2024081    2024-03-21
## 1106   A2024089    2024-03-29
## 1107   A2024097    2024-04-06
## 1108   A2024105    2024-04-14
## 1109   A2024113    2024-04-22
## 1110   A2024121    2024-04-30
## 1111   A2024129    2024-05-08
## 1112   A2024137    2024-05-16
coweeta_lai <- mt_subset (product = "MOD15A2H", lat = 35.06, lon = -83.43,
                          band = "Lai_500m", start = "2017-01-01", end = "2018-06-01",
                          km_lr = 20, km_ab = 20, site_name="coweeta",
                          internal = TRUE, progress = FALSE)

coweeta_lc <- mt_subset (product = "MCD12Q1", lat = 35.06, lon = -83.43,
                          band = "LC_Type1", start = "2017-01-01", end = "2018-06-01",
                          km_lr = 20, km_ab = 20, site_name="coweeta",
                          internal = TRUE, progress = FALSE)

head(coweeta_lai)
##       xllcorner  yllcorner      cellsize nrows ncols     band   units scale
## 1.1 -7612691.23 3879780.73 463.312716528    81    81 Lai_500m m^2/m^2   0.1
## 2.1 -7612691.23 3879780.73 463.312716528    81    81 Lai_500m m^2/m^2   0.1
## 3.1 -7612691.23 3879780.73 463.312716528    81    81 Lai_500m m^2/m^2   0.1
## 4.1 -7612691.23 3879780.73 463.312716528    81    81 Lai_500m m^2/m^2   0.1
## 5.1 -7612691.23 3879780.73 463.312716528    81    81 Lai_500m m^2/m^2   0.1
## 6.1 -7612691.23 3879780.73 463.312716528    81    81 Lai_500m m^2/m^2   0.1
##     latitude longitude    site  product      start        end complete
## 1.1    35.06    -83.43 coweeta MOD15A2H 2017-01-01 2018-06-01     TRUE
## 2.1    35.06    -83.43 coweeta MOD15A2H 2017-01-01 2018-06-01     TRUE
## 3.1    35.06    -83.43 coweeta MOD15A2H 2017-01-01 2018-06-01     TRUE
## 4.1    35.06    -83.43 coweeta MOD15A2H 2017-01-01 2018-06-01     TRUE
## 5.1    35.06    -83.43 coweeta MOD15A2H 2017-01-01 2018-06-01     TRUE
## 6.1    35.06    -83.43 coweeta MOD15A2H 2017-01-01 2018-06-01     TRUE
##     modis_date calendar_date   tile     proc_date pixel value
## 1.1   A2017001    2017-01-01 h11v05 2021252144002     1     5
## 2.1   A2017009    2017-01-09 h11v05 2021257201833     1     3
## 3.1   A2017017    2017-01-17 h11v05 2021258170909     1     7
## 4.1   A2017025    2017-01-25 h11v05 2021264192656     1     8
## 5.1   A2017033    2017-02-02 h11v05 2021265175312     1     4
## 6.1   A2017041    2017-02-10 h11v05 2021266102506     1     7
coweetamodis <- coweeta_lc %>%
  rename("lc" = "value") %>%
  select("lc","pixel") %>%
  right_join(coweeta_lai, by = "pixel")

coweetamodis <- coweetamodis %>%
  filter(value <= 100,
         lc %in% c("1","5")) %>% 
  mutate(lc = ifelse(lc == 1, "ENF","DBF")) %>%
  group_by(lc, calendar_date) %>% 
  summarize(doy = as.numeric(format(as.Date(calendar_date)[1],"%j")),
            lai_mean = median(value * as.double(scale)))
## `summarise()` has grouped output by 'lc'. You can override using the `.groups`
## argument.
ggplot(coweetamodis, aes(x = doy, y = lai_mean)) +
  geom_point() +
  geom_smooth(span = 0.3, method = "loess") +
  labs(x = "day of year (DOY)",
       y = "leaf area index (LAI)") +
  theme_minimal() +
  facet_wrap(~ lc)
## `geom_smooth()` using formula 'y ~ x'

coweeta_lai <- mt_subset (product = "MOD15A2H", lat = 35.06, lon = -83.43,
                          band = "Lai_500m", start = "2017-05-20", end = "2017-06-01",
                          km_lr = 20, km_ab = 20, site_name="coweeta",
                          internal = TRUE, progress = FALSE)



LAI_raster <- mt_to_raster(df=coweeta_lai, reproject = TRUE)



x <- read_sf(watershedshapefile)
x.buff <- st_as_sf(st_buffer(st_as_sfc(st_bbox(x)), dist = 1000))
x.gcs <- st_transform(x, 4326)
x.buff.gcs <- st_transform(x.buff, 4326)

{plot(LAI_raster)
   plot(st_geometry(x.buff.gcs), add = TRUE, col = NA, lwd = 2)
  plot(st_geometry(x.gcs), add = TRUE, col = NA)
  }

Create Templates for RHESSYs

# template_read(template)
# would be useful to modify or read RHESSys template in R, currently template_read does not display nicely

# Create Templates for each Treatment

{templatetext<- "1
../defs/basin.def
1
../defs/hillslope.def
1
../defs/zone.def
14
../defs/soil_clay.def
../defs/soil_clayloam.def
../defs/soil_loam.def
../defs/soil_loamysand.def
../defs/soil_rock.def
../defs/soil_sand.def
../defs/soil_sandyclay.def
../defs/soil_sandyclayloam.def
../defs/soil_sandyloam.def
../defs/soil_silt.def
../defs/soil_siltyclay.def
../defs/soil_siltyclayloam.def
../defs/soil_siltyloam.def
../defs/soil_water.def
../defs/soil_shallowloam.def
../defs/soil_shallowsandyclayloam
../defs/soil_shallowsandyloam
1
../defs/lu_undev.def
9
../defs/veg_deciduous/veg_deciduous.def
../defs/veg_evergreen/veg_evergreen.def
../defs/veg_deciduous_BES.def
../defs/veg_eucalypt.def
../defs/veg_grass.def
../defs/veg_lawn_2cm.def
../defs/veg_lawn_5cm.def
../defs/veg_lawn_10cm.def
../defs/veg_nonveg.def
1
../clim/cwtws32extended.base
_world basin_ws32.tif 1
 _basin basin_ws32.tif 1
    x       value 0.0
    y       value 0.0
    z       aver dem10.tif
    basin_parm_ID   dvalue 1
    latitude    value 35.04 
    basin_n_basestations    dvalue 0    
    _hillslope subbasins.tif 1
        x       value 0.0
        y       value 0.0
        z       aver dem10.tif
        hill_parm_ID    dvalue 1    
        gw.storage  value 0.0
        gw.NO3      value 0.0
        hillslope_n_basestations    dvalue 0    
        _zone patch.tif 1 
            x         value 0.0
            y         value 0.0
            z         aver dem10.tif 
            zone_parm_ID      dvalue 1  
            area          area  
            slope         aver slope10.tif  
            aspect        spavg aspect10.tif slope10.tif    
            precip_lapse_rate value 1.0
            e_horizon     eqn 0.001 0 e_horizon_1000.tif    
            w_horizon     eqn 0.001 0 w_horizon_1000.tif    
            zone_n_basestations   dvalue 1  
            zone_basestation_ID   dvalue 101    
             _patch patch.tif 1
                x           value 0.0
                y           value 0.0
                z           aver  dem10.tif
                soil_parm_ID            mode ssurgosoil.tif 
                landuse_parm_ID     dvalue 1
                fire_parm_ID        value 1.0
                area            area    
                slope           aver  slope10.tif           
                lna             eqn 0.001 0 topidx10_100.tif    
                Ksat_vertical       value 1.0 
                mpar                value 0.12  
                rz_storage      value 0.0
                unsat_storage       value 0.0
                sat_deficit         value 0.0
                snowpack.water_equivalent_depth value 0.28 
                snowpack.water_depth    value 0.0
                snowpack.T      value -10.0
                snowpack.surface_age    value 0.0
                snowpack.energy_deficit value -0.5 
                litter.cover_fraction   value 1.0
                litter.rain_stored  value 0.00001544
                litter_cs.litr1c    value 0.00158273
                litter_ns.litr1n    value 0.00007521
                litter_cs.litr2c    value 0.01056238
                litter_cs.litr3c    value 0.00094835
                litter_cs.litr4c    value 0.00641051
                soil_cs.soil1c      value 0.00428524
                soil_ns.sminn       value 0.00002811
                soil_ns.nitrate     value 0.00003044
                soil_cs.soil2c      value 0.00304513
                soil_cs.soil3c      value 0.05220800
                soil_cs.soil4c      value 0.37839627
                patch_n_basestations        dvalue 0
                _canopy_strata patch.tif 1  
                    veg_parm_ID     mode nlcdveg.tif    
                            cover_fraction      value 1.0
                    gap_fraction        value 0.0 
                    rootzone.depth      value 1.0 
                    snow_stored     value 0.0 
                    rain_stored     value 0.0 
                    cs.pool         value 0.0 
                    cs.leafc        value 0.0 
                    cs.dead_leafc       value 0.0 
                    cs.leafc_store      value 0.0 
                    cs.leafc_transfer   value 0.0 
                    cs.live_stemc       value 0.0 
                    cs.livestemc_store  value 0.0 
                    cs.live.stemc_transfer  value 0.0 
                    cs.dead_stem        value 0.0 
                    cs.deadstemc_store  value 0.0 
                    cs.deadstemc_transfer   value 0.0 
                    cs.live_crootc      value 0.0 
                    cs.livecrootc_store value 0.0 
                    cs.livecrootc_transfer  value 0.0 
                    cs.dead_crootc      value 2.0 
                    cs.deadcrootc_store value 0.0 
                    cs.deadcrootc_transfer  value 0.0 
                    cs.frootc       value 0.0 
                    cs.frootc_store     value 0.0 
                    cs.frootc_transfer  value 0.0 
                    cs_cwdc         value 0.0 
                    epv.prev_leafcalloc value 0.0 
                    ns.pool         value 0.0 
                    ns.leafn        value 0.0 
                    ns.dead_leafn       value 0.0 
                    ns.leafn_store      value 0.0 
                    ns.leafn_transfer   value 0.0 
                    ns.live_stemn       value 0.0 
                    ns.livestemn_store  value 0.0 
                    ns.livestemn_transfer   value 0.0 
                    ns.dead_stem        value 0.0 
                    ns.deadstemn_store  value 0.0 
                    ns.deadstemn_transfer   value 0.0 
                    ns.live_crootn      value 0.0 
                    ns.livecrootn_store value 0.0 
                    ns.livecrootn_transfer  value 0.0 
                    ns.dead_crootn      value 0.0 
                    ns.deadcrootn_store value 0.0 
                    ns.deadcrootn_transfer  value 0.0 
                    ns.frootn       value 0.0 
                    ns.frootn_store     value 0.0 
                    ns.frootn_transfer  value 0.0 
                    ns.cwdn         value 0.0 
                    ns.retransn     value 0.0 
                    epv.wstress_days        dvalue 0  
                    epv.min_fparabs     value 0.0 
                    epv.min_vwc     value 0.0 
                    canopy_strata_n_basestations dvalue 0 


"}

write(templatetext,file = "templates/RHESSYSinR_Coweeta_WS32_Spinup.template")

#Static
{templatestatic<- "1
../defs/basin.def
1
../defs/hillslope.def
1
../defs/zone.def
14
../defs/soil_clay.def
../defs/soil_clayloam.def
../defs/soil_loam.def
../defs/soil_loamysand.def
../defs/soil_rock.def
../defs/soil_sand.def
../defs/soil_sandyclay.def
../defs/soil_sandyclayloam.def
../defs/soil_sandyloam.def
../defs/soil_silt.def
../defs/soil_siltyclay.def
../defs/soil_siltyclayloam.def
../defs/soil_siltyloam.def
../defs/soil_water.def
../defs/soil_shallowloam.def
../defs/soil_shallowsandyclayloam
../defs/soil_shallowsandyloam
1
../defs/lu_undev.def
2
../defs/veg_deciduous/veg_deciduous.def
../defs/veg_evergreen/veg_evergreen.def
1
../clim/cwtws32extended.base
_world basin_ws32.tif 1
 _basin basin_ws32.tif 1
    x       value 0.0
    y       value 0.0
    z       aver dem10.tif
    basin_parm_ID   dvalue 1
    latitude    value 35.04 
    basin_n_basestations    dvalue 0    
    _hillslope subbasins.tif 1
        x       value 0.0
        y       value 0.0
        z       aver dem10.tif
        hill_parm_ID    dvalue 1    
        gw.storage  value 0.0
        gw.NO3      value 0.0
        hillslope_n_basestations    dvalue 0    
        _zone patch.tif 1 
            x         value 0.0
            y         value 0.0
            z         aver dem10.tif 
            zone_parm_ID      dvalue 1  
            area          area  
            slope         aver slope10.tif  
            aspect        spavg aspect10.tif slope10.tif    
            precip_lapse_rate value 1.0
            e_horizon     eqn 0.001 0 e_horizon_1000.tif    
            w_horizon     eqn 0.001 0 w_horizon_1000.tif    
            zone_n_basestations   dvalue 1  
            zone_basestation_ID   dvalue 101    
             _patch patch.tif 1
                x           value 0.0
                y           value 0.0
                z           aver  dem10.tif
                soil_parm_ID            dvalue 9    
                landuse_parm_ID     dvalue 1
                fire_parm_ID        value 1.0
                area            area    
                slope           aver  slope10.tif           
                lna             eqn 0.001 0 topidx10_100.tif    
                Ksat_vertical       value 1.0 
                mpar                value 0.12  
                rz_storage      value 0.0
                unsat_storage       value 0.0
                sat_deficit         value 0.0
                snowpack.water_equivalent_depth value 0.28 
                snowpack.water_depth    value 0.0
                snowpack.T      value -10.0
                snowpack.surface_age    value 0.0
                snowpack.energy_deficit value -0.5 
                litter.cover_fraction   value 1.0
                litter.rain_stored  value 0.00001544
                litter_cs.litr1c    value 0.00158273
                litter_ns.litr1n    value 0.00007521
                litter_cs.litr2c    value 0.01056238
                litter_cs.litr3c    value 0.00094835
                litter_cs.litr4c    value 0.00641051
                soil_cs.soil1c      value 0.00428524
                soil_ns.sminn       value 0.00002811
                soil_ns.nitrate     value 0.00003044
                soil_cs.soil2c      value 0.00304513
                soil_cs.soil3c      value 0.05220800
                soil_cs.soil4c      value 0.37839627
                patch_n_basestations        dvalue 0
                _canopy_strata patch.tif 1  
                    veg_parm_ID     mode nlcdveg.tif    
                            cover_fraction      value 1.0
                    gap_fraction        value 0.0 
                    rootzone.depth      value 1.0 
                    snow_stored     value 0.0 
                    rain_stored     value 0.0 
                    cs.pool         value 0.0 
                    cs.leafc        value 0.0 
                    cs.dead_leafc       value 0.0 
                    cs.leafc_store      value 0.0 
                    cs.leafc_transfer   value 0.0 
                    cs.live_stemc       value 0.0 
                    cs.livestemc_store  value 0.0 
                    cs.live.stemc_transfer  value 0.0 
                    cs.dead_stem        value 0.0 
                    cs.deadstemc_store  value 0.0 
                    cs.deadstemc_transfer   value 0.0 
                    cs.live_crootc      value 0.0 
                    cs.livecrootc_store value 0.0 
                    cs.livecrootc_transfer  value 0.0 
                    cs.dead_crootc      value 2.0 
                    cs.deadcrootc_store value 0.0 
                    cs.deadcrootc_transfer  value 0.0 
                    cs.frootc       value 0.0 
                    cs.frootc_store     value 0.0 
                    cs.frootc_transfer  value 0.0 
                    cs_cwdc         value 0.0 
                    epv.prev_leafcalloc value 0.0 
                    ns.pool         value 0.0 
                    ns.leafn        value 0.0 
                    ns.dead_leafn       value 0.0 
                    ns.leafn_store      value 0.0 
                    ns.leafn_transfer   value 0.0 
                    ns.live_stemn       value 0.0 
                    ns.livestemn_store  value 0.0 
                    ns.livestemn_transfer   value 0.0 
                    ns.dead_stem        value 0.0 
                    ns.deadstemn_store  value 0.0 
                    ns.deadstemn_transfer   value 0.0 
                    ns.live_crootn      value 0.0 
                    ns.livecrootn_store value 0.0 
                    ns.livecrootn_transfer  value 0.0 
                    ns.dead_crootn      value 0.0 
                    ns.deadcrootn_store value 0.0 
                    ns.deadcrootn_transfer  value 0.0 
                    ns.frootn       value 0.0 
                    ns.frootn_store     value 0.0 
                    ns.frootn_transfer  value 0.0 
                    ns.cwdn         value 0.0 
                    ns.retransn     value 0.0 
                    epv.wstress_days        dvalue 0  
                    epv.min_fparabs     value 0.0 
                    epv.min_vwc     value 0.0 
                    canopy_strata_n_basestations dvalue 0 


"}
#SSURGO
{templatessurgo<- "1
../defs/basin.def
1
../defs/hillslope.def
1
../defs/zone.def
14
../defs/soil_clay.def
../defs/soil_clayloam.def
../defs/soil_loam.def
../defs/soil_loamysand.def
../defs/soil_rock.def
../defs/soil_sand.def
../defs/soil_sandyclay.def
../defs/soil_sandyclayloam.def
../defs/soil_sandyloam.def
../defs/soil_silt.def
../defs/soil_siltyclay.def
../defs/soil_siltyclayloam.def
../defs/soil_siltyloam.def
../defs/soil_water.def
../defs/soil_shallowloam.def
../defs/soil_shallowsandyclayloam
../defs/soil_shallowsandyloam
1
../defs/lu_undev.def
2
../defs/veg_deciduous/veg_deciduous.def
../defs/veg_evergreen/veg_evergreen.def
1
../clim/cwtws32extended.base
_world basin_ws32.tif 1
 _basin basin_ws32.tif 1
    x       value 0.0
    y       value 0.0
    z       aver dem10.tif
    basin_parm_ID   dvalue 1
    latitude    value 35.04 
    basin_n_basestations    dvalue 0    
    _hillslope subbasins.tif 1
        x       value 0.0
        y       value 0.0
        z       aver dem10.tif
        hill_parm_ID    dvalue 1    
        gw.storage  value 0.0
        gw.NO3      value 0.0
        hillslope_n_basestations    dvalue 0    
        _zone patch.tif 1 
            x         value 0.0
            y         value 0.0
            z         aver dem10.tif 
            zone_parm_ID      dvalue 1  
            area          area  
            slope         aver slope10.tif  
            aspect        spavg aspect10.tif slope10.tif    
            precip_lapse_rate value 1.0
            e_horizon     eqn 0.001 0 e_horizon_1000.tif    
            w_horizon     eqn 0.001 0 w_horizon_1000.tif    
            zone_n_basestations   dvalue 1  
            zone_basestation_ID   dvalue 101    
             _patch patch.tif 1
                x           value 0.0
                y           value 0.0
                z           aver  dem10.tif
                soil_parm_ID            mode ssurgosoil.tif 
                landuse_parm_ID     dvalue 1
                fire_parm_ID        value 1.0
                area            area    
                slope           aver  slope10.tif           
                lna             eqn 0.001 0 topidx10_100.tif    
                Ksat_vertical       value 1.0 
                mpar                value 0.12  
                rz_storage      value 0.0
                unsat_storage       value 0.0
                sat_deficit         value 0.0
                snowpack.water_equivalent_depth value 0.28 
                snowpack.water_depth    value 0.0
                snowpack.T      value -10.0
                snowpack.surface_age    value 0.0
                snowpack.energy_deficit value -0.5 
                litter.cover_fraction   value 1.0
                litter.rain_stored  value 0.00001544
                litter_cs.litr1c    value 0.00158273
                litter_ns.litr1n    value 0.00007521
                litter_cs.litr2c    value 0.01056238
                litter_cs.litr3c    value 0.00094835
                litter_cs.litr4c    value 0.00641051
                soil_cs.soil1c      value 0.00428524
                soil_ns.sminn       value 0.00002811
                soil_ns.nitrate     value 0.00003044
                soil_cs.soil2c      value 0.00304513
                soil_cs.soil3c      value 0.05220800
                soil_cs.soil4c      value 0.37839627
                patch_n_basestations        dvalue 0
                _canopy_strata patch.tif 1  
                    veg_parm_ID     mode nlcdveg.tif    
                            cover_fraction      value 1.0
                    gap_fraction        value 0.0 
                    rootzone.depth      value 1.0 
                    snow_stored     value 0.0 
                    rain_stored     value 0.0 
                    cs.pool         value 0.0 
                    cs.leafc        value 0.0 
                    cs.dead_leafc       value 0.0 
                    cs.leafc_store      value 0.0 
                    cs.leafc_transfer   value 0.0 
                    cs.live_stemc       value 0.0 
                    cs.livestemc_store  value 0.0 
                    cs.live.stemc_transfer  value 0.0 
                    cs.dead_stem        value 0.0 
                    cs.deadstemc_store  value 0.0 
                    cs.deadstemc_transfer   value 0.0 
                    cs.live_crootc      value 0.0 
                    cs.livecrootc_store value 0.0 
                    cs.livecrootc_transfer  value 0.0 
                    cs.dead_crootc      value 2.0 
                    cs.deadcrootc_store value 0.0 
                    cs.deadcrootc_transfer  value 0.0 
                    cs.frootc       value 0.0 
                    cs.frootc_store     value 0.0 
                    cs.frootc_transfer  value 0.0 
                    cs_cwdc         value 0.0 
                    epv.prev_leafcalloc value 0.0 
                    ns.pool         value 0.0 
                    ns.leafn        value 0.0 
                    ns.dead_leafn       value 0.0 
                    ns.leafn_store      value 0.0 
                    ns.leafn_transfer   value 0.0 
                    ns.live_stemn       value 0.0 
                    ns.livestemn_store  value 0.0 
                    ns.livestemn_transfer   value 0.0 
                    ns.dead_stem        value 0.0 
                    ns.deadstemn_store  value 0.0 
                    ns.deadstemn_transfer   value 0.0 
                    ns.live_crootn      value 0.0 
                    ns.livecrootn_store value 0.0 
                    ns.livecrootn_transfer  value 0.0 
                    ns.dead_crootn      value 0.0 
                    ns.deadcrootn_store value 0.0 
                    ns.deadcrootn_transfer  value 0.0 
                    ns.frootn       value 0.0 
                    ns.frootn_store     value 0.0 
                    ns.frootn_transfer  value 0.0 
                    ns.cwdn         value 0.0 
                    ns.retransn     value 0.0 
                    epv.wstress_days        dvalue 0  
                    epv.min_fparabs     value 0.0 
                    epv.min_vwc     value 0.0 
                    canopy_strata_n_basestations dvalue 0 


"}
#DSM
{templatedsm<- "1
../defs/basin.def
1
../defs/hillslope.def
1
../defs/zone.def
14
../defs/soil_clay.def
../defs/soil_clayloam.def
../defs/soil_loam.def
../defs/soil_loamysand.def
../defs/soil_rock.def
../defs/soil_sand.def
../defs/soil_sandyclay.def
../defs/soil_sandyclayloam.def
../defs/soil_sandyloam.def
../defs/soil_silt.def
../defs/soil_siltyclay.def
../defs/soil_siltyclayloam.def
../defs/soil_siltyloam.def
../defs/soil_water.def
../defs/soil_shallowloam.def
../defs/soil_shallowsandyclayloam
../defs/soil_shallowsandyloam
1
../defs/lu_undev.def
1
../defs/veg_deciduous/veg_deciduous.def
../defs/veg_evergreen/veg_evergreen.def
1
../clim/cwtws32extended.base
_world basin_ws32.tif 1
 _basin basin_ws32.tif 1
    x       value 0.0
    y       value 0.0
    z       aver dem10.tif
    basin_parm_ID   dvalue 1
    latitude    value 35.04 
    basin_n_basestations    dvalue 0    
    _hillslope subbasins.tif 1
        x       value 0.0
        y       value 0.0
        z       aver dem10.tif
        hill_parm_ID    dvalue 1    
        gw.storage  value 0.0
        gw.NO3      value 0.0
        hillslope_n_basestations    dvalue 0    
        _zone patch.tif 1 
            x         value 0.0
            y         value 0.0
            z         aver dem10.tif 
            zone_parm_ID      dvalue 1  
            area          area  
            slope         aver slope10.tif  
            aspect        spavg aspect10.tif slope10.tif    
            precip_lapse_rate value 1.0
            e_horizon     eqn 0.001 0 e_horizon_1000.tif    
            w_horizon     eqn 0.001 0 w_horizon_1000.tif    
            zone_n_basestations   dvalue 1  
            zone_basestation_ID   dvalue 101    
             _patch patch.tif 1
                x           value 0.0
                y           value 0.0
                z           aver  dem10.tif
                soil_parm_ID            mode dsmsoil.tif    
                landuse_parm_ID     dvalue 1
                fire_parm_ID        value 1.0
                area            area    
                slope           aver  slope10.tif           
                lna             eqn 0.001 0 topidx10_100.tif    
                Ksat_vertical       value 1.0 
                mpar                value 0.12  
                rz_storage      value 0.0
                unsat_storage       value 0.0
                sat_deficit         value 0.0
                snowpack.water_equivalent_depth value 0.28 
                snowpack.water_depth    value 0.0
                snowpack.T      value -10.0
                snowpack.surface_age    value 0.0
                snowpack.energy_deficit value -0.5 
                litter.cover_fraction   value 1.0
                litter.rain_stored  value 0.00001544
                litter_cs.litr1c    value 0.00158273
                litter_ns.litr1n    value 0.00007521
                litter_cs.litr2c    value 0.01056238
                litter_cs.litr3c    value 0.00094835
                litter_cs.litr4c    value 0.00641051
                soil_cs.soil1c      value 0.00428524
                soil_ns.sminn       value 0.00002811
                soil_ns.nitrate     value 0.00003044
                soil_cs.soil2c      value 0.00304513
                soil_cs.soil3c      value 0.05220800
                soil_cs.soil4c      value 0.37839627
                patch_n_basestations        dvalue 0
                _canopy_strata patch.tif 1  
                    veg_parm_ID     mode nlcdveg.tif    
                            cover_fraction      value 1.0
                    gap_fraction        value 0.0 
                    rootzone.depth      value 1.0 
                    snow_stored     value 0.0 
                    rain_stored     value 0.0 
                    cs.pool         value 0.0 
                    cs.leafc        value 0.0 
                    cs.dead_leafc       value 0.0 
                    cs.leafc_store      value 0.0 
                    cs.leafc_transfer   value 0.0 
                    cs.live_stemc       value 0.0 
                    cs.livestemc_store  value 0.0 
                    cs.live.stemc_transfer  value 0.0 
                    cs.dead_stem        value 0.0 
                    cs.deadstemc_store  value 0.0 
                    cs.deadstemc_transfer   value 0.0 
                    cs.live_crootc      value 0.0 
                    cs.livecrootc_store value 0.0 
                    cs.livecrootc_transfer  value 0.0 
                    cs.dead_crootc      value 2.0 
                    cs.deadcrootc_store value 0.0 
                    cs.deadcrootc_transfer  value 0.0 
                    cs.frootc       value 0.0 
                    cs.frootc_store     value 0.0 
                    cs.frootc_transfer  value 0.0 
                    cs_cwdc         value 0.0 
                    epv.prev_leafcalloc value 0.0 
                    ns.pool         value 0.0 
                    ns.leafn        value 0.0 
                    ns.dead_leafn       value 0.0 
                    ns.leafn_store      value 0.0 
                    ns.leafn_transfer   value 0.0 
                    ns.live_stemn       value 0.0 
                    ns.livestemn_store  value 0.0 
                    ns.livestemn_transfer   value 0.0 
                    ns.dead_stem        value 0.0 
                    ns.deadstemn_store  value 0.0 
                    ns.deadstemn_transfer   value 0.0 
                    ns.live_crootn      value 0.0 
                    ns.livecrootn_store value 0.0 
                    ns.livecrootn_transfer  value 0.0 
                    ns.dead_crootn      value 0.0 
                    ns.deadcrootn_store value 0.0 
                    ns.deadcrootn_transfer  value 0.0 
                    ns.frootn       value 0.0 
                    ns.frootn_store     value 0.0 
                    ns.frootn_transfer  value 0.0 
                    ns.cwdn         value 0.0 
                    ns.retransn     value 0.0 
                    epv.wstress_days        dvalue 0  
                    epv.min_fparabs     value 0.0 
                    epv.min_vwc     value 0.0 
                    canopy_strata_n_basestations dvalue 0 


"}

write(templatestatic,file = "templates/RHESSYSinR_Coweeta_WS32_static.template")
write(templatetext,file = "templates/RHESSYSinR_Coweeta_WS32_ssurgo.template")
write(templatedsm,file = "templates/RHESSYSinR_Coweeta_WS32_dsm.template")

Locate RHESSys Spatial Inputs and Specify Template to be used

Create RHESSys Worldfile and Flowtable for 7.4 based on Spatial Inputs and Template

Raster files and template information are used to setup RHESSys worldfile. Flowtable created by “RHESSysPreprocess” must be converted to work. Unsure why. Preprocessing is controlled by template file.

Template file ‘CWWS32_STATIC.template’ is used to run model normally template file ‘CWWS32_STATICspinup.template’ is used to spin up model. Only difference is artificially extended climate dataset.

must setup automatic spinup and preprocessing for all treatments, right now spinup requires manual template input and 2 runs for creation

#setwd(system.file("extdata/", package = "RHESSysIOinR"))

type = "raster"
typepars = "grassexport/cwt_ws32"
template = "templates/RHESSYSinR_Coweeta_WS32_dsm.template"
# Suffixes of .world, .flow, and .meta will be appended to the worldfile, flowtable, and metadata files respectively.
name = "CWWS32"
overwrite =  TRUE
streams = "streams.tif"
# Optional Flowtable Spatial Data
roads = "roads.tif"
# impervious = "impervious_map"
# roofs = "roofs_map"
header = TRUE

# With certain configurations roads does not work. Returns message: road width cannot be 0 during preprocessing

RHESSysPreprocess(
  template = template,
  name = name,
  type = type,
  typepars = typepars,
  streams = streams,
  overwrite = overwrite,
  header = header,
  parallel = FALSE,
  make_stream = TRUE)
## [1] Begin world_gen.R
## Reading in maps
## Finished reading in maps
## [1] Writing worldfile
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## [1] Created worldfile: ./CWWS32.world
## [1] Created header file: ./CWWS32.hdr
## [1] Begin CreateFlownet.R
## Reading in maps
## Finished reading in maps
## [1] Building flowtable
## [1] Generating unique IDs
## [1] Finding patch neighbors
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## [1] Buildling flowtable list
## 
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## [1] Filling 1 pits.
## 
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## [1] Writing flowtable
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## [1] Created flowtable: ./CWWS32.flow
## Make sure to have parallel turned off  when preprocessing, convert flowtables after creation for compatibility
convert_flowtable("CWWS32.flow","CWWS321.flow",make_stream=4)
## [1] "Reading in flow table"
## 
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Setup RHESSys Inputs/Outputs for Spinup Note that flowtable is converted flowtable. Using original flow table will result in errors.

Original spinup 0219 to 2017. Modified output to 1776-2017 to test code without very long spin-up. Climate files have been modified to original DAYMET timeseries.

## Read climate file to see length available climate data
read_clim("clim/cwtws32extended.rain", dates_out=TRUE)
## [1] "1750 01 30 01" "2019 12 31 24"
read_clim("clim/cwtws32local.rain", dates_out=TRUE)
## [1] "1990 01 04 01" "2019 12 31 24"
# Begin RHESSys Spinup
##Short Spinup, original spinup run 1776-2018

input_rhessys = IOin_rhessys_input(
  version = rh_path,
  tec_file = "tecfiles/tec_daily",
  world_file = "CWWS32.world",
  world_hdr_prefix = "CWWS32",
  flowtable = "CWWS321.flow",
  start = "1775 11 1 1",
  end = "2018 11 1 1",
  output_folder = "out",
  output_prefix = "cwws32",
  commandline_options = c("-b -g"))

input_tec_data = IOin_tec_std(start = "1776 11 1 1",
                              end = "2018 11 1 1",
                              output_state = TRUE)

input_hdr = IOin_hdr(
  basin = "defs/basin.def",
  hillslope = "defs/hillslope.def",
  zone = "defs/zone.def",
  soil = c("defs/soil_clay.def","defs/soil_clayloam.def","defs/soil_loam.def","defs/soil_loamysand.def","defs/soil_rock.def","defs/soil_sand.def","defs/soil_sandyclay.def","defs/soil_sandyclayloam.def","defs/soil_sandyloam.def","defs/soil_silt.def","defs/soil_siltyclay.def","defs/soil_siltyclayloam.def","defs/soil_siltyloam.def","defs/soil_water.def", "defs/soil_shallowloam.def", "defs/soil_shallowsandyclayloam.def", "defs/soil_shallowsandyloam.def"),
  landuse = "defs/lu_undev.def",
  stratum = c("defs/veg_deciduous/veg_deciduous.def","defs/veg_evergreen/veg_evergreen.def","defs/veg_deciduous_BES.def","defs/veg_eucalypt.def","defs/veg_grass.def","defs/veg_lawn_2cm.def","defs/veg_lawn_5cm.def","defs/veg_lawn_10cm.def","defs/veg_nonveg.def"),
  basestations = "clim/cwtws32extended.base")

##suggested standard hydrologic spinup parameters from rhessys wiki, gw values modified based on previous results from Coweeta Landscape

stdpars<- IOin_std_pars( 
            m = 1,
            k = 10,
            soil_dep= 0.4,
            m_v = 1,
            k_v = 1,
            gw1 = 0.15,
            gw2 = 0.35)

Run Spinup

Spinup runs model on one processor for x number of years. Takes a very long time.

Spinup has been turned off for the purposes of this demonstration. Using previously spun up file ~ 12 hours, run multiple times.

Run Spinup again

Read Spinup and confirm that Soil C and Soil N have stabilized

setwd(system.file("extdata/", package = "RHESSysIOinR"))
spinupoutput<- readin_rhessys_output("out/cwws32dsm_rundsmspinup")
#spinupoutput<- readin_rhessys_output("out/cwws32ssurgo_runssurgospinup")

spinupoutput$bd$date <- make_date(year=spinupoutput$bd$year, month = spinupoutput$bd$month, day = spinupoutput$bd$day)
spinupoutput$bdg$date <- make_date(year=spinupoutput$bdg$year, month = spinupoutput$bdg$month, day = spinupoutput$bdg$day)

range(spinupoutput$bd$year)
## [1] 1776 2018
plot(spinupoutput$bd$streamflow, type = "l")

plot(spinupoutput$bd$date,spinupoutput$bd$streamflow, type = "l", col = 'black', main = "Predicted Streamflow",
    xlab = "Date", ylab = "Streamflow mm")

plot(spinupoutput$bdg$date, spinupoutput$bdg$lai, type = "l", main = "LAI", xlab = "Date")

{plot(spinupoutput$bdg$soilc~spinupoutput$bdg$date,type = "l", main = "Spinup Soil Carbon", xlab = "Date")
soilctrend <- glm(spinupoutput$bdg$soilc~spinupoutput$bdg$date)
abline(soilctrend, col = 'red')}

{plot(spinupoutput$bdg$date,spinupoutput$bdg$soiln, type = "l", main = "Spinup Soil Nitrogen", xlab = "Date")
soilntrend <- glm(spinupoutput$bdg$soiln~spinupoutput$bdg$date)
abline(soilntrend , col = 'green')}

#prepped<- readin_rhessys_output("G:/Coweeta W32/output/basicspinupws32")

Configure RHESSys Inputs/Outputs for a single run.

Use World Statefile created during spin-up. To run model one time at patch scale.

COMMAND LINE OPTIONS

-b Basin output option. Print out response variables for specified basins. -c Canopy stratum output option. Print out response variables for specified strata. -g Grow option. Try to read in dynamic bgc input data and output dynamic bgc parameters. -h Hillslope output option. Print out response variables for specified hillslopes. -p Patch output option. Print out response variables for specified patches. -r Routing option. Gives name of flow_table to define explicit routing connectivity. Also trigger use of explicit routing over TOPMODEL approach. -c Stratum output option. Print out response variables for specified strata.

#  "CWWS32.world.Y2018M10D31H1.state" - 1 Spinup run
# "CWWS32.world.Y2018M10D31H1.state.Y2018M10D31H1.state" - 2 spinup runs

read_clim("clim/cwtws32daymet.rain", dates_out = TRUE)
## [1] "1980 01 01 01" "2021 12 31 24"
input_rhessys = IOin_rhessys_input(
  version = rh_path,
  tec_file = "tecfiles/tec_daily",
  world_file = "CWWS32dsm.world.Y2018M10D31H1.state.Y2018M10D31H1.state",
  world_hdr_prefix = "CWWS32dsm",
  flowtable = "CWWS32dsm1.flow",
  start = "2014 11 1 1",
  end = "2018 11 1 1",
  output_folder = "out",
  output_prefix = "cwws32dsm",
  commandline_options = c("-b -p"))


## TEC file dictates model output, begin output a year in to allow model SM to stabilize
# do not output_state or worldfile may be overwritten as output is created

input_tec_data = IOin_tec_std(start = "2015 11 1 1",
                              end = "2018 11 1 1",
                              output_state = FALSE)

input_hdr = IOin_hdr(
  basin = "defs/basin.def",
  hillslope = "defs/hillslope.def",
  zone = "defs/zone.def",
  soil = c("defs/soil_clay.def","defs/soil_clayloam.def","defs/soil_loam.def","defs/soil_loamysand.def","defs/soil_rock.def","defs/soil_sand.def","defs/soil_sandyclay.def","defs/soil_sandyclayloam.def","defs/soil_sandyloam.def","defs/soil_silt.def","defs/soil_siltyclay.def","defs/soil_siltyclayloam.def","defs/soil_siltyloam.def","defs/soil_water.def", "defs/soil_shallowloam.def", "defs/soil_shallowsandyclayloam.def", "defs/soil_shallowsandyloam.def"),
  landuse = "defs/lu_undev.def",
  stratum = c("defs/veg_deciduous/veg_deciduous.def","defs/veg_evergreen/veg_evergreen.def","defs/veg_deciduous_BES.def","defs/veg_eucalypt.def","defs/veg_grass.def","defs/veg_lawn_2cm.def","defs/veg_lawn_5cm.def","defs/veg_lawn_10cm.def","defs/veg_nonveg.def"),
  basestations = "clim/cwtws32local.base")


stdpars<- IOin_std_pars(
            m = 1.75,
            k = 18.69,
            soil_dep= 0.48,
            m_v = 2.55,
            k_v = 7.54,
            gw1 = 0.19,
            gw2 = 0.29,
            pa = 0.17,
            po = 1.02,
            vgseng1 = 1.61,
            vgseng2 = 1.94,
            vgseng3 = 0.72)

Run RHESSys once

Read RHESSys Single Run Output

getwd()
## [1] "C:/Users/Carlos/Documents/R/win-library/4.0/RHESSysIOinR/extdata"
singleruntest<- readin_rhessys_output("out/cwws32_runsingle")

plot(singleruntest$bd$streamflow~singleruntest$bd$date, type = "l", main = "Streamflow", xlab = "Date", ylab = "Streamflow", col = 'DarkBlue')

plot(as.Date(singleruntest$bd$date),singleruntest$bd$rz_storage, type = "l", col = 'black', main = "Basin Scale Root Zone Storage",
    xlab = "Date", ylab = "mm")

#basin scale soil moisture
plot(singleruntest$bd$rz_storage/singleruntest$bdg$root_depth~singleruntest$bd$date, type = "l", main = "RZ_Storage/Root_Depth x Date", xlab = "Date", ylab = "rz_Storage/root_depth", col = 'brown')

plot(singleruntest$bd$lai~singleruntest$bd$date, type = "l", main = "LAI", xlab = "Date", ylab = "LAI", col = 'DarkGreen')

plot(singleruntest$bd$pet~singleruntest$bd$date, type = "l", main = "Potential Evapotranspiration", xlab = "Date", ylab = "PET", col = 'DarkBlue')

plot(singleruntest$bd$et~singleruntest$bd$date, type = "l", main = "Evapotranspiration", xlab = "Date", ylab = "ET", col = 'darkslategray')

plot((singleruntest$bd$unsat_stor/singleruntest$bd$sat_def_z)~singleruntest$bd$date, type = "l", main = "unsat_stor/sat_def_z", xlab = "Date", ylab = "vwc", col = 'DarkGreen')

Plot and Filter Observed Soil Moisture

## Data has not been pre-prepared and must be cleaned

smws32_1<- read.delim("C:/Users/Carlos/Desktop/ORISE/Soil Moisture Data/CW/knb-lter-cwt.1308.19/CWT_132_1_0.txt", header = T)
smws32_2<- read.delim("C:/Users/Carlos/Desktop/ORISE/Soil Moisture Data/CW/knb-lter-cwt.1308.19/CWT_232_1_1308.txt", header = T)
smws32_3<- read.delim("C:/Users/Carlos/Desktop/ORISE/Soil Moisture Data/CW/knb-lter-cwt.1308.19/CWT_332_1_1308.txt", header = T)

smws32_1$Date<- as.Date(smws32_1$Date)
smws32_2$Date<- as.Date(smws32_2$Date)
smws32_3$Date<- as.Date(smws32_3$Date)

smws32_1 <- smws32_1[,!sapply(smws32_1,is.character)]
smws32_2 <- smws32_2[,!sapply(smws32_2,is.character)]
smws32_3 <- smws32_3[,!sapply(smws32_3,is.character)]

#range(smws32_3$smois30A)

smws32_1mean<- aggregate(smws32_1, by = list(smws32_1$Date), FUN = function(x) mean(x, na.rm = TRUE))
smws32_2mean<- aggregate(smws32_2, by = list(smws32_2$Date), FUN = function(x) mean(x, na.rm = TRUE))
smws32_3mean<- aggregate(smws32_3, by = list(smws32_3$Date), FUN = function(x) mean(x, na.rm = TRUE))

smws32_1mean <- smws32_1mean[order(smws32_1mean$Date),]
smws32_2mean <- smws32_2mean[order(smws32_2mean$Date),]
smws32_3mean <- smws32_3mean[order(smws32_3mean$Date),]

#Filter Soil Moisture Datasets

smws32_1mean  <- smws32_1mean[smws32_1mean$smois30A>'0',]
smws32_3mean  <- smws32_3mean[smws32_3mean$smois30A<='0.45',]
smws32_3mean  <- smws32_3mean[smws32_3mean$Date<='2018-05-15',]


plot(smws32_1mean$Group.1,smws32_1mean$smois30A, type = "l", main = "Soil Moisture 30cm Site 1", xlab = "Date", ylab = "Soil Moisture 30A")

plot(smws32_2mean$Group.1,smws32_2mean$smois30A, type = "l", col = "blue", main = "Soil Moisture 30cm Site 2", xlab = "Date", ylab = "Soil Moisture 30A")

plot(smws32_3mean$Group.1,smws32_3mean$smois30A, type = "l", col = "red", main = "Soil Moisture 30cm Site 3", xlab = "Date", ylab = "Soil Moisture 30A")

{plot(smws32_1mean$Group.1,smws32_1mean$smois30A, type = "l", col = "red", ylim = c(0,0.4), xlab = "Date", ylab = "Soil Moisture", main = "Observed Soil Moisture WS32 30cm")
lines(smws32_2mean$Group.1,smws32_2mean$smois30A, type = "l", col = "blue", ylim = c(0,0.4))
lines(smws32_3mean$Group.1,smws32_3mean$smois30A, type = "l", col = "black", ylim = c(0,0.4))
legend("topright",inset = 0.05, legend=c("SM1","SM2","SM3"), col=c("red","blue","black"), lty=1)}

smws32_1mean  <- smws32_1mean[smws32_1mean$Date>='2017-01-01',]
smws32_2mean  <- smws32_2mean[smws32_2mean$Date>='2017-01-01',]
smws32_3mean  <- smws32_3mean[smws32_3mean$Date>='2017-01-01',]

smws32_1mean  <- smws32_1mean[smws32_1mean$Date<='2018-05-15',]
smws32_2mean  <- smws32_2mean[smws32_2mean$Date<='2018-05-15',]
smws32_3mean  <- smws32_3mean[smws32_3mean$Date<='2018-05-15',]

{plot(smws32_1mean$Group.1,smws32_1mean$smois30A, type = "l", col = "red", ylim = c(0,0.4), xlab = "Date", ylab = "Soil Moisture", main = "Truncated Observed Soil Moisture WS32 30cm")
lines(smws32_2mean$Group.1,smws32_2mean$smois30A, type = "l", col = "blue", ylim = c(0,0.4))
lines(smws32_3mean$Group.1,smws32_3mean$smois30A, type = "l", col = "black", ylim = c(0,0.4))
legend("topright",inset = 0.05, legend=c("SM1","SM2","SM3"), col=c("red","blue","black"), lty=1)}

{plot(density(smws32_1mean$smois30A), ylim = c(0,14), xlim = c(0,0.35), col = 'red', main = "Density of Observed Soil Moisture WS32 30cm")
lines(density(smws32_2mean$smois30A), col = 'blue')
lines(density(smws32_3mean$smois30A), col = 'black')
legend("topright",inset = 0.05, legend=c("SM1","SM2","SM3"), col=c("red","blue","black"), lty=1)}

{plot(smws32_1mean$Group.1,smws32_1mean$smois30A, type = "l", col = "red", ylim = c(0,0.4), xlab = "Date", ylab = "Soil Moisture", main = "Truncated Observed Soil Moisture WS32 Station 1")
lines(smws32_1mean$Group.1,smws32_1mean$smois30B, type = "l", col = "orange", ylim = c(0,0.4))
lines(smws32_1mean$Group.1,smws32_1mean$smois60A, type = "l", col = "blue", ylim = c(0,0.4))
lines(smws32_1mean$Group.1,smws32_1mean$smois60B, type = "l", col = "black", ylim = c(0,0.4))
legend("topright",inset = 0.05, legend=c("SM1-30A","SM1-30B","SM1-60A","SM1-60B"), col=c("red","orange","blue","black"), lty=1)}

{plot(density(smws32_1mean$smois30A), ylim = c(0,14), xlim = c(0,0.35), col = 'red', main = "Density of Observed Soil Moisture WS32 Station 1")
lines(density(smws32_1mean$smois30B), col = 'orange')
lines(density(smws32_1mean$smois60A), col = 'blue')
lines(density(smws32_1mean$smois60B), col = 'black')
legend("topright",inset = 0.05, legend=c("SM1-30A","SM1-30B","SM1-60A","SM1-60B"), col=c("red","orange","blue","black"), lty=1)}

{plot(smws32_2mean$Group.1,smws32_2mean$smois30A, type = "l", col = "red", ylim = c(0,0.4), xlab = "Date", ylab = "Soil Moisture", main = "Truncated Observed Soil Moisture WS32 Station 2")
lines(smws32_2mean$Group.1,smws32_2mean$smois30B, type = "l", col = "orange", ylim = c(0,0.4))
lines(smws32_2mean$Group.1,smws32_2mean$smois60A, type = "l", col = "blue", ylim = c(0,0.4))
lines(smws32_2mean$Group.1,smws32_2mean$smois60B, type = "l", col = "black", ylim = c(0,0.4))
legend("topright",inset = 0.05, legend=c("SM2-30A","SM2-30B","SM2-60A","SM2-60B"), col=c("red","orange","blue","black"), lty=1)}

##extra filtering for smws32_60a
smws32_2mean <- smws32_2mean %>%
  mutate(smois60A = replace(smois60A,Date >= "2017-11-26", NA ))

{plot(smws32_2mean$Group.1,smws32_2mean$smois30A, type = "l", col = "red", ylim = c(0,0.4), xlab = "Date", ylab = "Soil Moisture", main = "Truncated Observed Soil Moisture WS32 Station 2 Filtered")
lines(smws32_2mean$Group.1,smws32_2mean$smois30B, type = "l", col = "orange", ylim = c(0,0.4))
lines(smws32_2mean$Group.1,smws32_2mean$smois60A, type = "l", col = "blue", ylim = c(0,0.4))
lines(smws32_2mean$Group.1,smws32_2mean$smois60B, type = "l", col = "black", ylim = c(0,0.4))
legend("topright",inset = 0.05, legend=c("SM2-30A","SM2-30B","SM2-60A","SM2-60B"), col=c("red","orange","blue","black"), lty=1)}

{plot(smws32_3mean$Group.1,smws32_3mean$smois30A, type = "l", col = "red", ylim = c(0,0.4), xlab = "Date", ylab = "Soil Moisture", main = "Truncated Observed Soil Moisture WS32 Station 3")
lines(smws32_3mean$Group.1,smws32_3mean$smois30B, type = "l", col = "orange", ylim = c(0,0.4))
lines(smws32_3mean$Group.1,smws32_3mean$smois60A, type = "l", col = "blue", ylim = c(0,0.4))
lines(smws32_3mean$Group.1,smws32_3mean$smois60B, type = "l", col = "black", ylim = c(0,0.4))
legend("topright",inset = 0.05, legend=c("SM3-30A","SM3-30B","SM3-60A","SM3-60B"), col=c("red","orange","blue","black"), lty=1)}

soilmoisture30a<- data.frame(smws32_1mean$Date,smws32_1mean$smois30A, smws32_1mean$smois30B,smws32_1mean$smois60A,smws32_1mean$smois60B)
soilmoisture30b<- data.frame(smws32_2mean$Date,smws32_2mean$smois30A, smws32_2mean$smois30B,smws32_2mean$smois60A,smws32_2mean$smois60B)
soilmoisture30c<- data.frame(smws32_3mean$Date,smws32_3mean$smois30A,smws32_3mean$smois30B,smws32_3mean$smois60A,smws32_3mean$smois60B)


merged30a<- merge(soilmoisture30a,soilmoisture30b, by.x = "smws32_1mean.Date", by.y = "smws32_2mean.Date", all = FALSE)

merged30b<- merge(merged30a,soilmoisture30c, by.x = "smws32_1mean.Date", by.y = "smws32_3mean.Date", all = TRUE)

merged30c<- as.data.frame(rowMeans((merged30b[-1]), na.rm= TRUE))


mergedsm<- cbind(merged30b,merged30c)

colnames(mergedsm)<- c("Date","smois30site1a","smois30site1b","smois60site1a","smois60site1b","smois30site2a","smois30site2b","smois60site2a","smois60site2b","smois30site3a","smois30site3b","smois60site3a","smois60site3b","mergedsoilmoisture")

plot(mergedsm$Date, mergedsm$mergedsoilmoisture, type = "l", main = "Average WS32 Soil Moisture", xlab = "Date", ylab = "Merged Soil Moisture All Data")

plot(mergedsm)

## Calculate Calibration/Validation Split based on SM data

# range(mergedsm$Date)

daysofsmdata<- as.numeric(range(mergedsm$Date)[2] - range(mergedsm$Date)[1])

#70/30 split

Caldays<- round(0.7*daysofsmdata)
Valdays<- daysofsmdata-Caldays

Caldates<- as.Date(1)

Caldates[1]<- range(mergedsm$Date)[1]

Caldates[2]<- range(mergedsm$Date)[1]+Caldays

Valdates<- as.Date(1)

Valdates[1]<-  range(Caldates)[2]+1

Valdates[2]<- range(mergedsm$Date)[2]

Plot and Filter Observed Streamflow Data

Original Datasets are recorded as Water Year, We convert to calendar year

## import daily flow dataset
obsws32<- read.csv('C:/Users/Carlos/Desktop/ORISE/Streamflow Data/CW/Streamflow/Daily Streamflow Watershed 32/Daily Streamflow Watershed 32/daily_flow_ws32.csv', header = F) 

# dataset is recorded as water year, here we convert from water year and note that the water year for this landscape begins in November
## calendar year seems to be correct

obsws32$WYR <- as.numeric(obsws32$V1)
obsws32$Month <- as.numeric(obsws32$V2)
obsws32$Day <- as.numeric(obsws32$V3)
obsws32$flow <- as.numeric(obsws32$V4)

obsws32$CalendarYear<- ifelse((obsws32$Month=="12"|obsws32$Month=="11"),obsws32$WYR-1,obsws32$WYR)

obsws32$CalendarDate <- as.Date(with(obsws32,paste(CalendarYear,Month,Day,sep="-")),"%Y-%m-%d") 

##this removal of 0s may be reason for lag, 0s may be purposefully included in dataset
# instead create timeseries of date from start to end of timeseries and then merge
#obsws32<- obsws32[!(obsws32$flow=="0"),]

obsws32 <- drop_na(obsws32)

plot(obsws32$CalendarDate, obsws32$flow, type = "l", ylab = "Observed Discharge mm/d", xlab = "Date", main = "Observed Discharge WS32 Older Dataset")

obsws32_1<- read.csv('C:/Users/Carlos/Desktop/ORISE/Streamflow Data/CW/Streamflow/Daily Streamflow Watershed 32/Daily Streamflow Watershed 32/daily_flow_ws32_2017.csv', header = T)
obsws32_2<- read.csv('C:/Users/Carlos/Desktop/ORISE/Streamflow Data/CW/Streamflow/Daily Streamflow Watershed 32/Daily Streamflow Watershed 32/daily_flow_ws32_2018.csv', header = T)
obsws32_3<- read.csv('C:/Users/Carlos/Desktop/ORISE/Streamflow Data/CW/Streamflow/Daily Streamflow Watershed 32/Daily Streamflow Watershed 32/daily_flow_ws32_2019.csv', header = T)
obsws32_4<- read.csv('C:/Users/Carlos/Desktop/ORISE/Streamflow Data/CW/Streamflow/Daily Streamflow Watershed 32/Daily Streamflow Watershed 32/daily_flow_ws32_2020.csv', header = T)
obsws32_5<- read.csv('C:/Users/Carlos/Desktop/ORISE/Streamflow Data/CW/Streamflow/Daily Streamflow Watershed 32/Daily Streamflow Watershed 32/daily_flow_ws32_2021.csv', header = T)

obsws32b<- rbind(obsws32_1,obsws32_2,obsws32_3,obsws32_4,obsws32_5)

obsws32b$CalendarDate <- as.Date(with(obsws32b,paste(year,month,day,sep="-")),"%Y-%m-%d")

plot(obsws32b$CalendarDate,obsws32b$flow, type = "l", xlab = "Date", ylab = "Streamflow", main = "Observed Discharge WS32 Newer Datasets Merged")

dataset1   <- data.frame(Date=obsws32$CalendarDate,flow=obsws32$flow)
dataset2   <- data.frame(Date=obsws32b$CalendarDate,flow=obsws32b$flow)

fullset<- rbind(dataset1,dataset2)

### Streamflow at Coweeta logged as CSM
### conversion from EcohydRology project
## because we are converting from CSM we set watershed area to 1

fullset$discharge_mm<- ConvertFlowUnits(cfs = fullset$flow, WA=1, AREAunits = "mi2")

#{plot(fullset$Date,fullset$flow, type = "l", xlab = "Date", ylab = "Flow", main = "Streamflow WS32")
#lines(fullset$Date,fullset$discharge_mm, col = 'red')}

plot(fullset$Date,fullset$discharge_mm, type = "l", xlab = "Date", ylab = "Discharge mm/d", main = "Observed Discharge WS32 All Datasets Merged")

plot(fullset$Date,fullset$discharge_mm, type = "l", xlab = "Date", ylab = " Log Discharge mm/d", main = "Log of Observed Discharge WS32 All Datasets Merged", log = "y")

fullset$observedstreamflow<- fullset$discharge_mm

write.csv(fullset,"C:/Users/Carlos/Desktop/ORISE/Streamflow Data/CW/Streamflow/Daily Streamflow Watershed 32/Daily Streamflow Watershed 32/ObservedWS32.csv")

obsws32<- fullset

obsws32sm<- merge(obsws32,mergedsm, by = "Date")

#Caldates
#Valdates

obsws32cal <- obsws32[obsws32$Date >= Caldates[1] & obsws32$Date <= Caldates[2], ]
  
obsws32val <- obsws32[obsws32$Date >= Valdates[1] & obsws32$Date <= Valdates[2], ]
  
obsws32smcal <- obsws32sm[obsws32sm$Date >= Caldates[1] & obsws32sm$Date <= Caldates[2], ]

obsws32smval <- obsws32sm[obsws32sm$Date >= Valdates[1] & obsws32sm$Date <= Valdates[2], ]

Merge Observed and Simulated Data

## merge values instead of subsetting to match up with simulated dates
singleruntest$bd<- merge(singleruntest$bd,obsws32, by.x = "date", by.y = "Date", all = FALSE)

## merge soil moisture values but include all data
singleruntest$data <-merge(singleruntest$bd,obsws32sm, by.x = "date", by.y = "Date", all = TRUE)

Plot Observed and Simulated Data, Plot RHESSys Outputs

## Plot Hydrograph comparing modeled and observed streamflow
{hydrograph(input=singleruntest$bd, streamflow=singleruntest$bd$observedstreamflow, streamflow2 = singleruntest$bd$streamflow, timeSeries = singleruntest$bd$date, precip = singleruntest$bd$streamflow,
           P.units = "mm", S.units = "mm normalized by basin area", S1.col = 'Blue', S2.col = 'Red')

legend("topleft",inset = .2, legend=c("Observed Streamflow","Predicted Streamflow"), col=c("blue","red"), lty=1:2)}

{plot(singleruntest$data$date,singleruntest$data$observedstreamflow.x, type = "l", xlab = "Date", ylab = "Streamflow", main = "Predicted vs Observed Streamflow")
lines(singleruntest$data$date, singleruntest$data$streamflow, col = 'RED')
legend("topright",inset = 0, legend=c("Observed Streamflow","Predicted Streamflow"), col=c("black","red"), lty=1:1)}

{plot(singleruntest$data$date,singleruntest$data$observedstreamflow.x, type = "l", xlab = "Date", ylab = "Streamflow", main = "Predicted vs Observed Log Streamflow", log = "y")
lines(singleruntest$data$date, singleruntest$data$streamflow, col = 'RED')
legend("topright",inset = 0, legend=c("Observed Streamflow","Predicted Streamflow"), col=c("black","red"), lty=1:1)}

predictedvsobservedstreamlm<- lm(observedstreamflow~streamflow, data = singleruntest$bd)

{plot(singleruntest$bd$observedstreamflow,singleruntest$bd$streamflow, xlab = "Observed", ylab = "Predicted", main = "Predicted vs Observed Streamflow", xlim = c(0,55), ylim = c(0,55))
abline(a=0, b=1, col = 'RED', lty = 2, lwd = 2)
legend("right",inset = 0.01, legend = paste("R2 =",format(summary(predictedvsobservedstreamlm)$r.squared,digits=3)))}

{plot(singleruntest$data$date,(singleruntest$data$rz_storage/singleruntest$data$rootdepth), type = "l", ylim = c(0,0.35), xlab = "Date", ylab = "RZ_Storage/Rootdepth", main = "Predicted vs Observed Basin Scale Soil Moisture")
lines(singleruntest$data$date, singleruntest$data$mergedsoilmoisture, col = 'RED')
legend("topright",inset = 0, legend=c("Observed Soil Moisture","Predicted Soil Moisture"), col=c("black","red"), lty=1:1)}

predictedvsobservedsoillm<- lm((rz_storage/rootdepth)~mergedsoilmoisture, data = singleruntest$data)

{plot((singleruntest$data$rz_storage/singleruntest$data$rootdepth),singleruntest$data$mergedsoilmoisture, xlab = "Observed", ylab = "Predicted", main = "Predicted vs Observed Basin Scale Soil Moisture", xlim = c(0.05,0.4), ylim = c(0.05,0.4))
abline(a=0, b=1, col = 'RED', lty = 2, lwd = 2)
legend("right",inset = 0.01, legend = paste("R2 =",format(summary(predictedvsobservedsoillm)$r.squared,digits=3)))}

## Plot other model outputs

par(mfrow=c(5,1), mar = c(2,5,4,2))

plot(singleruntest$bd$date,singleruntest$bd$tmin, type = "l", col = 'BLUE', ylim = c(-15,30), ylab = "Temperature", xlab = "Date")
lines(singleruntest$bd$date,singleruntest$bd$tmax, type = "l", col = 'RED')
plot(singleruntest$bd$date,singleruntest$bd$precip, type = "h", ylab = "Precipitation", xlab = "Date")
plot(singleruntest$bd$date,singleruntest$bd$streamflow, type = "l", ylab = "Streamflow", xlab = "Date", col = 'blue')
plot(singleruntest$bd$date,singleruntest$bd$baseflow, type = "l", ylab = "Baseflow", xlab = "Date", col = 'brown')
plot(singleruntest$bd$date,singleruntest$bd$rz_storage, type = "l", ylab = "RZ Storage", xlab = "Date", col = 'dark green')

plot(singleruntest$bd$date,singleruntest$bd$psn ,type = "l", ylab = "PSN", xlab = "Date")
plot(singleruntest$bd$date,singleruntest$bd$et, type = "l", ylab = "Evaoptranspiration", xlab = "Date")
plot(singleruntest$bd$date,singleruntest$bd$pet, type = "l", ylab = "PET", xlab = "Date")
plot(singleruntest$bd$date,singleruntest$bd$gw.Qout, type = "l", ylab = "Q out", xlab = "Date")
plot(singleruntest$bd$date,singleruntest$bd$gw.storage, type = "l", ylab = "GW Storage", xlab = "Date")

par(mfrow=c(1,1))

### will only plot in growth mode , used to check that vegetation is initialized properly ##
plot(singleruntest$bdg$date, singleruntest$bdg$lai, type = "l", main = "LAI", xlab = "Date")

plot(singleruntest$bdg$date, singleruntest$bdg$soilc, type = "l", main = "Soil Carbon", xlab = "Date")

## plot cal/val sets

{plot(singleruntest$data$date,(singleruntest$data$rz_storage/singleruntest$data$rootdepth), type = "l", ylim = c(0,0.35),xlim = c(obsws32smcal$Date[1],obsws32smval$Date[length(obsws32smval$Date)]), xlab = "Date", ylab = "RZ_Storage/Rootdepth", main = "Predicted vs Observed Basin Scale Soil Moisture")
lines(obsws32smcal$Date,obsws32smcal$mergedsoilmoisture, col = "BLUE")
lines(obsws32smval$Date,obsws32smval$mergedsoilmoisture, col = "RED")
legend("topright",inset = 0, legend=c("Predicted Soil Moisture","Observed Calibration Soil Moisture", "Observed Validation Soil Moisture"), col=c("black","blue","red"), lty=c(1,1,1))}

{plot(singleruntest$data$date,singleruntest$data$streamflow, type = "l", xlab = "Date", ylab = "Streamflow", main = "Predicted vs Observed Basin Scale Streamflow",xlim = c(obsws32smcal$Date[1],obsws32smval$Date[length(obsws32smval$Date)]))
lines(obsws32cal$Date,obsws32cal$observedstreamflow, col = "BLUE")
lines(obsws32val$Date,obsws32val$observedstreamflow, col = "RED")
legend("topright",inset = 0, legend=c("Predicted Streamflow","Observed Calibration Streamflow", "Observed Validation Streamflow"), col=c("black","blue","red"), lty=c(1,1,1))}

Testing Precip input vs model precip

Spatial Data Display

setwd(system.file("extdata/", package = "RHESSysIOinR"))

# Original input maps have been cropped before processing in R, without cropping the RHESSYs preparation in the R environment will not function properly, below are the input maps used by R
ws32<- raster("grassexport/cwt_ws32/basin_ws32.tif")
patches<- raster("grassexport/cwt_ws32/patch.tif")
acc10<- raster("grassexport/cwt_ws32/acc10.tif")
aspect10<- raster("grassexport/cwt_ws32/aspect10.tif")
#bt1000<- raster("C:/Users/Carlos/Documents/R/win-library/4.0/RHESSysIOinR/extdata/rasters/cwt_ws32/ws32/b.t1000.tif")
dem10<- raster("grassexport/cwt_ws32/dem10.tif")
dem10f<- raster("grassexport/cwt_ws32/dem10f.tif")
dir10<- raster("grassexport/cwt_ws32/dir10.tif")
drain10<- raster("grassexport/cwt_ws32/drain10.tif")
#ht1000<- raster("C:/Users/Carlos/Documents/R/win-library/4.0/RHESSysIOinR/extdata/rasters/cwt_ws32/ws32/h.t1000.tif")
hillslope<- raster("grassexport/cwt_ws32/hillslope.tif")
roads<- brick("grassexport/cwt_ws32/roads.tif")
#shade10<- raster("C:/Users/Carlos/Documents/R/win-library/4.0/RHESSysIOinR/extdata/rasters/cwt_ws32/ws32/shade10.tif")
slope10<- raster("grassexport/cwt_ws32/slope10.tif")
streams<- raster("grassexport/cwt_ws32/streams.tif")
topidx10<- raster("grassexport/cwt_ws32/topidx10_100.tif")
#xmap<- raster("C:/Users/Carlos/Documents/R/win-library/4.0/RHESSysIOinR/extdata/rasters/cwt_ws32/ws32/xmap.tif")
#ymap<- raster("C:/Users/Carlos/Documents/R/win-library/4.0/RHESSysIOinR/extdata/rasters/cwt_ws32/ws32/ymap.tif")

soilstatic<- raster("grassexport/cwt_ws32/ssurgosoil.tif")

reclass_df <- c(0,256,9)
reclass_static <- matrix(reclass_df, ncol = 3, byrow = TRUE)
soilstaticmap<- reclassify(soilstatic, reclass_static)


soilssurgo<- raster("grassexport/cwt_ws32/ssurgosoil.tif")
soildsm<- raster("grassexport/cwt_ws32/dsmsoil.tif")
veg<- raster("grassexport/cwt_ws32/nlcdveg.tif")




plot(ws32, main ="ws32")

plot(patches, main = "patches")

plot(acc10, main = "acc10")

plot(aspect10, main = "aspect10")

#levelplot(bt1000, col.regions = brewer.pal(name='Spectral', n = 11),at=seq(0,6500,1))
#plot(bt1000, main = "bt1000")
plot(dem10, main = "dem10")

plot(dem10f, main = "dem10f")

plot(dir10, main = "dir10")

plot(drain10, main = "drain10")

#plot(ht1000, main = "ht1000")
plot(hillslope, main = "hillslope")

plot(roads, main = "roads")

#plot(shade10, main = "shade10")
plot(slope10, main = "slope10")

plot(streams, main = "streams")

plot(topidx10, main = "topidx10")

#plot(xmap, main = "xmap")
#plot(ymap, main = "ymap")

plot(soilstaticmap, main = "Static Soil Input", zlim = c(0,26))

plot(soilssurgo, main = "SSURGO Soil Input", zlim = c(0,26))

plot(soildsm, main = "RSS Soil Input", zlim = c(0,26))

plot(veg, main = "NLCD Veg Input")

New Soil Map Figure

## plot 3 rasters with common legend, legend should only be integers shown in rasters

Quick map creation for WS7 soil moisture data display

ws7demcrop <- crop(resampleddem,x[27,])
ws7demcrop <- mask(ws7demcrop,x[27,])
plot(ws7demcrop)

Observedws7SMLocationsnt <- read_sf("C:/Users/Carlos/Desktop/ORISE/Soil Moisture Data/CW/knb-lter-cwt.1305.19/1305.kml")
Observedws7SMLocations <- st_transform(Observedws7SMLocationsnt, crs(dem10))

Newsoilmoisturelocationsnt<- read_sf(newsmlocations)
Newsoilmoisturelocations<- st_transform(Newsoilmoisturelocationsnt, crs(dem10))

colorramp<- viridis(1028)

{plot(ws7demcrop, col = colorramp, main = "Coweeta Observed Soil Moisture Locations WS32", legend.args=list(text="Elevation(m)", side = 3, line = 2))
points(c(Observedws7SMLocations[[3]][[3]][1],Observedws7SMLocations[[3]][[4]][1],Observedws7SMLocations[[3]][[5]][1]), c(Observedws7SMLocations[[3]][[3]][2],Observedws7SMLocations[[3]][[4]][2],Observedws7SMLocations[[3]][[5]][2]), pch = 21, col = "black", bg = "red", lwd = 1)
points(st_coordinates(Newsoilmoisturelocations), pch =21, col = "black", bg = "green", lwd = 1)
legend("topright", legend = c("Legacy","New"), pch = 20, col= c("red","green"), cex = 1.2)
}

Show Observed Soil Moisture Locations

ObservedSMLocationsnt <- read_sf("C:/Users/Carlos/Desktop/ORISE/Soil Moisture Data/CW/knb-lter-cwt.1308.19/1308.kml")

ObservedSMLocations <- st_transform(ObservedSMLocationsnt, crs(dem10))


Newsoilmoisturelocationsnt<- read_sf(newsmlocations)

Newsoilmoisturelocations<- st_transform(Newsoilmoisturelocationsnt, crs(dem10))

colorramp<- viridis(1028)

{plot(dem10, col = colorramp, main = "Coweeta Observed Soil Moisture Locations")
points(c(ObservedSMLocations[[3]][[3]][1],ObservedSMLocations[[3]][[4]][1],ObservedSMLocations[[3]][[5]][1]), c(ObservedSMLocations[[3]][[3]][2],ObservedSMLocations[[3]][[4]][2],ObservedSMLocations[[3]][[5]][2]), pch = 21, col = "black", bg = "red", lwd = 1)

}

 {plot(dem10, col = colorramp, main = "Coweeta Observed Soil Moisture Locations WS32", legend.args=list(text="Elevation(m)", side = 3, line = 2))
points(c(ObservedSMLocations[[3]][[3]][1],ObservedSMLocations[[3]][[4]][1],ObservedSMLocations[[3]][[5]][1]), c(ObservedSMLocations[[3]][[3]][2],ObservedSMLocations[[3]][[4]][2],ObservedSMLocations[[3]][[5]][2]), pch = 21, col = "black", bg = "red", lwd = 1)
points(st_coordinates(Newsoilmoisturelocations), pch =21, col = "black", bg = "green", lwd = 1)
legend("topright", legend = c("Legacy","New"), pch = 20, col= c("red","green"), cex = 1.2)
}

ObservedSMLocations$Name[3]
## [1] "132 plot center"
ObservedSMLocations[[3]][[3]]
## POINT (275432.6 3881522)
ObservedSMLocations$Name[4]
## [1] "232 plot center"
ObservedSMLocations[[3]][[4]]
## POINT (275578.2 3881429)
ObservedSMLocations$Name[5]
## [1] "332 plot center"
ObservedSMLocations[[3]][[5]]
## POINT (275760.9 3881284)
matrix(c(ObservedSMLocations$Name[3],ObservedSMLocations$Name[4],ObservedSMLocations$Name[5],ObservedSMLocations[[3]][[3]][1],ObservedSMLocations[[3]][[4]][1],ObservedSMLocations[[3]][[5]][1],ObservedSMLocations[[3]][[3]][2],ObservedSMLocations[[3]][[4]][2],ObservedSMLocations[[3]][[5]][2]), nrow = 3, ncol = 3)
##      [,1]              [,2]               [,3]              
## [1,] "132 plot center" "275432.649744231" "3881522.05364127"
## [2,] "232 plot center" "275578.214010129" "3881428.55011708"
## [3,] "332 plot center" "275760.864807773" "3881284.18476691"
library(mapview)

Coweeta <- st_read(watershedshapefile)
## Reading layer `Coweeta_Hydrologic_Laboratory' from data source 
##   `C:\Users\Carlos\Documents\GitHub\RHESSys74-R-Markdown\input_files\shapefiles\watersheds\Coweeta_Hydrologic_Laboratory.shp' 
##   using driver `ESRI Shapefile'
## Simple feature collection with 27 features and 5 fields
## Geometry type: POLYGON
## Dimension:     XY
## Bounding box:  xmin: 273971.1 ymin: 3877997 xmax: 279140.9 ymax: 3883954
## Projected CRS: NAD83 / UTM zone 17N
mapview(Coweeta, label = Coweeta$WS, alpha.regions = 0.1, alpha = 1) +
  mapview(ObservedSMLocations[3:5,]) 
par(mfrow=c(1,2),mar=c(2, 3, 2, 5))
 {plot(dem10, col = colorramp, main = "WS32", legend.args=list(text="          Elevation(m)", side = 3, line = 2, cex = 0.8))
points(c(ObservedSMLocations[[3]][[3]][1],ObservedSMLocations[[3]][[4]][1],ObservedSMLocations[[3]][[5]][1]), c(ObservedSMLocations[[3]][[3]][2],ObservedSMLocations[[3]][[4]][2],ObservedSMLocations[[3]][[5]][2]), pch = 21, col = "black", bg = "red", lwd = 1)
points(st_coordinates(Newsoilmoisturelocations), pch =21, col = "black", bg = "green", lwd = 1)
legend("topright", legend = c("Legacy","New"), pch = 20, col= c("red","green"), cex = 1.2)
}

{plot(ws7demcrop, col = colorramp, main = "WS7", legend.args=list(text="          Elevation(m)", side = 3, line = 2, cex = 0.8))
points(c(Observedws7SMLocations[[3]][[3]][1],Observedws7SMLocations[[3]][[4]][1],Observedws7SMLocations[[3]][[5]][1]), c(Observedws7SMLocations[[3]][[3]][2],Observedws7SMLocations[[3]][[4]][2],Observedws7SMLocations[[3]][[5]][2]), pch = 21, col = "black", bg = "red", lwd = 1)
points(st_coordinates(Newsoilmoisturelocations), pch =21, col = "black", bg = "green", lwd = 1)
legend("topright", legend = c("Legacy","New"), pch = 20, col= c("red","green"), cex = 1.2)
}

par(mfrow=c(1,1))

Display Observed and Simulated Soil Moisture

## Extract values for single date
displayday <- singleruntest$pd[which(singleruntest$pd$date=="2018-10-21")]

## reclassify all patches to na and then reclassify to model output values
reclass_all<- c(-2147483648, 2147483647,NA)
reclass_allm<- matrix(reclass_all, ncol = 3, byrow = TRUE)
displaydaypatches<- reclassify(patches,reclass_allm)

displayday$calculatedrzsm <- displayday$rz_storage/displayday$root.depth

reclass_displayday <- cbind(displayday$patchID,displayday$calculatedrzsm)
reclass_displayday <- as.matrix(reclass_displayday)
displaydaypatches<- reclassify(patches,reclass_displayday)

## Plot Spatial Data Output for RZ Storage
#plot(displaydaypatches, xlim = c(280900,282500), ylim = c(4870000,4872000))

{plot(mask(displaydaypatches,ws32), xlim = c(275000,276200), ylim = c(3881000,3881600))
title("CW WS32 RZ Soil Moisture Prediction for 1 day", line = -2)
points(c(ObservedSMLocations[[3]][[3]][1],ObservedSMLocations[[3]][[4]][1],ObservedSMLocations[[3]][[5]][1]), c(ObservedSMLocations[[3]][[3]][2],ObservedSMLocations[[3]][[4]][2],ObservedSMLocations[[3]][[5]][2]), pch = 21, col = "black", bg = "red", cex = 2)
scalebar(200, xy=c(275200, 3880800), type='line',divs = "2")}

reclass_displayday <- cbind(displayday$patchID,displayday$root.depth)
reclass_displayday <- as.matrix(reclass_displayday)
displaydaypatches2<- reclassify(patches,reclass_displayday)

{plot(mask(displaydaypatches2,ws32), xlim = c(275000,276200), ylim = c(3881000,3881600))
title("CW WS32 root.depth Prediction for 1 day", line = -2)
scalebar(200, xy=c(275200, 3880800), type='line',divs = "2")}

reclass_displayday <- cbind(displayday$patchID,displayday$rz_storage)
reclass_displayday <- as.matrix(reclass_displayday)
displaydaypatches3<- reclassify(patches,reclass_displayday)

{plot(mask(displaydaypatches3,ws32), xlim = c(275000,276200), ylim = c(3881000,3881600))
title("CW WS32 rz_storage Prediction for 1 day", line = -2)
scalebar(200, xy=c(275200, 3880800), type='line',divs = "2")}

reclass_displayday <- cbind(displayday$patchID,displayday$sat_def)
reclass_displayday <- as.matrix(reclass_displayday)
displaydaypatches4<- reclassify(patches,reclass_displayday)

{plot(mask(displaydaypatches4,ws32), xlim = c(275000,276200), ylim = c(3881000,3881600))
title("CW WS32 saturation deficit Prediction for 1 day", line = -2)
scalebar(200, xy=c(275200, 3880800), type='line',divs = "2")}

reclass_displayday <- cbind(displayday$patchID,displayday$rz_field_capacity/1000)
reclass_displayday <- as.matrix(reclass_displayday)
displaydaypatches5<- reclassify(patches,reclass_displayday)

{plot(mask(displaydaypatches5,ws32), xlim = c(275000,276200), ylim = c(3881000,3881600))
title("CW WS32 RZ Field Capacity for 1 day", line = -2)
scalebar(200, xy=c(275200, 3880800), type='line',divs = "2")}

## Plot Hydrograph
{hydrograph(input=singleruntest$bd, streamflow=singleruntest$bd$observedstreamflow, streamflow2 = singleruntest$bd$streamflow, timeSeries = singleruntest$bd$date, precip = singleruntest$bd$streamflow,
           P.units = "mm", S.units = "mm normalized by basin area", S1.col = 'Blue', S2.col = 'Red')
legend("topleft",inset = .2, legend=c("Observed Streamflow","Predicted Streamflow"), col=c("blue","red"), lty=1:2)}

### end show patch map

patchnumbers<- raster::extract(patches,matrix(c(ObservedSMLocations[[3]][[3]][1],ObservedSMLocations[[3]][[4]][1],ObservedSMLocations[[3]][[5]][1],ObservedSMLocations[[3]][[3]][2],ObservedSMLocations[[3]][[4]][2],ObservedSMLocations[[3]][[5]][2]), nrow = 3, ncol = 2))


ObserveSoilMoisturePatches <- matrix(c(ObservedSMLocations$Name[3],ObservedSMLocations$Name[4],ObservedSMLocations$Name[5],ObservedSMLocations[[3]][[3]][1],ObservedSMLocations[[3]][[4]][1],ObservedSMLocations[[3]][[5]][1],ObservedSMLocations[[3]][[3]][2],ObservedSMLocations[[3]][[4]][2],ObservedSMLocations[[3]][[5]][2],patchnumbers), nrow = 3, ncol = 4)


## Extract values for a single patch, select patch ID
ObserveSoilMoisturePatches[1,4]
## [1] "136557"
displaypatch<- singleruntest$pd[which(singleruntest$pd$patchID==ObserveSoilMoisturePatches[1,4])]
ObserveSoilMoisturePatches[2,4]
## [1] "141942"
displaypatch2<- singleruntest$pd[which(singleruntest$pd$patchID==ObserveSoilMoisturePatches[2,4])]
ObserveSoilMoisturePatches[3,4]
## [1] "149478"
displaypatch3<- singleruntest$pd[which(singleruntest$pd$patchID==ObserveSoilMoisturePatches[3,4])]

plot(displaypatch$date,(displaypatch$rz_storage/displaypatch$root.depth), type = "l", xlab = "Date", ylab = "RZ Storage", main = 'CW WS27 More Detailed RZ Storage Patch #147322', ylim = c(0,.4))

{plot(smws32_1mean$Group.1,smws32_1mean$smois30A, type = "l", ylim = c(0,.4), col = 'darkorange', xlim=as.Date(c("2016-10-1","2019-10-1")), main = "CW WS32 More Detailed Soil Moisture vs Patches",
     xlab = "Date", ylab = "Soil Moisture mm")
lines(smws32_2mean$Group.1,smws32_2mean$smois30A,type = "l", col = 'darkred')
lines(smws32_3mean$Group.1,smws32_3mean$smois30A,type = "l", col = 'blue')
lines(displaypatch$date,(displaypatch$rz_storage/displaypatch$root.depth), type = "l", xlab = "Date", ylab = "RZ Storage", col = 'red', lty = 2)
lines(displaypatch2$date,(displaypatch2$rz_storage/displaypatch2$root.depth), type = "l", xlab = "Date", ylab = "RZ Storage", col = 'green', lty = 2)
lines(displaypatch3$date,(displaypatch3$rz_storage/displaypatch3$root.depth), type = "l", xlab = "Date", ylab = "RZ Storage", col = 'black', lty = 2)

legend("bottomleft",inset = .01, legend=c("Observed Patch 1","Predicted Patch 1","Observed Patch 2","Predicted Patch 2","Observed Patch 3","Predicted Patch 3"), col=c("darkorange", "red","darkred","green","blue","black"), lty=c(1,2,1,2,1,2))}

{plot(smws32_2mean$Group.1,smws32_2mean$smois30A, type = "l", ylim = c(0,0.4), col = 'BLUE', xlim=as.Date(c("2016-10-1","2019-10-1")), main = "CW WS32 More Detailed Soil Moisture vs Patch #154914",
     xlab = "Date", ylab = "Soil Moisture mm")
lines(displaypatch$date,(displaypatch$rz_storage/displaypatch$root.depth), type = "l", xlab = "Date", ylab = "RZ Storage", main = 'CW WS27 More Detailed RZ Storage Patch #154914', col = 'red')
legend("bottomleft",inset = .01, legend=c("Observed Soil Moisture","Predicted Soil Moisture"), col=c("blue","red"), lty=1:1)}

#
#obsws32cal <- obsws32[obsws32$Date >= Caldates[1] & obsws32$Date <= Caldates[2], ]
#obsws32val <- obsws32[obsws32$Date >= Valdates[1] & obsws32$Date <= Valdates[2], ]
#obsws32smcal <- obsws32sm[obsws32sm$Date >= Caldates[1] & obsws32sm$Date <= Caldates[2], ]
#obsws32smval <- obsws32sm[obsws32sm$Date >= Valdates[1] & obsws32sm$Date <= Valdates[2], ]

head(obsws32cal)
##             Date flow discharge_mm observedstreamflow
## 22961 2017-01-01 2.30     2.172645           2.172645
## 22962 2017-01-02 3.04     2.871669           2.871669
## 22963 2017-01-03 2.72     2.569388           2.569388
## 22964 2017-01-04 2.11     1.993165           1.993165
## 22965 2017-01-05 1.92     1.813686           1.813686
## 22966 2017-01-06 1.81     1.709777           1.709777
head(obsws32val)
##             Date flow discharge_mm observedstreamflow
## 23311 2017-12-17 2.14     2.021504           2.021504
## 23312 2017-12-18 2.27     2.144306           2.144306
## 23313 2017-12-19 2.23     2.106521           2.106521
## 23314 2017-12-20 3.39     3.202289           3.202289
## 23315 2017-12-21 2.74     2.588281           2.588281
## 23316 2017-12-22 2.60     2.456033           2.456033
head(obsws32smcal)
##         Date flow discharge_mm observedstreamflow smois30site1a smois30site1b
## 1 2017-01-01 2.30     2.172645           2.172645     0.2194375     0.2468125
## 2 2017-01-02 3.04     2.871669           2.871669     0.2241528     0.2509896
## 3 2017-01-03 2.72     2.569388           2.569388     0.2184132     0.2409236
## 4 2017-01-04 2.11     1.993165           1.993165     0.1952743     0.2236250
## 5 2017-01-05 1.92     1.813686           1.813686     0.1825451     0.2149410
## 6 2017-01-06 1.81     1.709777           1.709777     0.1745729     0.2097500
##   smois60site1a smois60site1b smois30site2a smois30site2b smois60site2a
## 1     0.1988021     0.2463715     0.2162465     0.2141181     0.2191528
## 2     0.2243646     0.2737917     0.2244410     0.2392847     0.2239028
## 3     0.2177813     0.2657361     0.2209722     0.2291771     0.2154028
## 4     0.1993090     0.2483194     0.2058437     0.2039549     0.1967431
## 5     0.1845556     0.2335799     0.1972882     0.1883021     0.1870486
## 6     0.1744132     0.2231181     0.1914861     0.1774236     0.1808646
##   smois60site2b smois30site3a smois30site3b smois60site3a smois60site3b
## 1     0.1775868     0.2830729     0.2573576     0.2625312     0.2399167
## 2     0.2186528     0.2833924     0.2626007     0.2942917     0.2684410
## 3     0.2180486     0.2697604     0.2480833     0.2926944     0.2704132
## 4     0.1968403     0.2399167     0.2206285     0.2794965     0.2609514
## 5     0.1786215     0.2264861     0.2081111     0.2668299     0.2512847
## 6     0.1669340     0.2187014     0.2009896     0.2569028     0.2437292
##   mergedsoilmoisture
## 1          0.2317839
## 2          0.2490255
## 3          0.2422839
## 4          0.2225752
## 5          0.2099661
## 6          0.2015738
head(obsws32smval)
##           Date flow discharge_mm observedstreamflow smois30site1a smois30site1b
## 351 2017-12-17 2.14     2.021504           2.021504     0.1181493     0.2395313
## 352 2017-12-18 2.27     2.144306           2.144306     0.1165625     0.2392708
## 353 2017-12-19 2.23     2.106521           2.106521     0.1135139     0.2332326
## 354 2017-12-20 3.39     3.202289           3.202289     0.1484514     0.2609861
## 355 2017-12-21 2.74     2.588281           2.588281     0.1391528     0.2532083
## 356 2017-12-22 2.60     2.456033           2.456033     0.1312049     0.2428194
##     smois60site1a smois60site1b smois30site2a smois30site2b smois60site2a
## 351     0.1677882     0.2054826     0.1575382     0.1352778            NA
## 352     0.1635625     0.2064132     0.1605903     0.1370000            NA
## 353     0.1600174     0.2057812     0.1585660     0.1363750            NA
## 354     0.1844479     0.2319132     0.1872778     0.1721458            NA
## 355     0.2092639     0.2517917     0.1925139     0.1736111            NA
## 356     0.1954965     0.2400937     0.1847604     0.1649479            NA
##     smois60site2b smois30site3a smois30site3b smois60site3a smois60site3b
## 351    0.09663194     0.2347188     0.1869757     0.2350000     0.2169896
## 352    0.09784375     0.2385694     0.1832847     0.2350000     0.2167847
## 353    0.09828472     0.2289757     0.1792153     0.2350000     0.2160000
## 354    0.12405208     0.2609826     0.2203681     0.2421354     0.2173993
## 355    0.14059028     0.2525278     0.2136979     0.2712326     0.2365937
## 356    0.13011806     0.2397049     0.1995382     0.2683160     0.2404201
##     mergedsoilmoisture
## 351          0.1812803
## 352          0.1813529
## 353          0.1786329
## 354          0.2045600
## 355          0.2121985
## 356          0.2034018
#subset Validation range based on Val Dates set by available SM data

validationsubset <- singleruntest$bd[singleruntest$bd$date >= Valdates[1] & singleruntest$bd$date <= Valdates[2], ]

## Fit tests for streamflow

NSE(validationsubset$streamflow,validationsubset$observedstreamflow)
## [1] 0.5862005
NSE(validationsubset$streamflow,validationsubset$observedstreamflow, FUN=log, epsilon = "Pushpalatha2012", na.rm=TRUE)
## [1] 0.7856242
nse_value <- NSE(log(validationsubset$streamflow + 1), log(validationsubset$observedstreamflow + 1), na.rm = TRUE)


 KGE(validationsubset$streamflow,validationsubset$observedstreamflow)
## [1] 0.5909243
plot(validationsubset$streamflow~validationsubset$date, type = "l", col = 'red')
lines(validationsubset$observedstreamflow~validationsubset$date)

# Plot Observed and Predicted Streamflow

{plot(validationsubset$date,validationsubset$streamflow, type = 'l', lty = 2, col = 'RED', main = "Streamflow")
lines(validationsubset$date,validationsubset$observedstreamflow, type = 'l', col = 'BLACK')
legend("topright",inset = .1, legend=c("Observed Streamflow","Predicted Streamflow"), col=c("black","red"), lty=1:2)}

{plot(singleruntest$bd$date,singleruntest$bd$streamflow, type = 'l', lty = 2, col = 'RED', main = "Streamflow")
lines(singleruntest$bd$date,singleruntest$bd$observedstreamflow, type = 'l', col = 'BLACK')
legend("topright",inset = .1, legend=c("Observed Streamflow","Predicted Streamflow"), col=c("black","red"), lty=1:2)}

#Plot Model RZ SM outputs for patch
{plot(displaypatch$date,(displaypatch$rz_storage/displaypatch$root.depth), type = "l",ylim = c(0,0.50), ylab = "Root Zone Storage (mm/m) ", xlab = "Date", main = 'Root Zone Display Patch')
lines(displaypatch$date,(displaypatch$rz_field_capacity/displaypatch$root.depth), type = "l", col = "blue")
lines(displaypatch$date,(displaypatch$rz_wilting_point/displaypatch$root.depth), type = "l", col = "red")
legend("bottomleft",inset = .1, legend=c("Predicted RZ Storage","RZ Field Capacity","RZ Wilting Point"), col=c("black","blue","red"), lty=1:1)}

Setup RHESSys Calibration, CLHS used to reduce amount of samples processed

The model calibrates over the following parameters.

M - Decay of hydraulic conductivity with depth K - Hydraulic conductivity at the surface Sd - soil depth Mv - Vertical decay of hydraulic conductivity with depth Kv - Vertical hydraulic conductivity at the surface GW1 - Saturated to Groundwater Coefficient GW2 - Groundwater Loss Coefficient

Parameter & Typical Range from RHESSys Wiki

M - .01 - 20 K - 1 - 600 GW1 - .001 - .3 GW2 - .01 - .9

" In order to generate an adequate sample across the full range for each parameter, values from .001 - .01, values from .01 - 1, and values over 1 should be generated separately. The m and K parameters are multipliers on the initial values set for m and K (values assigned to the m and K maps)." - Taken from RHESSys Wiki

Additional Calibration Parameters are available natively although they are not as well documented

pa - multiplier to scale the pore size index po - multiplier to scale the psi air entry

vseng1 - multiplies specific leaf areas vseng2 - multiplies the ratio of shaded to sunlit leaf area vseng3 - Multiplier used only with the Dickenson algorithm of carbon allocation (set with the epc.allocation_flag variable in the vegetation definition file). It changes the allocation of net photosynthate sensitivity based on the current LAI. If not using the Dickenson strategy of carbon allocation (i.e. using Waring or default Constant strategies), set third value to 1.0. (i.e. -vgsen 1.0 2.0 1.0)

setwd(system.file("extdata/", package = "RHESSysIOinR"))
# number of samples for full data space
fs <- 10000
# number of samples to calibrate over, 100 samples take approx 40 mins in base R and 1 hour in rmarkdown
n <- 200
# create data frame
d <- data.frame(
  m = runif(fs, min=0.5, max=5),
  k = runif(fs, min=0.5, max=60),
  soil_dep = runif(fs, min=0.1, max=0.5),
  m_v = runif(fs, min=0.5, max=15),
  k_v = runif(fs, min=0.5, max=15),
  gw1 = runif(fs, min=0.1, max=0.3),
  gw2 = runif(fs, min=0.1, max=0.6),
  pa = runif(fs, min=0.1, max=1.0),
  po = runif(fs, min=1.0, max=2.0),
  vgseng1 = runif(fs, min=0.1, max=2.0),
  vgseng2 = runif(fs, min=0.1, max=2.0),
  vgseng3 = runif(fs, min=0.1, max=2.0))
# marginal distributions, for analysis
m <- melt(d)
## No id variables; using all as measure variables
bwplot(variable ~ value, data = m, par.settings = tactile.theme(), main = "distribution of calibration parameters before clhs subsetting")

# cLHS subset
s <- clhs(d, size = n, simple = TRUE, use.cpp = TRUE)
# combine full dataset + subset
g <- make.groups(full = d, cLHS = d[s, ])
# create new list
params<- d[s, ]

params[1:5,]
##              m         k  soil_dep       m_v      k_v       gw1       gw2
## 6493 2.5534728  1.866908 0.2087344  3.800381 9.793909 0.2545618 0.2858636
## 466  3.8098176  3.126209 0.3970985  1.619299 8.243742 0.2901599 0.5277938
## 6295 4.2527635 24.727273 0.2918301 11.527920 8.559871 0.2312495 0.3142079
## 2815 0.7088523 47.053684 0.1174446 13.923420 1.954047 0.1626585 0.2590413
## 7572 3.9365604 30.462042 0.2913858  9.988511 6.460736 0.2727768 0.2118376
##             pa       po   vgseng1   vgseng2   vgseng3
## 6493 0.2342046 1.628740 1.7394430 0.5882210 1.6617173
## 466  0.7220704 1.977545 1.7901571 1.2867980 1.8512763
## 6295 0.5031845 1.086542 0.3394788 0.6208617 0.3813448
## 2815 0.2963404 1.270124 0.9287538 0.5740086 0.6263211
## 7572 0.3377163 1.195269 0.2559894 0.1252869 1.7815917
## Quick and dirty way to include "uncalibrated" result to test against, groundwater model still included for now, unsure of what to do with parameters for gw
## params[1,] = c(1,1,1,1,1,0,0)
## did not produce significantly different result

#write param table to specific text file if file does not exist
## if name is not changed then old table is used
# paramtablename = "out/cwparamtable021723.txt" 

####WORKING

### WORKING

### WORKING
getwd()
## [1] "C:/Users/Carlos/Documents/R/win-library/4.0/RHESSysIOinR/extdata"
##
##UNCOMMENT TO WRITE NEW PARAMS
## write.table(params, file = "out/cwparamtable091923.txt")
###

### writes new params table with todays date to a text file
#write.table(params, file = paste("out/cwparamtable",format(Sys.Date(),"%m%d%y"),".txt",sep = ""))

## reads in specific params file, used for keeping input params constant for analysis
## do not rewrite file if it exits

#{if (file.exists("out/cwparamtable102522.txt"))
#   print("text")}


 #params <- read.table(file = "out/cwparamtable102522.txt")
#params <- read.table(file = "out/cwparamtable032823.txt")
params <- read.table(file = "out/cwparamtable091923.txt")

# prepare RHESSys for run
params<- as.data.frame(params)


input_rhessys = IOin_rhessys_input(
  version = rh_path,
  tec_file = "tecfiles/tec_daily",
  world_file = "CWWS32dsm.world.Y2018M10D31H1.state.Y2018M10D31H1.state",
  world_hdr_prefix = "CWWS32dsm",
  flowtable = "CWWS32dsm1.flow",
  start = "2013 11 1 1",
  end = "2018 11 1 1",
  output_folder = "out",
  output_prefix = "cwws32",
  commandline_options = c("-b"))


#commandline_options = c("-b -p 1 128 154914 154914 ")) <- Patch Specific Output
  
## must incorporate single patch output or local patch output for the purposes of calibration
## make sure to run calibration with no modifiers or 1 for everything except gw1 and gw2
## must refine calibration to do multiple steps, first gw1 gw2, then other variables
## multi point calibration and validation

input_tec_data = IOin_tec_std(start = "2015 11 1 1",
                              end = "2018 11 1 1",
                              output_state = FALSE)

input_hdr = IOin_hdr(
  basin = "defs/basin.def",
  hillslope = "defs/hillslope.def",
  zone = "defs/zone.def",
  soil = c("defs/soil_clay.def","defs/soil_clayloam.def","defs/soil_loam.def","defs/soil_loamysand.def","defs/soil_rock.def","defs/soil_sand.def","defs/soil_sandyclay.def","defs/soil_sandyclayloam.def","defs/soil_sandyloam.def","defs/soil_silt.def","defs/soil_siltyclay.def","defs/soil_siltyclayloam.def","defs/soil_siltyloam.def","defs/soil_water.def", "defs/soil_shallowloam.def", "defs/soil_shallowsandyclayloam.def", "defs/soil_shallowsandyloam.def"),
  landuse = c("defs/lu_undev.def","defs/lu_agriculture.def","defs/lu_raingarden.def","defs/lu_urban.def"),
  stratum = c("defs/veg_deciduous/veg_deciduous.def","defs/veg_evergreen/veg_evergreen.def","defs/veg_deciduous_BES.def","defs/veg_eucalypt.def","defs/veg_grass.def","defs/veg_lawn_2cm.def","defs/veg_lawn_5cm.def","defs/veg_lawn_10cm.def","defs/veg_nonveg.def"),
  basestations = "clim/cwtws32local.base")

Run RHESSys n times sequentially

NO LONGER USED

Run RHESSys in Parallel using the foreach package, leaving 4 cores available for other tasks

Takes about 1 hour for 100 runs at 10x10m Daily WS32.

NO LONGER USED

Prepare Static Inputs

# prepare RHESSys for run
params<- as.data.frame(params)

input_rhessys = IOin_rhessys_input(
  version = rh_path,
  tec_file = "tecfiles/tec_daily",
  world_file = "CWWS32static.world.Y2018M10D31H1.state.Y2018M10D31H1.state",
  world_hdr_prefix = "CWWS32static",
  flowtable = "CWWS32static1.flow",
  start = "2013 11 1 1",
  end = "2018 11 1 1",
  output_folder = "out",
  output_prefix = "cwws32static",
  commandline_options = c("-b"))

#commandline_options = c("-b -p 1 128 154914 154914 ")) <- Patch Specific Output
  
## must incorporate single patch output or local patch output for the purposes of calibration
## make sure to run calibration with no modifiers or 1 for everything except gw1 and gw2
## must refine calibration to do multiple steps, first gw1 gw2, then other variables
## multi point calibration and validation

input_tec_data = IOin_tec_std(start = "2015 11 1 1",
                              end = "2018 11 1 1",
                              output_state = FALSE)

input_hdr = IOin_hdr(
  basin = "defs/basin.def",
  hillslope = "defs/hillslope.def",
  zone = "defs/zone.def",
  soil = c("defs/soil_clay.def","defs/soil_clayloam.def","defs/soil_loam.def","defs/soil_loamysand.def","defs/soil_rock.def","defs/soil_sand.def","defs/soil_sandyclay.def","defs/soil_sandyclayloam.def","defs/soil_sandyloam.def","defs/soil_silt.def","defs/soil_siltyclay.def","defs/soil_siltyclayloam.def","defs/soil_siltyloam.def","defs/soil_water.def", "defs/soil_shallowloam.def", "defs/soil_shallowsandyclayloam.def", "defs/soil_shallowsandyloam.def"),
  landuse = c("defs/lu_undev.def","defs/lu_agriculture.def","defs/lu_raingarden.def","defs/lu_urban.def"),
  stratum = c("defs/veg_deciduous/veg_deciduous.def","defs/veg_evergreen/veg_evergreen.def","defs/veg_deciduous_BES.def","defs/veg_eucalypt.def","defs/veg_grass.def","defs/veg_lawn_2cm.def","defs/veg_lawn_5cm.def","defs/veg_lawn_10cm.def","defs/veg_nonveg.def"),
  basestations = "clim/cwtws32local.base")

Modify for MCMC

Run RHESSys Calibration with Static Maps

Prepare SSURGO Inputs

# prepare RHESSys for run
params<- as.data.frame(params)

input_rhessys = IOin_rhessys_input(
  version = rh_path,
  tec_file = "tecfiles/tec_daily",
  world_file = "CWWS32ssurgo.world.Y2018M10D31H1.state.Y2018M10D31H1.state",
  world_hdr_prefix = "CWWS32ssurgo",
  flowtable = "CWWS32ssurgo1.flow",
  start = "2013 11 1 1",
  end = "2018 11 1 1",
  output_folder = "out",
  output_prefix = "cwws32ssurgo",
  commandline_options = c("-b"))

#commandline_options = c("-b -p 1 128 154914 154914 ")) <- Patch Specific Output
  
## must incorporate single patch output or local patch output for the purposes of calibration
## make sure to run calibration with no modifiers or 1 for everything except gw1 and gw2
## must refine calibration to do multiple steps, first gw1 gw2, then other variables
## multi point calibration and validation

input_tec_data = IOin_tec_std(start = "2015 11 1 1",
                              end = "2018 11 1 1",
                              output_state = FALSE)

input_hdr = IOin_hdr(
  basin = "defs/basin.def",
  hillslope = "defs/hillslope.def",
  zone = "defs/zone.def",
  soil = c("defs/soil_clay.def","defs/soil_clayloam.def","defs/soil_loam.def","defs/soil_loamysand.def","defs/soil_rock.def","defs/soil_sand.def","defs/soil_sandyclay.def","defs/soil_sandyclayloam.def","defs/soil_sandyloam.def","defs/soil_silt.def","defs/soil_siltyclay.def","defs/soil_siltyclayloam.def","defs/soil_siltyloam.def","defs/soil_water.def", "defs/soil_shallowloam.def", "defs/soil_shallowsandyclayloam.def", "defs/soil_shallowsandyloam.def"),
  landuse = c("defs/lu_undev.def","defs/lu_agriculture.def","defs/lu_raingarden.def","defs/lu_urban.def"),
  stratum = c("defs/veg_deciduous/veg_deciduous.def","defs/veg_evergreen/veg_evergreen.def","defs/veg_deciduous_BES.def","defs/veg_eucalypt.def","defs/veg_grass.def","defs/veg_lawn_2cm.def","defs/veg_lawn_5cm.def","defs/veg_lawn_10cm.def","defs/veg_nonveg.def"),
  basestations = "clim/cwtws32local.base")

Modify for MCMC

Run RHESSys with SSURGO Maps

Prepare DSM Inputs

# prepare RHESSys for run
params<- as.data.frame(params)

input_rhessys = IOin_rhessys_input(
  version = rh_path,
  tec_file = "tecfiles/tec_daily",
  world_file = "CWWS32dsm.world.Y2018M10D31H1.state.Y2018M10D31H1.state",
  world_hdr_prefix = "CWWS32dsm",
  flowtable = "CWWS32dsm1.flow",
  start = "2013 11 1 1",
  end = "2018 11 1 1",
  output_folder = "out",
  output_prefix = "cwws32dsm",
  commandline_options = c("-b"))

#commandline_options = c("-b -p 1 128 154914 154914 ")) <- Patch Specific Output
  
## must incorporate single patch output or local patch output for the purposes of calibration
## make sure to run calibration with no modifiers or 1 for everything except gw1 and gw2
## must refine calibration to do multiple steps, first gw1 gw2, then other variables
## multi point calibration and validation

input_tec_data = IOin_tec_std(start = "2015 11 1 1",
                              end = "2018 11 1 1",
                              output_state = FALSE)

input_hdr = IOin_hdr(
  basin = "defs/basin.def",
  hillslope = "defs/hillslope.def",
  zone = "defs/zone.def",
  soil = c("defs/soil_clay.def","defs/soil_clayloam.def","defs/soil_loam.def","defs/soil_loamysand.def","defs/soil_rock.def","defs/soil_sand.def","defs/soil_sandyclay.def","defs/soil_sandyclayloam.def","defs/soil_sandyloam.def","defs/soil_silt.def","defs/soil_siltyclay.def","defs/soil_siltyclayloam.def","defs/soil_siltyloam.def","defs/soil_water.def", "defs/soil_shallowloam.def", "defs/soil_shallowsandyclayloam.def", "defs/soil_shallowsandyloam.def"),
  landuse = c("defs/lu_undev.def","defs/lu_agriculture.def","defs/lu_raingarden.def","defs/lu_urban.def"),
  stratum = c("defs/veg_deciduous/veg_deciduous.def","defs/veg_evergreen/veg_evergreen.def","defs/veg_deciduous_BES.def","defs/veg_eucalypt.def","defs/veg_grass.def","defs/veg_lawn_2cm.def","defs/veg_lawn_5cm.def","defs/veg_lawn_10cm.def","defs/veg_nonveg.def"),
  basestations = "clim/cwtws32local.base")

Modify for MCMC

Run RHESSys with RSS Maps

Read in RHESSys Calibration Outputs and Plot

Calibration is performed using GLUE methodology and Nash-Sutcliffe Model Efficiency (NSE), Log-Normal Nash-Sutcliffe Model Efficiency (lnNSE), and Kling-Gupta Efficiency (KGE).

setwd(system.file("extdata/", package = "RHESSysIOinR"))


testoutput<- readin_rhessys_output("out/cwws32_run200")


# Read in RHESSys Calibration runs
for(i in 1:n) { assign(paste0("cwws32_run",i), readin_rhessys_output(paste0("out/cwws32_run",i)))}

#Prepare observed Streamflow data
obsws32$Date<- as.Date(obsws32$Date)

## plot observed data for period of record and calibration/validation periods as defined by SM data
{plot(obsws32$Date,obsws32$discharge_mm, type = 'l', xlim=c(as.Date(input_rhessys$start_date, "%Y%m%d"),as.Date(input_rhessys$end_date, "%Y%m%d")),ylab = "Observed Discharge mm/d", xlab = "Date", main = "Observed Streamflow Discharge for period of time model is run")
abline(v=as.Date(Caldates[1]), col = 'red', lwd = 2, lty = 2)
abline(v=as.Date(Caldates[2]), col = 'red', lwd = 2, lty = 2)
abline(v=as.Date(Valdates[1]), col = 'blue', lwd = 2, lty = 5)
abline(v=as.Date(Valdates[2]), col = 'blue', lwd = 2, lty = 5)
legend("topright",inset = 0.05, legend=c("Calibration","Validation"), col=c("red","blue"), lty=1)}

##merge calibration runs with observed so dates match up, instead of subsetting 
for(i in 1:n) { assign(paste0("simmerge",i), merge(obsws32,eval(parse(text = paste0("cwws32_run",i,"$bd"))), by.x = "Date", by.y="date", all = FALSE))
  assign(paste0("calsubset",i),eval(parse(text = paste0("simmerge",i)))[eval(parse(text = paste0("simmerge",i,"$Date"))) >= Caldates[1] & eval(parse(text = paste0("simmerge",i,"$Date"))) <= Caldates[2], ])
  assign(paste0("valsubset",i),eval(parse(text = paste0("simmerge",i)))[eval(parse(text = paste0("simmerge",i,"$Date"))) >= Valdates[1] & eval(parse(text = paste0("simmerge",i,"$Date"))) <= Valdates[2], ])}

for(i in 1:n) { assign(paste0("simmergesm",i), merge(obsws32sm,eval(parse(text = paste0("cwws32_run",i,"$bd"))), by.x = "Date", by.y="date", all = FALSE))
  assign(paste0("calsubsetsm",i),eval(parse(text = paste0("simmergesm",i)))[eval(parse(text = paste0("simmergesm",i,"$Date"))) >= Caldates[1] & eval(parse(text = paste0("simmergesm",i,"$Date"))) <= Caldates[2], ])
  assign(paste0("valsubsetsm",i),eval(parse(text = paste0("simmergesm",i)))[eval(parse(text = paste0("simmergesm",i,"$Date"))) >= Valdates[1] & eval(parse(text = paste0("simmergesm",i,"$Date"))) <= Valdates[2], ])}

# simmerge1<- merge(obsws32,eval(parse(text = paste0("cwws32_run",i,"$bd"))), by.x = "Date", by.y="date", all = FALSE)
#simmergesm1<- merge(observedsubsetsm,eval(parse(text = paste0("cwws32_run",i,"$bd"))), by.x = "Date", by.y="date", all = FALSE)


#subset observed data to calibration dates
# calsubset <- eval(parse(text = paste0("simmerge",i)))[eval(parse(text = paste0("simmerge",i,"$Date"))) >= Caldates[1] & eval(parse(text = paste0("simmerge",i,"$Date"))) <= Caldates[2], ]

#calsubsetsm <- observedsubsetsm[observedsubsetsm$Date >= Caldates[1] & observedsubsetsm$Date <= Caldates[2], ]

Calculate calibration performance metrics

setwd(system.file("extdata/", package = "RHESSysIOinR"))

NSElist<- c()
lnNSElist<- c()
KGElist<- c()

smNSElist<- c()
smlnNSElist<- c()
smKGElist<- c()

for(i in 1:n) { assign(paste0("NSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("simmerge",i,"$streamflow")))), obs = as.numeric(eval(parse(text = paste0("simmerge",i,"$observedstreamflow")))) ))
  NSElist[[i]]<- eval(parse(text = paste0("NSEobs",i))) }

for(i in 1:n) {  assign(paste0("lnNSEobs",i), NSE( sim = as.numeric(eval(parse(text = paste0("simmerge",i,"$streamflow")))), obs = as.numeric(eval(parse(text = paste0("simmerge",i,"$observedstreamflow")))), FUN = log, epsilon = "Pushpalatha2012", na.rm=TRUE))
  lnNSElist[[i]]<- eval(parse(text = paste0("lnNSEobs",i))) }

for(i in 1:n) {  assign(paste0("KGEobs",i), KGE(sim = as.numeric(eval(parse(text = paste0("simmerge",i,"$streamflow")))), obs = as.numeric(eval(parse(text = paste0("simmerge",i,"$observedstreamflow"))))))
  KGElist[[i]]<- eval(parse(text = paste0("KGEobs",i))) }

for(i in 1:n) {  assign(paste0("smNSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("simmergesm",i,"$rz_storage","/simmergesm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("simmergesm",i,"$mergedsoilmoisture"))))))
  smNSElist[[i]]<- eval(parse(text = paste0("smNSEobs",i))) }

for(i in 1:n) {  assign(paste0("smlnNSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("simmergesm",i,"$rz_storage","/simmergesm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("simmergesm",i,"$mergedsoilmoisture")))), FUN = log, epsilon = "Pushpalatha2012", na.rm=TRUE))
  smlnNSElist[[i]]<- eval(parse(text = paste0("smlnNSEobs",i))) }

for(i in 1:n) {  assign(paste0("smKGEobs",i), KGE(sim = as.numeric(eval(parse(text = paste0("simmergesm",i,"$rz_storage","/simmergesm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("simmergesm",i,"$mergedsoilmoisture"))))))
  smKGElist[[i]]<- eval(parse(text = paste0("smKGEobs",i))) }

## modified for calsubset

calNSElist<- c()
callnNSElist<- c()
calKGElist<- c()

calsmNSElist<- c()
calsmlnNSElist<- c()
calsmKGElist<- c()

for(i in 1:n) { assign(paste0("cNSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("calsubset",i,"$streamflow")))), obs = as.numeric(eval(parse(text = paste0("calsubset",i,"$observedstreamflow")))) ))
  calNSElist[[i]]<- eval(parse(text = paste0("cNSEobs",i))) }

for(i in 1:n) {  assign(paste0("clnNSEobs",i), NSE( sim = as.numeric(eval(parse(text = paste0("calsubset",i,"$streamflow")))), obs = as.numeric(eval(parse(text = paste0("calsubset",i,"$observedstreamflow")))), FUN = log, epsilon = "Pushpalatha2012", na.rm=TRUE))
  callnNSElist[[i]]<- eval(parse(text = paste0("clnNSEobs",i))) }

for(i in 1:n) {  assign(paste0("cKGEobs",i), KGE(sim = as.numeric(eval(parse(text = paste0("calsubset",i,"$streamflow")))), obs = as.numeric(eval(parse(text = paste0("calsubset",i,"$observedstreamflow"))))))
  calKGElist[[i]]<- eval(parse(text = paste0("cKGEobs",i))) }

for(i in 1:n) {  assign(paste0("csmNSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("calsubsetsm",i,"$rz_storage","/calsubsetsm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("calsubsetsm",i,"$mergedsoilmoisture"))))))
  calsmNSElist[[i]]<- eval(parse(text = paste0("csmNSEobs",i))) }

for(i in 1:n) {  assign(paste0("csmlnNSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("calsubsetsm",i,"$rz_storage","/calsubsetsm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("calsubsetsm",i,"$mergedsoilmoisture")))), FUN = log, epsilon = "Pushpalatha2012", na.rm=TRUE))
  calsmlnNSElist[[i]]<- eval(parse(text = paste0("csmlnNSEobs",i))) }

for(i in 1:n) {  assign(paste0("csmKGEobs",i), KGE(sim = as.numeric(eval(parse(text = paste0("calsubsetsm",i,"$rz_storage","/calsubsetsm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("calsubsetsm",i,"$mergedsoilmoisture"))))))
  calsmKGElist[[i]]<- eval(parse(text = paste0("csmKGEobs",i))) }

## modified for val subset

valNSElist<- c()
vallnNSElist<- c()
valKGElist<- c()

valsmNSElist<- c()
valsmlnNSElist<- c()
valsmKGElist<- c()


for(i in 1:n) { assign(paste0("vNSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("valsubset",i,"$streamflow")))), obs = as.numeric(eval(parse(text = paste0("valsubset",i,"$observedstreamflow")))) ))
  valNSElist[[i]]<- eval(parse(text = paste0("vNSEobs",i))) }

for(i in 1:n) {  assign(paste0("vlnNSEobs",i), NSE( sim = as.numeric(eval(parse(text = paste0("valsubset",i,"$streamflow")))), obs = as.numeric(eval(parse(text = paste0("valsubset",i,"$observedstreamflow")))), FUN = log, epsilon = "Pushpalatha2012", na.rm=TRUE))
  vallnNSElist[[i]]<- eval(parse(text = paste0("vlnNSEobs",i))) }

for(i in 1:n) {  assign(paste0("vKGEobs",i), KGE(sim = as.numeric(eval(parse(text = paste0("valsubset",i,"$streamflow")))), obs = as.numeric(eval(parse(text = paste0("valsubset",i,"$observedstreamflow"))))))
  valKGElist[[i]]<- eval(parse(text = paste0("vKGEobs",i))) }

for(i in 1:n) {  assign(paste0("vsmNSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$rz_storage","/valsubsetsm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$mergedsoilmoisture"))))))
  valsmNSElist[[i]]<- eval(parse(text = paste0("vsmNSEobs",i))) }

for(i in 1:n) {  assign(paste0("vsmlnNSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$rz_storage","/valsubsetsm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$mergedsoilmoisture")))), FUN = log, epsilon = "Pushpalatha2012", na.rm=TRUE))
  valsmlnNSElist[[i]]<- eval(parse(text = paste0("vsmlnNSEobs",i))) }

for(i in 1:n) {  assign(paste0("vsmKGEobs",i), KGE(sim = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$rz_storage","/valsubsetsm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$mergedsoilmoisture"))))))
  valsmKGElist[[i]]<- eval(parse(text = paste0("vsmKGEobs",i))) }

NSElist[1:5]
## [[1]]
## [1] 0.3848688
## 
## [[2]]
## [1] 0.4488434
## 
## [[3]]
## [1] 0.4000872
## 
## [[4]]
## [1] 0.5902464
## 
## [[5]]
## [1] 0.4816465
KGElist[1:5]
## [[1]]
## [1] 0.3599306
## 
## [[2]]
## [1] 0.4447929
## 
## [[3]]
## [1] 0.3713981
## 
## [[4]]
## [1] 0.578863
## 
## [[5]]
## [1] 0.4360842
lnNSElist[1:5]
## [[1]]
## [1] 0.2804947
## 
## [[2]]
## [1] 0.2524737
## 
## [[3]]
## [1] 0.1779335
## 
## [[4]]
## [1] 0.5016222
## 
## [[5]]
## [1] 0.3297504
Reduce(max, NSElist)
## [1] 0.6178649
Reduce(max, lnNSElist)
## [1] 0.5730713
Reduce(max, KGElist)
## [1] 0.728915
Reduce(max, smNSElist)
## [1] 0.4967475
Reduce(max, smlnNSElist)
## [1] 0.5008508
Reduce(max, smKGElist)
## [1] 0.5188719
which(NSElist == Reduce(max, NSElist), arr.ind=TRUE)
## [1] 24
which(lnNSElist == Reduce(max, lnNSElist), arr.ind=TRUE)
## [1] 167
which(KGElist == Reduce(max, KGElist), arr.ind=TRUE)
## [1] 24
which(smNSElist == Reduce(max, smNSElist), arr.ind=TRUE)
## [1] 178
which(smlnNSElist == Reduce(max, smlnNSElist), arr.ind=TRUE)
## [1] 152
which(smKGElist == Reduce(max, smKGElist), arr.ind=TRUE)
## [1] 90
paramtable<- read.table(file = "out/cwparamtable091923.txt")

paramtable[which(NSElist == Reduce(max, NSElist), arr.ind=TRUE),]
##             m        k soil_dep      m_v      k_v       gw1       gw2       pa
## 1972 1.040129 21.49736 0.182397 13.20473 5.427887 0.2425757 0.5045802 0.482758
##            po  vgseng1  vgseng2  vgseng3
## 1972 1.485481 1.607953 1.504618 1.179773
paramtable[which(lnNSElist == Reduce(max, lnNSElist), arr.ind=TRUE),]
##             m        k  soil_dep      m_v     k_v       gw1       gw2        pa
## 9304 1.149045 34.44719 0.4785575 12.64039 2.16469 0.2550246 0.3436889 0.6749858
##            po  vgseng1  vgseng2  vgseng3
## 9304 1.393753 1.478127 1.734071 1.072606
paramtable[which(KGElist == Reduce(max, KGElist), arr.ind=TRUE),]
##             m        k soil_dep      m_v      k_v       gw1       gw2       pa
## 1972 1.040129 21.49736 0.182397 13.20473 5.427887 0.2425757 0.5045802 0.482758
##            po  vgseng1  vgseng2  vgseng3
## 1972 1.485481 1.607953 1.504618 1.179773
paramtable[which(smNSElist == Reduce(max, smNSElist), arr.ind=TRUE),]
##             m        k soil_dep     m_v      k_v       gw1       gw2        pa
## 1102 2.241518 43.40689 0.489584 4.79811 1.403241 0.1339848 0.4134777 0.7102452
##            po  vgseng1   vgseng2   vgseng3
## 1102 1.596645 1.962048 0.4099895 0.7825564
paramtable[which(smlnNSElist == Reduce(max, smlnNSElist), arr.ind=TRUE),]
##             m        k  soil_dep      m_v      k_v       gw1       gw2
## 2017 4.777016 3.907668 0.2098907 5.644302 2.802654 0.2790358 0.5774347
##             pa       po  vgseng1  vgseng2  vgseng3
## 2017 0.1203709 1.284212 1.012549 1.262797 1.088251
paramtable[which(smKGElist == Reduce(max, smKGElist), arr.ind=TRUE),]
##             m        k  soil_dep     m_v       k_v       gw1       gw2
## 3422 1.581785 41.12945 0.1776117 8.11574 0.8713272 0.2477113 0.4291277
##             pa      po  vgseng1  vgseng2  vgseng3
## 3422 0.3913392 1.85424 1.459184 1.799894 1.381696
# paramtable[7,]

###plot all data for GLUE

paramtable$run<- seq.int(nrow(paramtable))
paramtable$rowname<- row.names(paramtable)

paramtable$NSE<- NSElist
paramtable$lnNSE<- lnNSElist
paramtable$KGE<- KGElist

paramtable$smNSE<- smNSElist
paramtable$smlnNSE<- smlnNSElist
paramtable$smKGE<- smKGElist

#add in calibration values

paramtable$calNSE<- calNSElist
paramtable$callnNSE<- callnNSElist
paramtable$calKGE<- calKGElist

paramtable$calsmNSE<- calsmNSElist
paramtable$calsmlnNSE<- calsmlnNSElist
paramtable$calsmKGE<- calsmKGElist

#add in validation values
paramtable$valNSE<- valNSElist
paramtable$vallnNSE<- vallnNSElist
paramtable$valKGE<- valKGElist

paramtable$valsmNSE<- valsmNSElist
paramtable$valsmlnNSE<- valsmlnNSElist
paramtable$valsmKGE<- valsmKGElist

paramtable<- as.data.frame(lapply(paramtable,unlist))

write.table(paramtable, file = "out/dsmcalibrationoutput1023.txt")


top100<- paramtable[order(-paramtable$lnNSE),][1:100,]

top100$run
##   [1] 167  24 124 193 125  38 164  77  79 170  44  87  93   4  45  88  94 134
##  [19]   7  49 159  92 123 190  10 197  73 106 119  17  16 184 116  54   9  40
##  [37] 113  90 130  42  20  35 115 132  52 114  31 156  70 183  41 194 107 153
##  [55]  74   6  37 148  82 195 189   8  67 174  25 180  60 187  57 141  55  32
##  [73]  22 179 178  89 111 146 131  75  66 157  50 139 166 100  43 158 103  30
##  [91] 168  98 163  63  11  78 185   5 144 176
### use values from top 100 run to table of daily streamflow predictions, for each day predict 95% prediction interval and mean then plot
#subset streamflow value for each day - day 1 day 2 etc
#put all values into a table

top100[["run"]]
##   [1] 167  24 124 193 125  38 164  77  79 170  44  87  93   4  45  88  94 134
##  [19]   7  49 159  92 123 190  10 197  73 106 119  17  16 184 116  54   9  40
##  [37] 113  90 130  42  20  35 115 132  52 114  31 156  70 183  41 194 107 153
##  [55]  74   6  37 148  82 195 189   8  67 174  25 180  60 187  57 141  55  32
##  [73]  22 179 178  89 111 146 131  75  66 157  50 139 166 100  43 158 103  30
##  [91] 168  98 163  63  11  78 185   5 144 176
toppredictions<- data.frame(cwws32_run1$bd$date)

for (i in top100$run){
 # print(i)
  toppredictions[,ncol(toppredictions)+1] <- eval(parse(text=paste0("cwws32_run",i,"$bd$streamflow")))
  colnames(toppredictions)[ncol(toppredictions)] <- paste0("stream",i)
}

head(toppredictions[1:5,])
##   cwws32_run1.bd.date stream167 stream24 stream124 stream193 stream125 stream38
## 1          2015-11-01  6.113931 6.594585  8.113163  7.073799  6.309990 5.988329
## 2          2015-11-02  6.901676 7.646005  8.433114  7.761044  6.829618 7.012077
## 3          2015-11-03  6.504389 6.967846  6.419523  6.714735  6.333937 6.837520
## 4          2015-11-04  6.088305 6.363171  5.917780  6.278028  6.012242 6.357934
## 5          2015-11-05  5.922484 6.106024  5.977162  6.202704  5.939425 6.118490
##   stream164 stream77 stream79 stream170 stream44 stream87 stream93  stream4
## 1  6.984222 7.433490 7.159396  7.429182 7.815000 7.127596 7.652825 5.842435
## 2  7.861910 8.466291 8.232419  8.321904 8.532009 7.900594 7.931797 6.741473
## 3  7.166190 7.412624 7.452674  7.022610 7.149839 6.973281 6.369042 6.628748
## 4  6.619750 6.894016 6.970146  6.497818 6.562765 6.450956 5.954925 6.124848
## 5  6.413630 6.809460 6.851620  6.388734 6.468302 6.294710 6.013697 5.870624
##   stream45 stream88 stream94 stream134  stream7 stream49 stream159 stream92
## 1 9.907536 7.042568 8.737248  5.189637 5.802666 5.483942  6.188106 5.508329
## 2 8.777907 7.794478 9.288943  6.250559 6.314121 6.039957  6.623997 6.085335
## 3 5.061316 7.117351 6.562182  6.289519 5.712584 5.701937  5.812451 5.902698
## 4 4.767384 6.599257 5.959505  6.059853 5.438346 5.403845  5.411263 5.625013
## 5 5.228808 6.438698 6.026241  6.116673 5.396109 5.310514  5.323903 5.494798
##   stream123 stream190 stream10 stream197 stream73 stream106 stream119 stream17
## 1  8.015195  7.642522 5.810348  8.324674 5.886979  7.196991  7.004775 8.228618
## 2  8.597431  8.516209 6.283355  8.902487 6.359672  7.535126  8.165510 9.116795
## 3  7.059461  7.284183 5.773211  7.202543 5.758999  6.250861  7.776038 7.287182
## 4  6.538297  6.792110 5.569719  6.548096 5.491818  5.804513  7.131986 6.570090
## 5  6.533029  6.773628 5.565164  6.441450 5.461263  5.758429  6.787961 6.383223
##   stream16 stream184 stream116 stream54  stream9 stream40 stream113 stream90
## 1 7.593254  7.162543  5.310037 6.166138 6.155053 5.799110  5.479052 5.379613
## 2 8.719006  7.772784  6.410323 6.824743 7.078033 6.630725  6.066291 6.082442
## 3 7.234195  6.904436  6.474094 6.277195 6.729852 6.555253  5.898332 5.892371
## 4 6.607523  6.471014  6.078094 5.930074 6.216640 6.076416  5.629453 5.557885
## 5 6.444715  6.388601  5.766701 5.808428 5.961692 5.887825  5.515145 5.385270
##   stream130 stream42 stream20 stream35 stream115 stream132 stream52 stream114
## 1  5.700737 5.848792 9.372212 7.755206  8.141108  5.585143 5.727046  6.038886
## 2  6.540683 6.498364 9.221673 8.698569  8.617215  6.572042 6.052855  6.892652
## 3  6.253266 6.220156 7.859815 7.684138  7.113958  6.612275 5.392139  6.521739
## 4  5.865478 5.890515 7.610127 7.016537  6.614846  6.158987 5.168379  6.185247
## 5  5.635834 5.776380 7.693613 6.744694  6.575992  5.861988 5.183988  6.035895
##   stream31 stream156 stream70 stream183 stream41 stream194 stream107 stream153
## 1 7.980586  6.346441 7.911017  6.341979 8.172451  5.356919  7.652536  6.991748
## 2 9.101074  6.614423 8.646042  7.124600 8.847381  5.812456  8.979285  7.559793
## 3 7.911456  5.757371 7.508542  6.850605 7.283982  5.627902  8.143269  6.788572
## 4 7.243754  5.530017 6.881890  6.495999 6.741584  5.383677  7.502938  6.415916
## 5 7.104190  5.577314 6.705014  6.342692 6.702228  5.333545  7.259635  6.353722
##   stream74  stream6 stream37 stream148 stream82 stream195 stream189  stream8
## 1 4.575716 5.708920 6.005252  5.983225 7.126307  8.478084  6.284652 7.920990
## 2 5.126497 6.212651 6.706963  6.802451 8.201542  8.793018  6.400941 8.181164
## 3 5.048442 6.079477 6.374809  6.600827 7.767013  6.374521  5.431525 6.534030
## 4 4.599347 5.817175 5.998894  6.165042 7.092179  5.864333  5.213612 6.040175
## 5 4.421382 5.763625 5.892953  6.002372 6.752678  5.923365  5.281103 5.978416
##   stream67 stream174 stream25 stream180 stream60 stream187 stream57 stream141
## 1 6.103762  5.447739 6.676165  6.213840 8.288123  5.300269 6.131937  8.195694
## 2 6.715562  6.049788 7.047808  7.217799 9.268411  5.678419 6.775552  9.118136
## 3 6.441661  5.893378 6.356216  7.118875 7.394319  5.465533 6.543355  7.812936
## 4 6.103951  5.634271 6.132165  6.568154 6.685970  5.260066 6.205547  7.189869
## 5 5.986224  5.489724 6.140851  6.290192 6.506854  5.229442 6.163727  7.049222
##   stream55 stream32 stream22 stream179 stream178  stream89 stream111 stream146
## 1 5.661633 8.233836 6.917142  7.219394  5.365746 11.971486  7.951376  6.834508
## 2 6.319245 8.731782 7.366060  8.049607  5.671319 11.145250  8.417580  7.252235
## 3 6.071088 7.112052 6.851406  7.271308  5.376315  6.187646  7.178623  6.614928
## 4 5.770319 6.623368 6.533794  6.751116  5.148600  5.586313  6.711570  6.274469
## 5 5.628841 6.585635 6.470360  6.568866  5.164836  6.029001  6.652777  6.202091
##   stream131 stream75 stream66 stream157 stream50 stream139 stream166 stream100
## 1  6.422213 6.171576 5.363736  7.310706 7.343505  7.092364  7.924627  5.534491
## 2  7.002827 6.893606 5.593256  7.455831 7.603506  8.194708  8.523112  6.223102
## 3  6.596761 6.680316 5.269198  6.094772 6.328809  7.850115  7.629829  6.053659
## 4  6.208767 6.259236 5.148553  5.711377 5.939493  7.208584  7.220166  5.662776
## 5  6.126857 6.088002 5.203220  5.715414 5.942132  6.858124  7.226801  5.513392
##   stream43 stream158 stream103 stream30 stream168 stream98 stream163  stream63
## 1 5.922938  6.220450  5.110281 5.221260  13.64626 5.971185  7.076510 13.754454
## 2 6.262817  6.839087  5.560390 5.538025  17.16109 6.923762  7.643731 12.140348
## 3 5.696271  6.280171  5.329533 5.193004  21.61024 6.743003  6.843844  6.005968
## 4 5.437341  5.856884  5.120657 5.026830  24.74212 6.232642  6.337788  5.483046
## 5 5.419640  5.736075  4.945361 4.996582  29.35076 5.953607  6.198856  6.273275
##   stream11 stream78 stream185  stream5 stream144 stream176
## 1 8.477124 4.914966  8.231312 5.512045 12.460958  8.612730
## 2 9.372220 5.206074  9.778812 6.121593 12.072642  8.907763
## 3 7.862432 5.008910  8.557432 5.984091  6.645753  6.629644
## 4 7.300407 4.782708  7.800707 5.584613  5.984776  6.135697
## 5 7.212343 4.736225  7.530144 5.432878  6.411850  6.215683
toppredictions<- toppredictions[,-1]

toppredictions$upper<- 0
toppredictions$mean<- 0
toppredictions$lower<- 0

for (i in 1:nrow(toppredictions)){
 #  print(i)
  upper= CI(as.numeric(toppredictions[i,]),ci=0.95)[1]
  mean= CI(as.numeric(toppredictions[i,]),ci=0.95)[2]
  lower= CI(as.numeric(toppredictions[i,]),ci=0.95)[3]
  
  toppredictions[i,]$upper<- upper
  toppredictions[i,]$mean<- mean
  toppredictions[i,]$lower<- lower
}

toppredictions<-cbind(date = cwws32_run1$bd$date,toppredictions)

head(toppredictions[1:5,])
##         date stream167 stream24 stream124 stream193 stream125 stream38
## 1 2015-11-01  6.113931 6.594585  8.113163  7.073799  6.309990 5.988329
## 2 2015-11-02  6.901676 7.646005  8.433114  7.761044  6.829618 7.012077
## 3 2015-11-03  6.504389 6.967846  6.419523  6.714735  6.333937 6.837520
## 4 2015-11-04  6.088305 6.363171  5.917780  6.278028  6.012242 6.357934
## 5 2015-11-05  5.922484 6.106024  5.977162  6.202704  5.939425 6.118490
##   stream164 stream77 stream79 stream170 stream44 stream87 stream93  stream4
## 1  6.984222 7.433490 7.159396  7.429182 7.815000 7.127596 7.652825 5.842435
## 2  7.861910 8.466291 8.232419  8.321904 8.532009 7.900594 7.931797 6.741473
## 3  7.166190 7.412624 7.452674  7.022610 7.149839 6.973281 6.369042 6.628748
## 4  6.619750 6.894016 6.970146  6.497818 6.562765 6.450956 5.954925 6.124848
## 5  6.413630 6.809460 6.851620  6.388734 6.468302 6.294710 6.013697 5.870624
##   stream45 stream88 stream94 stream134  stream7 stream49 stream159 stream92
## 1 9.907536 7.042568 8.737248  5.189637 5.802666 5.483942  6.188106 5.508329
## 2 8.777907 7.794478 9.288943  6.250559 6.314121 6.039957  6.623997 6.085335
## 3 5.061316 7.117351 6.562182  6.289519 5.712584 5.701937  5.812451 5.902698
## 4 4.767384 6.599257 5.959505  6.059853 5.438346 5.403845  5.411263 5.625013
## 5 5.228808 6.438698 6.026241  6.116673 5.396109 5.310514  5.323903 5.494798
##   stream123 stream190 stream10 stream197 stream73 stream106 stream119 stream17
## 1  8.015195  7.642522 5.810348  8.324674 5.886979  7.196991  7.004775 8.228618
## 2  8.597431  8.516209 6.283355  8.902487 6.359672  7.535126  8.165510 9.116795
## 3  7.059461  7.284183 5.773211  7.202543 5.758999  6.250861  7.776038 7.287182
## 4  6.538297  6.792110 5.569719  6.548096 5.491818  5.804513  7.131986 6.570090
## 5  6.533029  6.773628 5.565164  6.441450 5.461263  5.758429  6.787961 6.383223
##   stream16 stream184 stream116 stream54  stream9 stream40 stream113 stream90
## 1 7.593254  7.162543  5.310037 6.166138 6.155053 5.799110  5.479052 5.379613
## 2 8.719006  7.772784  6.410323 6.824743 7.078033 6.630725  6.066291 6.082442
## 3 7.234195  6.904436  6.474094 6.277195 6.729852 6.555253  5.898332 5.892371
## 4 6.607523  6.471014  6.078094 5.930074 6.216640 6.076416  5.629453 5.557885
## 5 6.444715  6.388601  5.766701 5.808428 5.961692 5.887825  5.515145 5.385270
##   stream130 stream42 stream20 stream35 stream115 stream132 stream52 stream114
## 1  5.700737 5.848792 9.372212 7.755206  8.141108  5.585143 5.727046  6.038886
## 2  6.540683 6.498364 9.221673 8.698569  8.617215  6.572042 6.052855  6.892652
## 3  6.253266 6.220156 7.859815 7.684138  7.113958  6.612275 5.392139  6.521739
## 4  5.865478 5.890515 7.610127 7.016537  6.614846  6.158987 5.168379  6.185247
## 5  5.635834 5.776380 7.693613 6.744694  6.575992  5.861988 5.183988  6.035895
##   stream31 stream156 stream70 stream183 stream41 stream194 stream107 stream153
## 1 7.980586  6.346441 7.911017  6.341979 8.172451  5.356919  7.652536  6.991748
## 2 9.101074  6.614423 8.646042  7.124600 8.847381  5.812456  8.979285  7.559793
## 3 7.911456  5.757371 7.508542  6.850605 7.283982  5.627902  8.143269  6.788572
## 4 7.243754  5.530017 6.881890  6.495999 6.741584  5.383677  7.502938  6.415916
## 5 7.104190  5.577314 6.705014  6.342692 6.702228  5.333545  7.259635  6.353722
##   stream74  stream6 stream37 stream148 stream82 stream195 stream189  stream8
## 1 4.575716 5.708920 6.005252  5.983225 7.126307  8.478084  6.284652 7.920990
## 2 5.126497 6.212651 6.706963  6.802451 8.201542  8.793018  6.400941 8.181164
## 3 5.048442 6.079477 6.374809  6.600827 7.767013  6.374521  5.431525 6.534030
## 4 4.599347 5.817175 5.998894  6.165042 7.092179  5.864333  5.213612 6.040175
## 5 4.421382 5.763625 5.892953  6.002372 6.752678  5.923365  5.281103 5.978416
##   stream67 stream174 stream25 stream180 stream60 stream187 stream57 stream141
## 1 6.103762  5.447739 6.676165  6.213840 8.288123  5.300269 6.131937  8.195694
## 2 6.715562  6.049788 7.047808  7.217799 9.268411  5.678419 6.775552  9.118136
## 3 6.441661  5.893378 6.356216  7.118875 7.394319  5.465533 6.543355  7.812936
## 4 6.103951  5.634271 6.132165  6.568154 6.685970  5.260066 6.205547  7.189869
## 5 5.986224  5.489724 6.140851  6.290192 6.506854  5.229442 6.163727  7.049222
##   stream55 stream32 stream22 stream179 stream178  stream89 stream111 stream146
## 1 5.661633 8.233836 6.917142  7.219394  5.365746 11.971486  7.951376  6.834508
## 2 6.319245 8.731782 7.366060  8.049607  5.671319 11.145250  8.417580  7.252235
## 3 6.071088 7.112052 6.851406  7.271308  5.376315  6.187646  7.178623  6.614928
## 4 5.770319 6.623368 6.533794  6.751116  5.148600  5.586313  6.711570  6.274469
## 5 5.628841 6.585635 6.470360  6.568866  5.164836  6.029001  6.652777  6.202091
##   stream131 stream75 stream66 stream157 stream50 stream139 stream166 stream100
## 1  6.422213 6.171576 5.363736  7.310706 7.343505  7.092364  7.924627  5.534491
## 2  7.002827 6.893606 5.593256  7.455831 7.603506  8.194708  8.523112  6.223102
## 3  6.596761 6.680316 5.269198  6.094772 6.328809  7.850115  7.629829  6.053659
## 4  6.208767 6.259236 5.148553  5.711377 5.939493  7.208584  7.220166  5.662776
## 5  6.126857 6.088002 5.203220  5.715414 5.942132  6.858124  7.226801  5.513392
##   stream43 stream158 stream103 stream30 stream168 stream98 stream163  stream63
## 1 5.922938  6.220450  5.110281 5.221260  13.64626 5.971185  7.076510 13.754454
## 2 6.262817  6.839087  5.560390 5.538025  17.16109 6.923762  7.643731 12.140348
## 3 5.696271  6.280171  5.329533 5.193004  21.61024 6.743003  6.843844  6.005968
## 4 5.437341  5.856884  5.120657 5.026830  24.74212 6.232642  6.337788  5.483046
## 5 5.419640  5.736075  4.945361 4.996582  29.35076 5.953607  6.198856  6.273275
##   stream11 stream78 stream185  stream5 stream144 stream176    upper     mean
## 1 8.477124 4.914966  8.231312 5.512045 12.460958  8.612730 7.175483 6.781235
## 2 9.372220 5.206074  9.778812 6.121593 12.072642  8.907763 7.794643 7.386945
## 3 7.862432 5.008910  8.557432 5.984091  6.645753  6.629644 6.925116 6.531985
## 4 7.300407 4.782708  7.800707 5.584613  5.984776  6.135697 6.581123 6.147886
## 5 7.212343 4.736225  7.530144 5.432878  6.411850  6.215683 6.621814 6.113823
##      lower
## 1 6.386987
## 2 6.979248
## 3 6.138854
## 4 5.714649
## 5 5.605833
# toppredictions[1:500,]

ggplot(toppredictions,aes(date,mean,group=1))+
  geom_line(col = 'red')+
  geom_ribbon(aes(ymin=lower, ymax=upper), fill = "blue", alpha=0.3)+
  geom_line(data=calsubset1,aes(x=Date,y=discharge_mm))+
  ylab("Discharge mm")+
  xlab("Date")+
  labs(title = "Top 100 Model Runs vs Measured Streamflow")

par(mfrow=c(1, 1))

{plot(paramtable$m,paramtable$NSE, pch = 20,ylab="Nash-Sutcliffe model efficiency coefficient", xlab = "Multiplier - M", main = "M - Decay of hydraulic conductivity with depth")
abline(h=0,lty=2)}

{plot(paramtable$k,paramtable$NSE, pch = 20,ylab="Nash-Sutcliffe model efficiency coefficient", xlab = "Multiplier - K", main = "K - Hydraulic conductivity at the surface")
abline(h=0,lty=2)}

{plot(paramtable$soil_dep,paramtable$NSE, pch = 20,ylab="Nash-Sutcliffe model efficiency coefficient", xlab = "Multiplier - Sd", main = "Sd - soil depth")
abline(h=0,lty=2)}

{plot(paramtable$m_v,paramtable$NSE, pch = 20,ylab="Nash-Sutcliffe model efficiency coefficient", xlab = "Multiplier - Mv", main = "Mv - Vertical decay of hydraulic conductivity with depth")
abline(h=0,lty=2)}

{plot(paramtable$k_v,paramtable$NSE, pch = 20,ylab="Nash-Sutcliffe model efficiency coefficient", xlab = "Multiplier - Kv", main = "Kv - Vertical hydraulic conductivity at the surface")
abline(h=0,lty=2)}

{plot(paramtable$gw1,paramtable$NSE, pch = 20,ylab="Nash-Sutcliffe model efficiency coefficient", xlab = "Multiplier - GW1", main = "GW1 - Saturated to Groundwater Coefficient")
abline(h=0,lty=2)}

{plot(paramtable$gw2,paramtable$NSE, pch = 20,ylab="Nash-Sutcliffe model efficiency coefficient", xlab = "Multiplier - GW2", main = "GW2 - Groundwater Loss Coefficient")
abline(h=0,lty=2)}

{plot(paramtable$pa,paramtable$NSE, pch = 20,ylab="Nash-Sutcliffe model efficiency coefficient", xlab = "Multiplier - pa", main = "pa - Pore Size Index Multiplier")
abline(h=0,lty=2)}

{plot(paramtable$po,paramtable$NSE, pch = 20,ylab="Nash-Sutcliffe model efficiency coefficient", xlab = "Multiplier - po", main = "po - PSI Air Entry Multiplier")
abline(h=0,lty=2)}

{plot(paramtable$vgseng1,paramtable$NSE, pch = 20,ylab="Nash-Sutcliffe model efficiency coefficient", xlab = "Multiplier - vgseng1", main = "vgseng1 - Specific Leaf Area Multiplier")
abline(h=0,lty=2)}

{plot(paramtable$vgseng2,paramtable$NSE, pch = 20,ylab="Nash-Sutcliffe model efficiency coefficient", xlab = "Multiplier - vgseng2", main = "vgseng2 - Ratio of Shaded to Sunlit Modifier")
abline(h=0,lty=2)}

{plot(paramtable$vgseng3,paramtable$NSE, pch = 20,ylab="Nash-Sutcliffe model efficiency coefficient", xlab = "Multiplier - vgseng3", main = "vgseng3 - NOT USED")
abline(h=0,lty=2)}

old.par <- par(mfrow=c(3, 7), mar = c(5,4,4,2))

plot(paramtable$m,paramtable$NSE,xlab = "m parameter", pch = 20)
lines(lowess(paramtable$m,paramtable$NSE, f = 0.1),col="red",ylim = c(-1,0.7))
plot(paramtable$k,paramtable$NSE,xlab = "lateral ksat parameter", pch = 20)
lines(lowess(paramtable$k,paramtable$NSE, f = 0.1),col="red",ylim = c(-1,0.7))
plot(paramtable$soil_dep,paramtable$NSE,xlab = "sdepth parameter", pch = 20)
lines(lowess(paramtable$soil_dep,paramtable$NSE, f = 0.1),col="red",ylim = c(-1,0.7))
plot(paramtable$m_v,paramtable$NSE,xlab = "mv parameter", pch = 20)
lines(lowess(paramtable$m_v,paramtable$NSE, f = 0.1),col="red",ylim = c(-1,0.7))
plot(paramtable$k_v,paramtable$NSE,xlab = "ksatv parameter", pch = 20)
lines(lowess(paramtable$k_v,paramtable$NSE, f = 0.1),col="red",ylim = c(-1,0.7))
plot(paramtable$gw1,paramtable$NSE,xlab = "gw1 parameter", pch = 20)
lines(lowess(paramtable$gw1,paramtable$NSE, f = 0.1),col="red",ylim = c(-1,0.7))
plot(paramtable$gw2,paramtable$NSE,xlab = "gw2 parameter", pch = 20)
lines(lowess(paramtable$gw2,paramtable$NSE, f = 0.1),col="red",ylim = c(-1,0.7))


plot(paramtable$m,paramtable$lnNSE,ylim = c(-1,0.7),xlab = "m parameter", pch = 20)
lines(lowess(paramtable$m,paramtable$lnNSE, f = 0.1),col="red")
plot(paramtable$k,paramtable$lnNSE,ylim = c(-1,0.7),xlab = "lateral ksat parameter", pch = 20)
lines(lowess(paramtable$k,paramtable$lnNSE, f = 0.1),col="red")
plot(paramtable$soil_dep,paramtable$lnNSE,ylim = c(-1,0.7),xlab = "sdepth parameter", pch = 20)
lines(lowess(paramtable$soil_dep,paramtable$lnNSE, f = 0.1),col="red")
plot(paramtable$m_v,paramtable$lnNSE,ylim = c(-1,0.7),xlab = "mv parameter", pch = 20)
lines(lowess(paramtable$m_v,paramtable$lnNSE, f = 0.1),col="red")
plot(paramtable$k_v,paramtable$lnNSE,ylim = c(-1,0.7),xlab = "ksatv parameter", pch = 20)
lines(lowess(paramtable$k_v,paramtable$lnNSE, f = 0.1),col="red")
plot(paramtable$gw1,paramtable$lnNSE,ylim = c(-1,0.7),xlab = "gw1 parameter", pch = 20)
lines(lowess(paramtable$gw1,paramtable$lnNSE, f = 0.1),col="red")
plot(paramtable$gw2,paramtable$lnNSE,ylim = c(-1,0.7),xlab = "gw2 parameter", pch = 20)
lines(lowess(paramtable$gw2,paramtable$lnNSE, f = 0.1),col="red")


plot(paramtable$m,paramtable$KGE,ylim = c(-0.25,1),xlab = "m parameter", pch = 20)
lines(lowess(paramtable$m,paramtable$KGE, f = 0.1),col="red")
plot(paramtable$k,paramtable$KGE,ylim = c(-0.25,1),xlab = "lateral ksat parameter", pch = 20)
lines(lowess(paramtable$k,paramtable$KGE, f = 0.1),col="red")
plot(paramtable$soil_dep,paramtable$KGE,ylim = c(-0.25,1),xlab = "sdepth parameter", pch = 20)
lines(lowess(paramtable$soil_dep,paramtable$KGE, f = 0.1),col="red")
plot(paramtable$m_v,paramtable$KGE,ylim = c(-0.25,0.7),xlab = "mv parameter", pch = 20)
lines(lowess(paramtable$m_v,paramtable$KGE, f = 0.1),col="red")
plot(paramtable$k_v,paramtable$KGE,ylim = c(-0.25,0.7),xlab = "ksatv parameter", pch = 20)
lines(lowess(paramtable$k_v,paramtable$KGE, f = 0.1),col="red")
plot(paramtable$gw1,paramtable$KGE,ylim = c(-0.25,0.7),xlab = "gw1 parameter", pch = 20)
lines(lowess(paramtable$gw1,paramtable$KGE, f = 0.1),col="red")
plot(paramtable$gw2,paramtable$KGE,ylim = c(-0.25,0.7),xlab = "gw2 parameter", pch = 20)
lines(lowess(paramtable$gw2,paramtable$KGE, f = 0.1),col="red")

par(old.par)

old.par <- par(mfrow=c(1, 12), mar = c(5,4,4,2))

plot(paramtable$m,paramtable$smKGE,ylim = c(-0.25,1),xlab = "m parameter", pch = 20)
lines(lowess(paramtable$m,paramtable$smKGE, f = 0.1),col="red")
plot(paramtable$k,paramtable$smKGE,ylim = c(-0.25,1),xlab = "lateral ksat parameter", pch = 20)
lines(lowess(paramtable$k,paramtable$smKGE, f = 0.1),col="red")
plot(paramtable$soil_dep,paramtable$smKGE,ylim = c(-0.25,1),xlab = "sdepth parameter", pch = 20)
lines(lowess(paramtable$soil_dep,paramtable$smKGE, f = 0.1),col="red")
plot(paramtable$m_v,paramtable$smKGE,ylim = c(-0.25,0.7),xlab = "mv parameter", pch = 20)
lines(lowess(paramtable$m_v,paramtable$smKGE, f = 0.1),col="red")
plot(paramtable$k_v,paramtable$smKGE,ylim = c(-0.25,0.7),xlab = "ksatv parameter", pch = 20)
lines(lowess(paramtable$k_v,paramtable$smKGE, f = 0.1),col="red")
plot(paramtable$gw1,paramtable$smKGE,ylim = c(-0.25,0.7),xlab = "gw1 parameter", pch = 20)
lines(lowess(paramtable$gw1,paramtable$smKGE, f = 0.1),col="red")
plot(paramtable$gw2,paramtable$smKGE,ylim = c(-0.25,0.7),xlab = "gw2 parameter", pch = 20)
lines(lowess(paramtable$gw2,paramtable$smKGE, f = 0.1),col="red")

plot(paramtable$pa,paramtable$smKGE,ylim = c(-0.25,1),xlab = "pore size index", pch = 20)
lines(lowess(paramtable$pa,paramtable$smKGE, f = 0.1),col="red")
plot(paramtable$po,paramtable$smKGE,ylim = c(-0.25,0.7),xlab = "psi air entry", pch = 20)
lines(lowess(paramtable$po,paramtable$smKGE, f = 0.1),col="red")
plot(paramtable$vgseng1,paramtable$smKGE,ylim = c(-0.25,0.7),xlab = "vgseng1", pch = 20)
lines(lowess(paramtable$vgseng1,paramtable$smKGE, f = 0.1),col="red")
plot(paramtable$vgseng2,paramtable$smKGE,ylim = c(-0.25,0.7),xlab = "vgseng2", pch = 20)
lines(lowess(paramtable$vgseng2,paramtable$smKGE, f = 0.1),col="red")
plot(paramtable$vgseng3,paramtable$smKGE,ylim = c(-0.25,0.7),xlab = "vgseng3", pch = 20)
lines(lowess(paramtable$vgseng3,paramtable$smKGE, f = 0.1),col="red")

par(old.par)

### end plot all data for GLUE

paste0("cwws32_run",which(NSElist == Reduce(max, NSElist), arr.ind=TRUE),"$bd$streamflow")
## [1] "cwws32_run24$bd$streamflow"
paste0("cwws32_run",which(lnNSElist == Reduce(max, lnNSElist), arr.ind=TRUE),"$bd$streamflow")
## [1] "cwws32_run167$bd$streamflow"
paste0("cwws32_run",which(KGElist == Reduce(max, KGElist), arr.ind=TRUE),"$bd$streamflow")
## [1] "cwws32_run24$bd$streamflow"
{plot(cwws32_run33$bd$date,cwws32_run33$bd$streamflow, type = "l", col = 'red', main = "Observed Streamflow vs Top Runs", xlab = "Date", ylab = "Streamflow")
lines(cwws32_run65$bd$date,cwws32_run65$bd$streamflow, col = 'blue')
#lines(cwws32_run46$bd$date,cwws32_run46$bd$streamflow, col = 'green')
lines(simmerge1$Date,simmerge1$observedstreamflow, col = 'orange', lwd = 2, lty = 2)}

#{plot(paste("cwws32_run",which(NSElist == Reduce(max, NSElist), arr.ind=TRUE),"$bd$date", sep = ""),paste("cwws32_run",which(NSElist == Reduce(max, NSElist), arr.ind=TRUE),"$bd$streamflow", sep = ""), type = "l", col = 'red', main = "Observed Streamflow vs Top Runs", xlab = "Date", ylab = "Streamflow")
#lines(paste("cwws32_run",which(lnNSElist == Reduce(max, lnNSElist), arr.ind=TRUE),"$bd$date", sep = ""),paste("cwws32_run",which(lnNSElist == Reduce(max, lnNSElist), arr.ind=TRUE),"$bd$streamflow", sep = ""), col = 'blue')
#lines(cwws32_run80$bd$date,cwws32_run80$bd$streamflow, col = 'green')
#lines(paste("cwws32_run",which(KGElist == Reduce(max, KGElist), arr.ind=TRUE),"$bd$date", sep = ""),paste("cwws32_run",which(KGElist == Reduce(max, KGElist), arr.ind=TRUE),"$bd$streamflow", sep = ""), col = 'orange', lwd = 2, lty = 2)
#legend("topleft",inset = 0.05, legend=c("Oberved Discharge","Best NSE","BEST lnNSE","Best KGE"), col=c("orange","red","blue","green"), lty=c(2,1,1,1))}

{plot(cwws32_run24$bd$date,cwws32_run24$bd$streamflow, type = "l", col = 'red', main = "Observed Streamflow vs Top Runs", xlab = "Date", ylab = "Streamflow", ylim = c(0,10))
#lines(cwws32_run47$bd$date,cwws32_run47$bd$streamflow, col = 'blue')
lines(obsws32$Date,obsws32$discharge_mm, col = 'black', lwd = 2, lty = 2)}

*** VALIDATION ***

Run Model once for validation, copied from previous code must clean up

Configure RHESSys Inputs/Outputs for a single run.

Use World Statefile created during spin-up. To run model one time at patch scale.

COMMAND LINE OPTIONS

-b Basin output option. Print out response variables for specified basins. -c Canopy stratum output option. Print out response variables for specified strata. -g Grow option. Try to read in dynamic bgc input data and output dynamic bgc parameters. -h Hillslope output option. Print out response variables for specified hillslopes. -p Patch output option. Print out response variables for specified patches. -r Routing option. Gives name of flow_table to define explicit routing connectivity. Also trigger use of explicit routing over TOPMODEL approach. -c Stratum output option. Print out response variables for specified strata.

patches listed top to bottom

input_rhessys = IOin_rhessys_input(
  version = rh_path,
  tec_file = "tecfiles/tec_daily",
  world_file = "CWWS32.world.Y2018M10D31H1.state.Y2018M10D31H1.state",
  world_hdr_prefix = "CWWS32",
  flowtable = "CWWS321.flow",
  start = "2013 11 1 1",
  end = "2018 11 1 1",
  output_folder = "out",
  output_prefix = "cwws32",
#  commandline_options = c("-b -g -p"))
 
 commandline_options = c("-b -p"))

#commandline_options = c("-b -g -p 1 110 136557 136557 -p 1 108 141942 141942 -p 1 108 149478 149478"))
#1 107 141942 136557
#1 107 149478 136557

## TEC file dictates model output, begin output a year in to allow model SM to stabilize
# do not output_state or worldfile may be overwritten as output is created
input_tec_data = IOin_tec_std(start = "2015 11 1 1",
                              end = "2018 11 1 1",
                              output_state = FALSE)

input_hdr = IOin_hdr(
  basin = "defs/basin.def",
  hillslope = "defs/hillslope.def",
  zone = "defs/zone.def",
  soil = c("defs/soil_clay.def","defs/soil_clayloam.def","defs/soil_loam.def","defs/soil_loamysand.def","defs/soil_rock.def","defs/soil_sand.def","defs/soil_sandyclay.def","defs/soil_sandyclayloam.def","defs/soil_sandyloam.def","defs/soil_silt.def","defs/soil_siltyclay.def","defs/soil_siltyclayloam.def","defs/soil_siltyloam.def","defs/soil_water.def", "defs/soil_shallowloam.def", "defs/soil_shallowsandyclayloam.def", "defs/soil_shallowsandyloam.def"),
  landuse = "defs/lu_undev.def",
  stratum = c("defs/veg_deciduous/veg_deciduous.def","defs/veg_evergreen/veg_evergreen.def","defs/veg_deciduous_BES.def","defs/veg_eucalypt.def","defs/veg_grass.def","defs/veg_lawn_2cm.def","defs/veg_lawn_5cm.def","defs/veg_lawn_10cm.def","defs/veg_nonveg.def"),
  basestations = "clim/cwtws32local.base")

## Calibrated Values 

which(NSElist == Reduce(max, NSElist), arr.ind=TRUE)
## [1] 24
which(lnNSElist == Reduce(max, lnNSElist), arr.ind=TRUE)
## [1] 167
which(KGElist == Reduce(max, KGElist), arr.ind=TRUE)
## [1] 24
which(smNSElist == Reduce(max, smNSElist), arr.ind=TRUE)
## [1] 178
which(smlnNSElist == Reduce(max, smlnNSElist), arr.ind=TRUE)
## [1] 152
which(smKGElist == Reduce(max, smKGElist), arr.ind=TRUE)
## [1] 90
paramtable[which(NSElist == Reduce(max, NSElist), arr.ind=TRUE),]
##           m        k soil_dep      m_v      k_v       gw1       gw2       pa
## 24 1.040129 21.49736 0.182397 13.20473 5.427887 0.2425757 0.5045802 0.482758
##          po  vgseng1  vgseng2  vgseng3 run rowname       NSE     lnNSE      KGE
## 24 1.485481 1.607953 1.504618 1.179773  24    1972 0.6178649 0.5704424 0.728915
##         smNSE    smlnNSE       smKGE     calNSE    callnNSE    calKGE
## 24 -0.8937518 -0.7652586 -0.01036104 -0.8792622 -0.03861038 0.1750394
##      calsmNSE calsmlnNSE   calsmKGE    valNSE  vallnNSE    valKGE  valsmNSE
## 24 -0.3965009  -0.276653 0.05486002 0.7062631 0.8068161 0.7597554 -5.047753
##    valsmlnNSE    valsmKGE
## 24  -6.460445 -0.02098859
paramtable[which(lnNSElist == Reduce(max, lnNSElist), arr.ind=TRUE),]
##            m        k  soil_dep      m_v     k_v       gw1       gw2        pa
## 167 1.149045 34.44719 0.4785575 12.64039 2.16469 0.2550246 0.3436889 0.6749858
##           po  vgseng1  vgseng2  vgseng3 run rowname       NSE     lnNSE
## 167 1.393753 1.478127 1.734071 1.072606 167    9304 0.6173723 0.5730713
##          KGE     smNSE   smlnNSE      smKGE     calNSE    callnNSE    calKGE
## 167 0.688875 0.1878222 0.1688029 0.09808763 -0.8275109 -0.08693573 0.2540697
##      calsmNSE calsmlnNSE  calsmKGE    valNSE  vallnNSE    valKGE   valsmNSE
## 167 0.1843956  0.1330614 0.1452804 0.6480968 0.8270503 0.6824705 -0.3944545
##     valsmlnNSE  valsmKGE
## 167 -0.3948043 0.1010866
paramtable[which(KGElist == Reduce(max, KGElist), arr.ind=TRUE),]
##           m        k soil_dep      m_v      k_v       gw1       gw2       pa
## 24 1.040129 21.49736 0.182397 13.20473 5.427887 0.2425757 0.5045802 0.482758
##          po  vgseng1  vgseng2  vgseng3 run rowname       NSE     lnNSE      KGE
## 24 1.485481 1.607953 1.504618 1.179773  24    1972 0.6178649 0.5704424 0.728915
##         smNSE    smlnNSE       smKGE     calNSE    callnNSE    calKGE
## 24 -0.8937518 -0.7652586 -0.01036104 -0.8792622 -0.03861038 0.1750394
##      calsmNSE calsmlnNSE   calsmKGE    valNSE  vallnNSE    valKGE  valsmNSE
## 24 -0.3965009  -0.276653 0.05486002 0.7062631 0.8068161 0.7597554 -5.047753
##    valsmlnNSE    valsmKGE
## 24  -6.460445 -0.02098859
paramtable[which(smNSElist == Reduce(max, smNSElist), arr.ind=TRUE),]
##            m        k soil_dep     m_v      k_v       gw1       gw2        pa
## 178 2.241518 43.40689 0.489584 4.79811 1.403241 0.1339848 0.4134777 0.7102452
##           po  vgseng1   vgseng2   vgseng3 run rowname       NSE     lnNSE
## 178 1.596645 1.962048 0.4099895 0.7825564 178    1102 0.5150105 0.3811162
##           KGE     smNSE   smlnNSE     smKGE     calNSE   callnNSE    calKGE
## 178 0.4875417 0.4967475 0.4869248 0.4211376 -0.7991287 -0.5352031 0.4394012
##      calsmNSE calsmlnNSE calsmKGE   valNSE  vallnNSE    valKGE  valsmNSE
## 178 0.4629433  0.4385622 0.435892 0.429947 0.7824972 0.3833089 0.3112907
##     valsmlnNSE  valsmKGE
## 178  0.3486655 0.4454079
paramtable[which(smlnNSElist == Reduce(max, smlnNSElist), arr.ind=TRUE),]
##            m        k  soil_dep      m_v      k_v       gw1       gw2        pa
## 152 4.777016 3.907668 0.2098907 5.644302 2.802654 0.2790358 0.5774347 0.1203709
##           po  vgseng1  vgseng2  vgseng3 run rowname       NSE     lnNSE
## 152 1.284212 1.012549 1.262797 1.088251 152    2017 0.4656881 0.2312367
##           KGE     smNSE   smlnNSE     smKGE     calNSE   callnNSE    calKGE
## 152 0.4198658 0.4842866 0.5008508 0.4308432 -0.6569714 -0.6826709 0.4719979
##      calsmNSE calsmlnNSE  calsmKGE    valNSE  vallnNSE    valKGE  valsmNSE
## 152 0.4831142   0.480477 0.4460635 0.5030724 0.7276246 0.4046126 0.1090019
##     valsmlnNSE  valsmKGE
## 152  0.1537366 0.4268272
paramtable[which(smKGElist == Reduce(max, smKGElist), arr.ind=TRUE),]
##           m        k  soil_dep     m_v       k_v       gw1       gw2        pa
## 90 1.581785 41.12945 0.1776117 8.11574 0.8713272 0.2477113 0.4291277 0.3913392
##         po  vgseng1  vgseng2  vgseng3 run rowname       NSE     lnNSE       KGE
## 90 1.85424 1.459184 1.799894 1.381696  90    3422 0.5758698 0.4528591 0.5625411
##       smNSE   smlnNSE     smKGE     calNSE   callnNSE    calKGE  calsmNSE
## 90 0.392839 0.4858133 0.5188719 -0.8103798 -0.3642888 0.3967627 0.5130776
##    calsmlnNSE  calsmKGE   valNSE  vallnNSE    valKGE   valsmNSE valsmlnNSE
## 90  0.5818011 0.5385546 0.549254 0.8536674 0.4965023 -0.7221056  -0.803962
##     valsmKGE
## 90 0.5155763
stdpars<- IOin_std_pars(
            m = 1.581785,
            k = 41.12945,
            soil_dep= 0.1776117,
            m_v = 8.11574,
            k_v = 0.8713272,
            gw1 = 0.2477113,
            gw2 = 0.4291277,
            pa = 0.3913392,
            po = 1.85424,
            vgseng1 = 1.459184,
            vgseng2 = 1.799894,
            vgseng3 = 1.381696)

#change_def_file()
#test<- IOin_def_pars_simple(as.list("soil_shallowloam.def","porosity_decay", "1000", n = 150 ))

Run RHESSys once for validation

Read RHESSys Single Run Output

getwd()
## [1] "C:/Users/Carlos/Documents/R/win-library/4.0/RHESSysIOinR/extdata"
singlerunvalidation<- readin_rhessys_output("out/cwws32_runvalidation")

plot(singlerunvalidation$bd$streamflow~singlerunvalidation$bd$date, type = "l", main = "Streamflow", xlab = "Date", ylab = "Streamflow", col = 'DarkBlue')

plot(as.Date(singlerunvalidation$bd$date),singlerunvalidation$bd$rz_storage, type = "l", col = 'black', main = "Basin Scale Root Zone Storage",
    xlab = "Date", ylab = "mm")

#basin scale soil moisture
plot(singlerunvalidation$bd$rz_storage/singlerunvalidation$bdg$root_depth~singlerunvalidation$bd$date, type = "l", main = "RZ_Storage/Root_Depth x Date", xlab = "Date", ylab = "rz_Storage/root_depth", col = 'brown')

plot(singlerunvalidation$bd$lai~singlerunvalidation$bd$date, type = "l", main = "LAI", xlab = "Date", ylab = "LAI", col = 'DarkGreen')

plot(singlerunvalidation$bd$pet~singlerunvalidation$bd$date, type = "l", main = "Potential Evapotranspiration", xlab = "Date", ylab = "PET", col = 'DarkBlue')

plot(singlerunvalidation$bd$et~singlerunvalidation$bd$date, type = "l", main = "Evapotranspiration", xlab = "Date", ylab = "ET", col = 'darkslategray')

plot((singlerunvalidation$bd$unsat_stor/singlerunvalidation$bd$sat_def_z)~singlerunvalidation$bd$date, type = "l", main = "unsat_stor/sat_def_z", xlab = "Date", ylab = "vwc", col = 'DarkGreen')

Merge Observed and Simulated Data

## merge values instead of subsetting to match up with simulated dates
singlerunvalidation$bd<- merge(singlerunvalidation$bd,obsws32, by.x = "date", by.y = "Date", all = FALSE)

## merge soil moisture values but include all data
singlerunvalidation$data <-merge(singlerunvalidation$bd,obsws32sm, by.x = "date", by.y = "Date", all = TRUE)

Plot Observed and Simulated Data, Plot RHESSys Outputs

## Plot Hydrograph comparing modeled and observed streamflow
{hydrograph(input=singlerunvalidation$bd, streamflow=singlerunvalidation$bd$observedstreamflow, streamflow2 = singlerunvalidation$bd$streamflow, timeSeries = singlerunvalidation$bd$date, precip = singlerunvalidation$bd$streamflow,
           P.units = "mm", S.units = "mm normalized by basin area", S1.col = 'Blue', S2.col = 'Red')

legend("topleft",inset = .2, legend=c("Observed Streamflow","Predicted Streamflow"), col=c("blue","red"), lty=1:2)}

{plot(singlerunvalidation$data$date,singlerunvalidation$data$observedstreamflow.x, type = "l", xlab = "Date", ylab = "Streamflow", main = "Predicted vs Observed Streamflow")
lines(singlerunvalidation$data$date, singlerunvalidation$data$streamflow, col = 'RED')
legend("topright",inset = 0, legend=c("Observed Streamflow","Predicted Streamflow"), col=c("black","red"), lty=1:1)}

{plot(singlerunvalidation$data$date,singlerunvalidation$data$observedstreamflow.x, type = "l", xlab = "Date", ylab = "Streamflow", main = "Predicted vs Observed Log Streamflow", log = "y")
lines(singlerunvalidation$data$date, singlerunvalidation$data$streamflow, col = 'RED')
legend("topright",inset = 0, legend=c("Observed Streamflow","Predicted Streamflow"), col=c("black","red"), lty=1:1)}

predictedvsobservedstreamlm<- lm(observedstreamflow~streamflow, data = singlerunvalidation$bd)

{plot(singlerunvalidation$bd$observedstreamflow,singlerunvalidation$bd$streamflow, xlab = "Observed", ylab = "Predicted", main = "Predicted vs Observed Streamflow", xlim = c(0,55), ylim = c(0,55))
abline(a=0, b=1, col = 'RED', lty = 2, lwd = 2)
legend("right",inset = 0.01, legend = paste("R2 =",format(summary(predictedvsobservedstreamlm)$r.squared,digits=3)))}

{plot(singlerunvalidation$data$date,(singlerunvalidation$data$rz_storage/singlerunvalidation$data$rootdepth), type = "l", ylim = c(0,0.35), xlab = "Date", ylab = "RZ_Storage/Rootdepth", main = "Predicted vs Observed Basin Scale Soil Moisture")
lines(singlerunvalidation$data$date, singlerunvalidation$data$mergedsoilmoisture, col = 'RED')
legend("topright",inset = 0, legend=c("Observed Soil Moisture","Predicted Soil Moisture"), col=c("black","red"), lty=1:1)}

predictedvsobservedsoillm<- lm((rz_storage/rootdepth)~mergedsoilmoisture, data = singlerunvalidation$data)

{plot((singlerunvalidation$data$rz_storage/singlerunvalidation$data$rootdepth),singlerunvalidation$data$mergedsoilmoisture, xlab = "Observed", ylab = "Predicted", main = "Predicted vs Observed Basin Scale Soil Moisture", xlim = c(0.05,0.4), ylim = c(0.05,0.4))
abline(a=0, b=1, col = 'RED', lty = 2, lwd = 2)
legend("right",inset = 0.01, legend = paste("R2 =",format(summary(predictedvsobservedsoillm)$r.squared,digits=3)))}

## Plot other model outputs

par(mfrow=c(5,1), mar = c(2,5,4,2))

plot(singlerunvalidation$bd$date,singlerunvalidation$bd$tmin, type = "l", col = 'BLUE', ylim = c(-15,30), ylab = "Temperature", xlab = "Date")
lines(singlerunvalidation$bd$date,singlerunvalidation$bd$tmax, type = "l", col = 'RED')
plot(singlerunvalidation$bd$date,singlerunvalidation$bd$precip, type = "h", ylab = "Precipitation", xlab = "Date")
plot(singlerunvalidation$bd$date,singlerunvalidation$bd$streamflow, type = "l", ylab = "Streamflow", xlab = "Date", col = 'blue')
plot(singlerunvalidation$bd$date,singlerunvalidation$bd$baseflow, type = "l", ylab = "Baseflow", xlab = "Date", col = 'brown')
plot(singlerunvalidation$bd$date,singlerunvalidation$bd$rz_storage, type = "l", ylab = "RZ Storage", xlab = "Date", col = 'dark green')

plot(singlerunvalidation$bd$date,singlerunvalidation$bd$psn ,type = "l", ylab = "PSN", xlab = "Date")
plot(singlerunvalidation$bd$date,singlerunvalidation$bd$et, type = "l", ylab = "Evaoptranspiration", xlab = "Date")
plot(singlerunvalidation$bd$date,singlerunvalidation$bd$pet, type = "l", ylab = "PET", xlab = "Date")
plot(singlerunvalidation$bd$date,singlerunvalidation$bd$gw.Qout, type = "l", ylab = "Q out", xlab = "Date")
plot(singlerunvalidation$bd$date,singlerunvalidation$bd$gw.storage, type = "l", ylab = "GW Storage", xlab = "Date")

par(mfrow=c(1,1))

### will only plot in growth mode , used to check that vegetation is initialized properly ##
plot(singlerunvalidation$bdg$date, singlerunvalidation$bdg$lai, type = "l", main = "LAI", xlab = "Date", col = 'dark green')

plot(singlerunvalidation$bdg$date, singlerunvalidation$bdg$soilc, type = "l", main = "Soil Carbon", xlab = "Date", col = 'brown')

## plot cal/val sets

{plot(singlerunvalidation$data$date,(singlerunvalidation$data$rz_storage/singlerunvalidation$data$rootdepth), type = "l", ylim = c(0,0.35), xlab = "Date", ylab = "RZ_Storage/Rootdepth", main = "Predicted vs Observed Basin Scale Soil Moisture")
lines(obsws32smcal$Date,obsws32smcal$mergedsoilmoisture, col = "BLUE")
lines(obsws32smval$Date,obsws32smval$mergedsoilmoisture, col = "RED")
legend("topright",inset = 0, legend=c("Predicted Soil Moisture","Observed Calibration Soil Moisture", "Observed Validation Soil Moisture"), col=c("black","blue","red"), lty=c(1,1,1))}

{plot(singlerunvalidation$data$date,singlerunvalidation$data$streamflow, type = "l", xlab = "Date", ylab = "Streamflow", main = "Predicted vs Observed Basin Scale Streamflow")
lines(obsws32cal$Date,obsws32cal$observedstreamflow, col = "BLUE")
lines(obsws32val$Date,obsws32val$observedstreamflow, col = "RED")
legend("topright",inset = 0, legend=c("Predicted Streamflow","Observed Calibration Streamflow", "Observed Validation Streamflow"), col=c("black","blue","red"), lty=c(1,1,1))}

Spatial Data import and display of inputs

# Original input maps have been cropped before processing in R, without cropping the RHESSYs preparation in the R environment will not function properly, below are the input maps used by R
ws32<- raster("grassexport/cwt_ws32/basin_ws32.tif")
patches<- raster("grassexport/cwt_ws32/patch.tif")
acc10<- raster("grassexport/cwt_ws32/acc10.tif")
aspect10<- raster("grassexport/cwt_ws32/aspect10.tif")
#bt1000<- raster("C:/Users/Carlos/Documents/R/win-library/4.0/RHESSysIOinR/extdata/rasters/cwt_ws32/ws32/b.t1000.tif")
dem10<- raster("grassexport/cwt_ws32/dem10.tif")
dem10f<- raster("grassexport/cwt_ws32/dem10f.tif")
dir10<- raster("grassexport/cwt_ws32/dir10.tif")
drain10<- raster("grassexport/cwt_ws32/drain10.tif")
#ht1000<- raster("C:/Users/Carlos/Documents/R/win-library/4.0/RHESSysIOinR/extdata/rasters/cwt_ws32/ws32/h.t1000.tif")
hillslope<- raster("grassexport/cwt_ws32/hillslope.tif")
roads<- brick("grassexport/cwt_ws32/roads.tif")
#shade10<- raster("C:/Users/Carlos/Documents/R/win-library/4.0/RHESSysIOinR/extdata/rasters/cwt_ws32/ws32/shade10.tif")
slope10<- raster("grassexport/cwt_ws32/slope10.tif")
streams<- raster("grassexport/cwt_ws32/streams.tif")
topidx10<- raster("grassexport/cwt_ws32/topidx10_100.tif")
#xmap<- raster("C:/Users/Carlos/Documents/R/win-library/4.0/RHESSysIOinR/extdata/rasters/cwt_ws32/ws32/xmap.tif")
#ymap<- raster("C:/Users/Carlos/Documents/R/win-library/4.0/RHESSysIOinR/extdata/rasters/cwt_ws32/ws32/ymap.tif")


plot(ws32, main ="ws32")

plot(patches, main = "patches")

plot(acc10, main = "acc10")

plot(aspect10, main = "aspect10")

#levelplot(bt1000, col.regions = brewer.pal(name='Spectral', n = 11),at=seq(0,6500,1))
#plot(bt1000, main = "bt1000")
plot(dem10, main = "dem10")

plot(dem10f, main = "dem10f")

plot(dir10, main = "dir10")

plot(drain10, main = "drain10")

#plot(ht1000, main = "ht1000")
{plot(hillslope, main = "hillslope")
  points(c(ObservedSMLocations[[3]][[3]][1],ObservedSMLocations[[3]][[4]][1],ObservedSMLocations[[3]][[5]][1]), c(ObservedSMLocations[[3]][[3]][2],ObservedSMLocations[[3]][[4]][2],ObservedSMLocations[[3]][[5]][2]), pch = 21, col = "black", bg = "red", lwd = 1)}

plot(roads, main = "roads")

#plot(shade10, main = "shade10")
plot(slope10, main = "slope10")

plot(streams, main = "streams")

plot(topidx10, main = "topidx10")

#plot(xmap, main = "xmap")
#plot(ymap, main = "ymap")

Show locations of measured soil moisture and soil maps

colorramp<- viridis(128)

{plot(dem10, col = colorramp, main = "Coweeta Observed Soil Moisture Locations")
points(c(ObservedSMLocations[[3]][[3]][1],ObservedSMLocations[[3]][[4]][1],ObservedSMLocations[[3]][[5]][1]), c(ObservedSMLocations[[3]][[3]][2],ObservedSMLocations[[3]][[4]][2],ObservedSMLocations[[3]][[5]][2]), pch = 21, col = "black", bg = "red", lwd = 1)}

matrix(c(ObservedSMLocations$Name[3],ObservedSMLocations$Name[4],ObservedSMLocations$Name[5],ObservedSMLocations[[3]][[3]][1],ObservedSMLocations[[3]][[4]][1],ObservedSMLocations[[3]][[5]][1],ObservedSMLocations[[3]][[3]][2],ObservedSMLocations[[3]][[4]][2],ObservedSMLocations[[3]][[5]][2]), nrow = 3, ncol = 3)
##      [,1]              [,2]               [,3]              
## [1,] "132 plot center" "275432.649744231" "3881522.05364127"
## [2,] "232 plot center" "275578.214010129" "3881428.55011708"
## [3,] "332 plot center" "275760.864807773" "3881284.18476691"
{plot(soilstaticmap, col = colorramp, main = "Coweeta Observed Soil Moisture Locations on Static Soil Map")
points(c(ObservedSMLocations[[3]][[3]][1],ObservedSMLocations[[3]][[4]][1],ObservedSMLocations[[3]][[5]][1]), c(ObservedSMLocations[[3]][[3]][2],ObservedSMLocations[[3]][[4]][2],ObservedSMLocations[[3]][[5]][2]), pch = 21, col = "black", bg = "red", lwd = 1)}

{plot(soilssurgo, col = colorramp, main = "Coweeta Observed Soil Moisture Locations on SSURGO Soil Map")
points(c(ObservedSMLocations[[3]][[3]][1],ObservedSMLocations[[3]][[4]][1],ObservedSMLocations[[3]][[5]][1]), c(ObservedSMLocations[[3]][[3]][2],ObservedSMLocations[[3]][[4]][2],ObservedSMLocations[[3]][[5]][2]), pch = 21, col = "black", bg = "red", lwd = 1)}

{plot(soildsm, col = colorramp, main = "Coweeta Observed Soil Moisture Locations on RSS Soil Map")
points(c(ObservedSMLocations[[3]][[3]][1],ObservedSMLocations[[3]][[4]][1],ObservedSMLocations[[3]][[5]][1]), c(ObservedSMLocations[[3]][[3]][2],ObservedSMLocations[[3]][[4]][2],ObservedSMLocations[[3]][[5]][2]), pch = 21, col = "black", bg = "red", lwd = 1)}

Display outputs from model run

## Extract values for single date
displayday <- singlerunvalidation$pd[which(singlerunvalidation$pd$date=="2018-03-21")]

## reclassify all patches to na and then reclassify to model output values
reclass_all<- c(-2147483648, 2147483647,NA)
reclass_allm<- matrix(reclass_all, ncol = 3, byrow = TRUE)
displaydaypatches<- reclassify(patches,reclass_allm)

displayday$calculatedrzsm <- displayday$rz_storage/displayday$root.depth

reclass_displayday <- cbind(displayday$patchID,displayday$calculatedrzsm)
reclass_displayday <- as.matrix(reclass_displayday)

displaydaypatches<- reclassify(patches,reclass_displayday)

## Plot Spatial Data Output for RZ Storage
#plot(displaydaypatches, xlim = c(280900,282500), ylim = c(4870000,4872000))

{plot(mask(displaydaypatches,ws32), xlim = c(275000,276200), ylim = c(3881000,3881600))
title("CW WS32 RZ Soil Moisture Prediction for 1 day", line = -2)
points(c(ObservedSMLocations[[3]][[3]][1],ObservedSMLocations[[3]][[4]][1],ObservedSMLocations[[3]][[5]][1]), c(ObservedSMLocations[[3]][[3]][2],ObservedSMLocations[[3]][[4]][2],ObservedSMLocations[[3]][[5]][2]), pch = 21, col = "black", bg = "red", cex = 2)
scalebar(200, xy=c(275200, 3880800), type='line',divs = "2")}

reclass_displayday <- cbind(displayday$patchID,displayday$root.depth)
reclass_displayday <- as.matrix(reclass_displayday)
displaydaypatches2<- reclassify(patches,reclass_displayday)

{plot(mask(displaydaypatches2,ws32), xlim = c(275000,276200), ylim = c(3881000,3881600))
title("CW WS32 root.depth Prediction for 1 day", line = -2)
scalebar(200, xy=c(275200, 3880800), type='line',divs = "2")}

reclass_displayday <- cbind(displayday$patchID,displayday$rz_storage)
reclass_displayday <- as.matrix(reclass_displayday)
displaydaypatches3<- reclassify(patches,reclass_displayday)

{plot(mask(displaydaypatches3,ws32), xlim = c(275000,276200), ylim = c(3881000,3881600))
title("CW WS32 rz_storage Prediction for 1 day", line = -2)
scalebar(200, xy=c(275200, 3880800), type='line',divs = "2")}

reclass_displayday <- cbind(displayday$patchID,displayday$sat_def)
reclass_displayday <- as.matrix(reclass_displayday)
displaydaypatches4<- reclassify(patches,reclass_displayday)

{plot(mask(displaydaypatches4,ws32), xlim = c(275000,276200), ylim = c(3881000,3881600))
title("CW WS32 Saturation Deficit Prediction for 1 day in mm", line = -2)
scalebar(200, xy=c(275200, 3880800), type='line',divs = "2")}

reclass_displayday <- cbind(displayday$patchID,(displayday$unsat_stor/displayday$sat_def_z))
reclass_displayday <- as.matrix(reclass_displayday)
displaydaypatches5<- reclassify(patches,reclass_displayday)

{plot(mask(displaydaypatches5,ws32), xlim = c(275000,276200), ylim = c(3881000,3881600))
title("CW WS32 unsaturated soil moisture vwc Prediction for 1 day", line = -2)
scalebar(200, xy=c(275200, 3880800), type='line',divs = "2")}

reclass_displayday <- cbind(displayday$patchID,((displayday$root_zone.S*displayday$potential_rz_store)/displayday$root.depth))
reclass_displayday <- as.matrix(reclass_displayday)
displaydaypatches6<- reclassify(patches,reclass_displayday)

{plot(mask(displaydaypatches6,ws32), xlim = c(275000,276200), ylim = c(3881000,3881600), zlim = c(0,0.50))
title("CW WS32 Rooting Depth VWC Prediction for 1 day", line = -2)
points(c(ObservedSMLocations[[3]][[3]][1],ObservedSMLocations[[3]][[4]][1],ObservedSMLocations[[3]][[5]][1]), c(ObservedSMLocations[[3]][[3]][2],ObservedSMLocations[[3]][[4]][2],ObservedSMLocations[[3]][[5]][2]), pch = 21, col = "black", bg = "red", cex = 2)
scalebar(200, xy=c(275200, 3880800), type='line',divs = "2")}

{plot(mask(displaydaypatches,ws32), xlim = c(275000,276200), ylim = c(3881000,3881600), zlim = c(0,0.50))
title("CW WS32 RZ Soil Moisture Prediction for 1 day", line = -2)
points(c(ObservedSMLocations[[3]][[3]][1],ObservedSMLocations[[3]][[4]][1],ObservedSMLocations[[3]][[5]][1]), c(ObservedSMLocations[[3]][[3]][2],ObservedSMLocations[[3]][[4]][2],ObservedSMLocations[[3]][[5]][2]), pch = 21, col = "black", bg = "red", cex = 2)
scalebar(200, xy=c(275200, 3880800), type='line',divs = "2")}

## Plot Hydrograph
{hydrograph(input=singlerunvalidation$bd, streamflow=singlerunvalidation$bd$observedstreamflow, streamflow2 = singlerunvalidation$bd$streamflow, timeSeries = singlerunvalidation$bd$date, precip = singlerunvalidation$bd$streamflow,
           P.units = "mm", S.units = "mm normalized by basin area", S1.col = 'Blue', S2.col = 'Red')
legend("topleft",inset = .2, legend=c("Observed Streamflow","Predicted Streamflow"), col=c("blue","red"), lty=1:2)}

### end show patch map




patchnumbers<- raster::extract(patches,matrix(c(ObservedSMLocations[[3]][[3]][1],ObservedSMLocations[[3]][[4]][1],ObservedSMLocations[[3]][[5]][1],ObservedSMLocations[[3]][[3]][2],ObservedSMLocations[[3]][[4]][2],ObservedSMLocations[[3]][[5]][2]), nrow = 3, ncol = 2))


ObserveSoilMoisturePatches <- matrix(c(ObservedSMLocations$Name[3],ObservedSMLocations$Name[4],ObservedSMLocations$Name[5],ObservedSMLocations[[3]][[3]][1],ObservedSMLocations[[3]][[4]][1],ObservedSMLocations[[3]][[5]][1],ObservedSMLocations[[3]][[3]][2],ObservedSMLocations[[3]][[4]][2],ObservedSMLocations[[3]][[5]][2],patchnumbers), nrow = 3, ncol = 4)


## Extract values for a single patch, select patch ID
ObserveSoilMoisturePatches[1,4]
## [1] "136557"
displaypatch<- singlerunvalidation$pd[which(singlerunvalidation$pd$patchID==ObserveSoilMoisturePatches[1,4])]
ObserveSoilMoisturePatches[2,4]
## [1] "141942"
displaypatch2<- singlerunvalidation$pd[which(singlerunvalidation$pd$patchID==ObserveSoilMoisturePatches[2,4])]
ObserveSoilMoisturePatches[3,4]
## [1] "149478"
displaypatch3<- singlerunvalidation$pd[which(singlerunvalidation$pd$patchID==ObserveSoilMoisturePatches[3,4])]

plot(displaypatch$date,(displaypatch$rz_storage/displaypatch$root.depth), type = "l", xlab = "Date", ylab = "RZ Storage", main = 'CW WS27 More Detailed RZ Storage Patch #147322', ylim = c(0,.4))

{plot(smws32_1mean$Group.1,smws32_1mean$smois30A, type = "l", ylim = c(0,.4), col = 'darkorange', xlim=as.Date(c("2016-10-1","2019-10-1")), main = "CW WS32 More Detailed Soil Moisture vs Patches",
     xlab = "Date", ylab = "Soil Moisture mm")
lines(smws32_2mean$Group.1,smws32_2mean$smois30A,type = "l", col = 'darkred')
lines(smws32_3mean$Group.1,smws32_3mean$smois30A,type = "l", col = 'blue')
lines(displaypatch$date,(displaypatch$rz_storage/displaypatch$root.depth), type = "l", xlab = "Date", ylab = "RZ Storage", col = 'red', lty = 2)
lines(displaypatch2$date,(displaypatch2$rz_storage/displaypatch2$root.depth), type = "l", xlab = "Date", ylab = "RZ Storage", col = 'green', lty = 2)
lines(displaypatch3$date,(displaypatch3$rz_storage/displaypatch3$root.depth), type = "l", xlab = "Date", ylab = "RZ Storage", col = 'black', lty = 2)



# plot(smws32_1mean$smois30A,(displaypatch$rz_storage/displaypatch$root.depth))

legend("bottomleft",inset = .01, legend=c("Observed Patch 1","Predicted Patch 1","Observed Patch 2","Predicted Patch 2","Observed Patch 3","Predicted Patch 3"), col=c("darkorange", "red","darkred","green","blue","black"), lty=c(1,2,1,2,1,2))}

{plot(smws32_2mean$Group.1,smws32_2mean$smois30A, type = "l", ylim = c(0,0.4), col = 'BLUE', xlim=as.Date(c("2016-10-1","2019-10-1")), main = "CW WS32 More Detailed Soil Moisture vs Patch #154914",
     xlab = "Date", ylab = "Soil Moisture mm")
lines(displaypatch$date,(displaypatch$rz_storage/displaypatch$root.depth), type = "l",lwd = 2, xlab = "Date", ylab = "RZ Storage", main = 'CW WS27 More Detailed RZ Storage Patch #154914', col = 'red')
lines(displaypatch$date, ((displaypatch$root_zone.S*displaypatch$potential_rz_store)/displaypatch$root.depth), type = "l", col = "green")
legend("bottomleft",inset = .01, legend=c("Observed Soil Moisture","Predicted Soil Moisture"), col=c("blue","red"), lty=1:1)}

#
#obsws32cal <- obsws32[obsws32$Date >= Caldates[1] & obsws32$Date <= Caldates[2], ]
#obsws32val <- obsws32[obsws32$Date >= Valdates[1] & obsws32$Date <= Valdates[2], ]
#obsws32smcal <- obsws32sm[obsws32sm$Date >= Caldates[1] & obsws32sm$Date <= Caldates[2], ]
#obsws32smval <- obsws32sm[obsws32sm$Date >= Valdates[1] & obsws32sm$Date <= Valdates[2], ]

head(obsws32cal)
##             Date flow discharge_mm observedstreamflow
## 22961 2017-01-01 2.30     2.172645           2.172645
## 22962 2017-01-02 3.04     2.871669           2.871669
## 22963 2017-01-03 2.72     2.569388           2.569388
## 22964 2017-01-04 2.11     1.993165           1.993165
## 22965 2017-01-05 1.92     1.813686           1.813686
## 22966 2017-01-06 1.81     1.709777           1.709777
head(obsws32val)
##             Date flow discharge_mm observedstreamflow
## 23311 2017-12-17 2.14     2.021504           2.021504
## 23312 2017-12-18 2.27     2.144306           2.144306
## 23313 2017-12-19 2.23     2.106521           2.106521
## 23314 2017-12-20 3.39     3.202289           3.202289
## 23315 2017-12-21 2.74     2.588281           2.588281
## 23316 2017-12-22 2.60     2.456033           2.456033
head(obsws32smcal)
##         Date flow discharge_mm observedstreamflow smois30site1a smois30site1b
## 1 2017-01-01 2.30     2.172645           2.172645     0.2194375     0.2468125
## 2 2017-01-02 3.04     2.871669           2.871669     0.2241528     0.2509896
## 3 2017-01-03 2.72     2.569388           2.569388     0.2184132     0.2409236
## 4 2017-01-04 2.11     1.993165           1.993165     0.1952743     0.2236250
## 5 2017-01-05 1.92     1.813686           1.813686     0.1825451     0.2149410
## 6 2017-01-06 1.81     1.709777           1.709777     0.1745729     0.2097500
##   smois60site1a smois60site1b smois30site2a smois30site2b smois60site2a
## 1     0.1988021     0.2463715     0.2162465     0.2141181     0.2191528
## 2     0.2243646     0.2737917     0.2244410     0.2392847     0.2239028
## 3     0.2177813     0.2657361     0.2209722     0.2291771     0.2154028
## 4     0.1993090     0.2483194     0.2058437     0.2039549     0.1967431
## 5     0.1845556     0.2335799     0.1972882     0.1883021     0.1870486
## 6     0.1744132     0.2231181     0.1914861     0.1774236     0.1808646
##   smois60site2b smois30site3a smois30site3b smois60site3a smois60site3b
## 1     0.1775868     0.2830729     0.2573576     0.2625312     0.2399167
## 2     0.2186528     0.2833924     0.2626007     0.2942917     0.2684410
## 3     0.2180486     0.2697604     0.2480833     0.2926944     0.2704132
## 4     0.1968403     0.2399167     0.2206285     0.2794965     0.2609514
## 5     0.1786215     0.2264861     0.2081111     0.2668299     0.2512847
## 6     0.1669340     0.2187014     0.2009896     0.2569028     0.2437292
##   mergedsoilmoisture
## 1          0.2317839
## 2          0.2490255
## 3          0.2422839
## 4          0.2225752
## 5          0.2099661
## 6          0.2015738
head(obsws32smval)
##           Date flow discharge_mm observedstreamflow smois30site1a smois30site1b
## 351 2017-12-17 2.14     2.021504           2.021504     0.1181493     0.2395313
## 352 2017-12-18 2.27     2.144306           2.144306     0.1165625     0.2392708
## 353 2017-12-19 2.23     2.106521           2.106521     0.1135139     0.2332326
## 354 2017-12-20 3.39     3.202289           3.202289     0.1484514     0.2609861
## 355 2017-12-21 2.74     2.588281           2.588281     0.1391528     0.2532083
## 356 2017-12-22 2.60     2.456033           2.456033     0.1312049     0.2428194
##     smois60site1a smois60site1b smois30site2a smois30site2b smois60site2a
## 351     0.1677882     0.2054826     0.1575382     0.1352778            NA
## 352     0.1635625     0.2064132     0.1605903     0.1370000            NA
## 353     0.1600174     0.2057812     0.1585660     0.1363750            NA
## 354     0.1844479     0.2319132     0.1872778     0.1721458            NA
## 355     0.2092639     0.2517917     0.1925139     0.1736111            NA
## 356     0.1954965     0.2400937     0.1847604     0.1649479            NA
##     smois60site2b smois30site3a smois30site3b smois60site3a smois60site3b
## 351    0.09663194     0.2347188     0.1869757     0.2350000     0.2169896
## 352    0.09784375     0.2385694     0.1832847     0.2350000     0.2167847
## 353    0.09828472     0.2289757     0.1792153     0.2350000     0.2160000
## 354    0.12405208     0.2609826     0.2203681     0.2421354     0.2173993
## 355    0.14059028     0.2525278     0.2136979     0.2712326     0.2365937
## 356    0.13011806     0.2397049     0.1995382     0.2683160     0.2404201
##     mergedsoilmoisture
## 351          0.1812803
## 352          0.1813529
## 353          0.1786329
## 354          0.2045600
## 355          0.2121985
## 356          0.2034018
#subset Validation range based on Val Dates set by available SM data

validationsubset <- singlerunvalidation$bd[singlerunvalidation$bd$date >= Valdates[1] & singlerunvalidation$bd$date <= Valdates[2], ]

## Fit tests for streamflow

NSE(validationsubset$streamflow,validationsubset$observedstreamflow)
## [1] 0.5514523
NSE(validationsubset$streamflow,validationsubset$observedstreamflow, FUN = log, epsilon = "Pushpalatha2012", na.rm=TRUE)
## [1] 0.8554523
KGE(validationsubset$streamflow,validationsubset$observedstreamflow)
## [1] 0.4961708
# Plot Observed and Predicted Streamflow

{plot(validationsubset$date,validationsubset$streamflow, type = 'l', lty = 2, col = 'RED', main = "Validation Subset Observed and Predicted Streamflow")
lines(validationsubset$date,validationsubset$observedstreamflow, type = 'l', col = 'BLACK')
legend("topright",inset = .1, legend=c("Observed Streamflow","Predicted Streamflow"), col=c("black","red"), lty=1:2)}

{plot(singlerunvalidation$bd$date,singlerunvalidation$bd$streamflow, type = 'l', lty = 2, col = 'RED', main = "Observed and Predicted Streamflow")
lines(singlerunvalidation$bd$date,singlerunvalidation$bd$observedstreamflow, type = 'l', col = 'BLACK')
legend("topright",inset = .1, legend=c("Observed Streamflow","Predicted Streamflow"), col=c("black","red"), lty=1:2)}

#Plot Model RZ SM outputs for patch
{plot(displaypatch$date,(displaypatch$rz_storage/displaypatch$root.depth), type = "l",ylim = c(0,0.50), ylab = "Root Zone Storage (mm/m) ", xlab = "Date", main = 'Root Zone Display Patch')
lines(displaypatch$date,(displaypatch$rz_field_capacity/displaypatch$root.depth), type = "l", col = "blue")
lines(displaypatch$date,(displaypatch$rz_wilting_point/displaypatch$root.depth), type = "l", col = "red")
legend("bottomleft",inset = .1, legend=c("Predicted RZ Storage","RZ Field Capacity","RZ Wilting Point"), col=c("black","blue","red"), lty=1:1)}

{plot(displaypatch$date,(displaypatch$unsat_stor/displaypatch$sat_def_z), type = "l",ylim = c(0,0.50), ylab = "Root Zone Storage (mm/m) ", xlab = "Date", main = 'Root Zone Display Patch')
legend("bottomleft",inset = .1, legend=c("Predicted RZ Storage","RZ Field Capacity","RZ Wilting Point"), col=c("black","blue","red"), lty=1:1)}

{plot(smws32_2mean$Group.1,smws32_2mean$smois30A, type = "l", ylim = c(0,0.4), col = 'BLUE', xlim=as.Date(c("2016-10-1","2019-10-1")), main = "CW WS32 More Saturated Zone VWC vs Patch #154914",
     xlab = "Date", ylab = "Soil Moisture mm")
lines(displaypatch$date,(displaypatch$unsat_stor/displaypatch$sat_def_z), type = "l", xlab = "Date", ylab = "RZ Storage", main = 'CW WS27 More Detailed RZ Storage Patch #154914', col = 'red')
legend("bottomleft",inset = .01, legend=c("Observed Soil Moisture","Predicted Soil Moisture"), col=c("blue","red"), lty=1:1)}

Model Validation

Valdates
## [1] "2017-12-17" "2018-05-15"
## for now run top run and record values

paramtable[which(KGElist == Reduce(max, KGElist), arr.ind=TRUE),]
##           m        k soil_dep      m_v      k_v       gw1       gw2       pa
## 24 1.040129 21.49736 0.182397 13.20473 5.427887 0.2425757 0.5045802 0.482758
##          po  vgseng1  vgseng2  vgseng3 run rowname       NSE     lnNSE      KGE
## 24 1.485481 1.607953 1.504618 1.179773  24    1972 0.6178649 0.5704424 0.728915
##         smNSE    smlnNSE       smKGE     calNSE    callnNSE    calKGE
## 24 -0.8937518 -0.7652586 -0.01036104 -0.8792622 -0.03861038 0.1750394
##      calsmNSE calsmlnNSE   calsmKGE    valNSE  vallnNSE    valKGE  valsmNSE
## 24 -0.3965009  -0.276653 0.05486002 0.7062631 0.8068161 0.7597554 -5.047753
##    valsmlnNSE    valsmKGE
## 24  -6.460445 -0.02098859
paramtable[which(smKGElist == Reduce(max, smKGElist), arr.ind=TRUE),]
##           m        k  soil_dep     m_v       k_v       gw1       gw2        pa
## 90 1.581785 41.12945 0.1776117 8.11574 0.8713272 0.2477113 0.4291277 0.3913392
##         po  vgseng1  vgseng2  vgseng3 run rowname       NSE     lnNSE       KGE
## 90 1.85424 1.459184 1.799894 1.381696  90    3422 0.5758698 0.4528591 0.5625411
##       smNSE   smlnNSE     smKGE     calNSE   callnNSE    calKGE  calsmNSE
## 90 0.392839 0.4858133 0.5188719 -0.8103798 -0.3642888 0.3967627 0.5130776
##    calsmlnNSE  calsmKGE   valNSE  vallnNSE    valKGE   valsmNSE valsmlnNSE
## 90  0.5818011 0.5385546 0.549254 0.8536674 0.4965023 -0.7221056  -0.803962
##     valsmKGE
## 90 0.5155763
{plot(cwws32_run136$bd$date,cwws32_run136$bd$streamflow, type = "l", col = 'red', main = "Observed Streamflow vs Top KGE Run", xlab = "Date", ylab = "Streamflow")
lines(obsws32$Date,obsws32$discharge_mm, col = 'orange', lwd = 2, lty = 2)}

valsubset <- simmerge136[simmerge136$Date >= Valdates[1] & simmerge136$Date <= Valdates[2], ]

ValKGE<- KGE(sim = valsubset$streamflow, obs = valsubset$observedstreamflow)


valsubsetsm<- simmergesm136[simmergesm136$Date >= Valdates[1] & simmergesm136$Date <= Valdates[2],]

ValsmKGE<- KGE(sim = valsubsetsm$rz_storage/valsubsetsm$rootdepth, obs = valsubsetsm$mergedsoilmoisture)



ValKGE
## [1] 0.2835072
ValsmKGE
## [1] 0.4668512

Combine calibration outputs

getwd()
## [1] "C:/Users/Carlos/Documents/R/win-library/4.0/RHESSysIOinR/extdata"
dsmdist<- read.csv("out/dsmcalibrationoutput1023.txt", sep=" ")
ssurgodist<- read.csv("out/ssurgocalibrationoutput1023.txt", sep = " ")
staticdist<- read.csv("out/staticcalibrationoutput1023.txt", sep = " ")

ssurgodist
##             m          k  soil_dep        m_v        k_v       gw1       gw2
## 1   4.9049692 22.4993762 0.1154618 13.6255312 12.5386328 0.2030855 0.1083525
## 2   2.4067495 30.7678763 0.4274962 12.1701530  1.0369840 0.2142909 0.3266745
## 3   3.4793874  8.3914200 0.2487633  5.5504568  8.8394967 0.1527464 0.1883463
## 4   2.1599461 26.5094511 0.3286098  4.3943265  7.6371606 0.2303580 0.5121772
## 5   3.0063998 35.7747194 0.3365424  4.5989563  9.7362040 0.1455488 0.5601428
## 6   1.8859355 40.8242880 0.1249976  7.5896634  3.7390950 0.2750464 0.2456923
## 7   1.7485066 18.6882125 0.4796338  2.5456431  7.5370872 0.1891872 0.2871406
## 8   2.6748460  3.1997660 0.3001760  0.8934533  0.6250054 0.1563588 0.4098198
## 9   1.8209964 19.8916598 0.1374903  5.8753606 13.7107657 0.2101497 0.5752031
## 10  1.8332943 45.7929593 0.2428886 12.7425242  7.4705120 0.1350219 0.2388537
## 11  0.7164907 34.6138654 0.4693476  1.7972628 12.9542933 0.2241619 0.1320184
## 12  2.9535724 33.0292292 0.1714317  2.8495289  5.0497037 0.2409353 0.3160109
## 13  3.2501004 42.9691576 0.4211703 14.0574182  1.7734201 0.1438809 0.1011326
## 14  3.8534676 55.1976732 0.1552641  9.8427705  6.4341494 0.1202316 0.2481015
## 15  4.2681957 12.2258897 0.4985123  1.6648460  4.1514824 0.1095405 0.4079000
## 16  0.6257779 36.2622953 0.1136078 12.3059438  1.8828807 0.2039728 0.4657808
## 17  0.7144826 11.4803103 0.4956568 10.2977158  0.9399384 0.2552123 0.4845960
## 18  3.5253193 14.1171369 0.4682764  2.6957420  2.2181307 0.1337797 0.5334391
## 19  0.6134446  4.8349892 0.2515768  4.8603898  5.9877848 0.1180730 0.5875913
## 20  4.0644502  1.9449133 0.1843174  1.0332215  6.8139056 0.2856574 0.2166484
## 21  3.6576849 44.9838395 0.1270450 10.3652048  1.3430104 0.2719348 0.5348846
## 22  1.5993592 33.8004731 0.1814927 11.5614277  3.1666692 0.2336306 0.2225341
## 23  0.5040241 22.4032795 0.3382123 14.0263645 11.0491563 0.1111075 0.2975083
## 24  1.0401288 21.4973618 0.1823970 13.2047289  5.4278869 0.2425757 0.5045802
## 25  1.0647582 59.0530925 0.4597748  5.9401712  3.2172008 0.2237443 0.1471745
## 26  3.4091517 59.7769746 0.1083893  8.1862551  6.6990591 0.2877357 0.3813863
## 27  0.5482016 34.3894715 0.3329838  9.2959094  2.8836320 0.1087318 0.5266662
## 28  2.8769132 10.6498938 0.1456415 11.9589233  7.0920403 0.1563051 0.4079164
## 29  4.3347045 55.8351771 0.4613700  8.9034059  2.6176789 0.2843536 0.3731314
## 30  2.5350528 28.5243036 0.1734294  5.4400082 14.4098298 0.1329949 0.3231158
## 31  1.4372836  9.6666566 0.4729182  8.0825788  5.8026485 0.2075037 0.4311370
## 32  0.9769224 25.8535502 0.3178894  2.6963389  3.6663905 0.1161783 0.3402870
## 33  2.7176909 56.9855883 0.4775040 10.8896031 14.0153559 0.1551780 0.1906773
## 34  3.0784224 17.3217009 0.1416683  3.5122041  4.0066938 0.2917786 0.2889545
## 35  1.3276351 12.1563627 0.2567973  8.8064187  5.7696602 0.2266615 0.5015913
## 36  3.9728964 31.1827413 0.2948250  3.8103050  2.6314292 0.1108767 0.4852571
## 37  1.8623035 47.2850879 0.4304697  3.0566511  1.7077179 0.1577646 0.4853655
## 38  1.7707499 23.5847309 0.1539863  8.4871822 14.5050745 0.2891983 0.3730947
## 39  2.1659590 49.1811894 0.2864038  1.9368631  3.5838811 0.1304920 0.3104428
## 40  2.9864116 22.3259287 0.1258648  4.4893663  8.7349865 0.2168823 0.4550546
## 41  0.6484681 25.0094206 0.1715894  3.9918671  9.3636306 0.2472575 0.1977263
## 42  2.4821616  9.9635777 0.3491509  8.5404903  9.2608536 0.2998646 0.2173434
## 43  2.7325437  8.6462636 0.2899923  4.3047151  8.4104286 0.1969951 0.1594193
## 44  0.9802123 13.1041531 0.2573512 12.8380156 10.3994116 0.2196136 0.3348719
## 45  2.0408686  0.6797004 0.1471462 10.1287523  6.8571545 0.2071671 0.3543407
## 46  3.6509550 14.2861381 0.3307821 11.3036247 12.8655790 0.2622874 0.3160165
## 47  1.5346075 15.6421771 0.1286037 10.4461764  2.7570551 0.2923546 0.3215411
## 48  4.6480602 26.5519515 0.4067555 13.9193774 12.2908231 0.2292113 0.4373144
## 49  1.6639788 55.5144779 0.1391758 14.1639417  5.4866553 0.1459596 0.5428872
## 50  1.9705515  6.4841342 0.2874455  1.4652498  9.8421513 0.1505302 0.3367494
## 51  3.5002318 20.4014273 0.3065796 10.4691408 10.8979570 0.2441804 0.2819572
## 52  2.1447729 10.9139041 0.3607568  6.3834153  4.9269465 0.1764151 0.2233103
## 53  4.3011453 23.5003529 0.2374251 13.7887621  2.3851435 0.2174891 0.1694230
## 54  2.0281112 35.3829032 0.1987422  5.2409142 12.0166630 0.1076959 0.4896331
## 55  2.6751037 55.0455542 0.4286164  7.9593624  6.7540113 0.1428810 0.5168689
## 56  4.2031632 57.3806082 0.3860317  7.0837388 13.0254319 0.1909434 0.2576967
## 57  2.5782015 47.6418908 0.3509838  6.1071974 14.6168390 0.1987970 0.1717061
## 58  4.6992350 50.2970370 0.3019598  3.6267867  6.6362231 0.1648381 0.2509845
## 59  4.1451515 44.4935435 0.3707940  7.4975574  9.5231157 0.2758972 0.5672285
## 60  0.6009209 16.0779568 0.2209888  2.6218411  6.0750399 0.2791817 0.3971882
## 61  3.6189140 25.3444081 0.3945591  4.0358619 13.4477909 0.1798469 0.4663153
## 62  3.7453649 58.1664890 0.3650659 12.1915163  9.4466096 0.2177848 0.5239239
## 63  0.9210099  1.3187419 0.1623704 10.6725250  9.9052333 0.1240813 0.3475561
## 64  3.4465804 26.8204672 0.2080842  6.2832963  8.8985443 0.1511368 0.4610258
## 65  2.9137805  5.9137284 0.2587145 14.6220687  2.0760948 0.2254271 0.2805514
## 66  2.8235022 48.1994402 0.1317630 12.4285402  3.4531062 0.1428800 0.1360929
## 67  2.1162155 17.2351301 0.4452678 13.5427372 10.4939890 0.2969232 0.1975129
## 68  3.1552510 20.4877325 0.2311781  6.9383713  1.5330637 0.2834560 0.1998115
## 69  2.6433122 57.4898617 0.3242565  1.2779695  5.1351083 0.1557800 0.3789590
## 70  1.5090767 23.9151841 0.2596842  0.7887013  2.9130242 0.1267087 0.2843443
## 71  4.4725723 12.5721399 0.4342350  5.6642993  5.7789070 0.2604348 0.5089935
## 72  4.9923682 45.2023192 0.3642637 11.0886016  3.1069167 0.2487446 0.5931660
## 73  1.6011143 35.0926538 0.2684786 12.6200512  6.8977167 0.1128723 0.4786287
## 74  4.4874938 39.5455092 0.4399976  1.2113681  3.9141783 0.2762229 0.3226408
## 75  2.8492449 38.3251905 0.4597892  3.8098068 14.2369893 0.1621162 0.4473670
## 76  3.7138766 27.3318199 0.1900155 12.9452370 12.1485151 0.2888425 0.4960431
## 77  1.2598972 31.6696209 0.4032982 12.7990937 12.3561996 0.1038479 0.3278648
## 78  3.2928623 30.4936841 0.3412607  6.4920672  5.4268699 0.1430565 0.3624518
## 79  1.2228527 56.4673612 0.1656379 12.0275264 11.4752822 0.1212135 0.3152750
## 80  4.3789822 51.9100023 0.3834270  4.2358471  9.5751258 0.2740570 0.1763739
## 81  3.2719787 35.4695962 0.1629077  0.5019589  2.4314373 0.1827633 0.1429198
## 82  1.3472402 32.3007599 0.3673064  1.3095045 10.7243223 0.2397703 0.5062794
## 83  4.8953053 59.2611786 0.2118332  6.6375519  6.2607542 0.1446642 0.5410945
## 84  3.1942519 40.1588979 0.1018476 10.4794466  9.8882222 0.1822007 0.4387325
## 85  4.9592231 45.5560871 0.2741147 13.7798725 13.0949553 0.2058380 0.5000754
## 86  4.4553255 58.0499302 0.1511175  3.9354198 10.2859877 0.2822398 0.4996041
## 87  1.2180063 14.6740201 0.4211255  9.4935187 11.3689639 0.2306591 0.4015246
## 88  1.3048950 42.4651388 0.2241977 13.3408116  7.3686400 0.1502583 0.3598939
## 89  1.0085376  1.0710129 0.3972172 14.8204466  5.9577913 0.2216529 0.5275352
## 90  1.5817854 41.1294542 0.1776117  8.1157405  0.8713272 0.2477113 0.4291277
## 91  3.5304249 15.3551288 0.3691731  5.1527058  6.4147954 0.2130550 0.2827870
## 92  2.8326475 10.4552046 0.3093272 11.8020818  9.6480285 0.2908414 0.2705425
## 93  2.3736966  3.5719722 0.3715815  7.6808641 11.3181136 0.1658741 0.2135586
## 94  0.8064651  9.5129132 0.4626862  0.8048471  3.0682157 0.1438606 0.3495411
## 95  3.4212571 54.2188859 0.3226396  5.0832451 10.3290111 0.1254480 0.1003364
## 96  3.1754480 17.8301738 0.2478600  7.1410165  4.7336329 0.2337279 0.1926710
## 97  2.6528292 28.2847956 0.2171048 14.0064103 13.2668261 0.1061940 0.2413148
## 98  3.7701017 11.5718837 0.3480505  4.3564351  9.0187252 0.2279008 0.5216438
## 99  3.0266250 15.0794619 0.1437196  7.5815315  7.7254314 0.1138379 0.3310065
## 100 2.0053121 58.7884657 0.1079892 11.5820263  2.4571855 0.2011866 0.5522539
## 101 4.7516202 59.7274423 0.2270104  4.1024862  7.9009646 0.2364594 0.3187847
## 102 2.4600753 34.0023177 0.2375757  1.7313118  9.1960543 0.1673600 0.5299621
## 103 2.5697588 37.3606656 0.2922301 13.4735757  0.5494664 0.1951221 0.4109237
## 104 3.9454358 39.3691792 0.4857739  8.8359254  7.0339035 0.1388027 0.4170730
## 105 2.2544635  9.0098946 0.3541856 10.1954041 12.5460469 0.2330692 0.5803596
## 106 1.6233791  4.6589818 0.3887042  5.7285639  1.1171665 0.2490050 0.3492750
## 107 0.7568265 56.7689230 0.3721366 11.8397866 14.1715641 0.2438155 0.3742347
## 108 2.7763172 53.1212332 0.2174230  5.2099922  4.0960589 0.1855257 0.1501674
## 109 4.2114215 25.4475743 0.1028396  5.7556938  4.5407962 0.2432191 0.1663115
## 110 3.6980682 29.3732941 0.2808096  9.9001333  9.1245845 0.1395363 0.4024533
## 111 0.9951837 24.5184681 0.3265019 11.2444378  4.7058182 0.2157582 0.1825176
## 112 2.5739118 45.0957332 0.2007684 13.3021527  5.1578042 0.2372296 0.2544813
## 113 2.1278544 31.9620093 0.3120933  8.2842510 11.0048262 0.2831446 0.2064051
## 114 1.7252608 53.3552643 0.2639221  3.3827405  1.2807495 0.1776700 0.4745579
## 115 1.3265852  5.5293062 0.4835959 11.0570534 11.6997727 0.2677586 0.2907198
## 116 3.5586678 41.5915118 0.1326528  6.9336097  7.9162123 0.2905374 0.4131491
## 117 2.4272165 37.1346713 0.1113663  4.5965250  6.4870999 0.2905430 0.2961513
## 118 3.1184677 20.8922622 0.3144633  8.1614834  2.9925994 0.1243004 0.5133948
## 119 0.9387943 57.8172065 0.1170893  9.1531933  5.8078486 0.2955550 0.4538252
## 120 2.2947373 35.4907426 0.2844833  3.1413425  5.7721033 0.2586750 0.4433126
## 121 3.3966758 40.1242669 0.4604639 13.1389258  9.7918666 0.2696125 0.2531761
## 122 3.9958025 43.8320597 0.3453099  7.0220555  4.8424337 0.2259157 0.5277145
## 123 0.8349048 38.5305033 0.2193587  7.2106450 10.0937444 0.1004008 0.2857140
## 124 0.9417628  7.2957118 0.3561314  9.6286914  6.3644027 0.2122080 0.2191521
## 125 1.1872409 53.8235124 0.2840683 13.0619774  9.6249187 0.1865519 0.2779001
## 126 2.4650530  0.5130693 0.2733256  1.1888706 14.8487197 0.1873842 0.4363479
## 127 0.6945449 27.6468943 0.1235678  6.0633830  5.5490336 0.1583402 0.4446249
## 128 4.3191152 12.6873583 0.2496789  8.7177540  3.6554820 0.1682981 0.1207928
## 129 4.7317730 46.8267834 0.4369550  6.0288843 13.5539006 0.2125718 0.2239061
## 130 1.9225263 20.1774321 0.3176094  9.9782950  1.6024659 0.2314739 0.4932349
## 131 2.3222467 56.4064526 0.3590594  7.6435547 12.6868101 0.1117855 0.3043687
## 132 2.0378684 41.0089691 0.3436827 10.0416888  9.1079114 0.2959690 0.4250473
## 133 4.4829531 34.7942950 0.3170732 14.5283622 11.5730926 0.1544988 0.3952312
## 134 1.9557917 44.5700949 0.1603416  1.0560547  3.4589674 0.2723291 0.3463187
## 135 4.3440428 24.9495939 0.1354113 14.7157920  1.0607720 0.1155288 0.4201881
## 136 4.1721498 13.4175601 0.1133911 10.3453788  3.8324710 0.1717331 0.5797764
## 137 3.9166488 24.7432313 0.4095167 10.8278068 14.4487961 0.2700589 0.1259822
## 138 4.5508056 15.8507089 0.2336999 11.2384036  5.9171043 0.1191508 0.5461420
## 139 1.1133848 36.7662137 0.4491487  1.3851860  4.7960651 0.2931498 0.5468826
## 140 4.9194716 49.1247119 0.3880268  8.4162443  7.1615888 0.1755439 0.3295141
## 141 1.4912671 10.3044329 0.3325753  9.7169959  8.2188161 0.1812374 0.4401627
## 142 2.7460853 40.4689028 0.4281874  3.8454695  6.0717688 0.1594581 0.2567174
## 143 4.1074970 54.7283773 0.2445800  8.1601377  6.8755617 0.2389351 0.2318835
## 144 0.6802881  3.6660428 0.3843343  4.8721036  7.4215618 0.1122175 0.3851497
## 145 1.8552089 39.1647815 0.3769340  1.6653319 10.6073564 0.2317831 0.1451060
## 146 1.1199949 37.4854217 0.3373306  2.4414256  9.3079541 0.2897785 0.1036001
## 147 4.4988406 46.3638336 0.1945113 11.4873570  9.9918170 0.1706895 0.2010644
## 148 1.6806021 48.6271900 0.1757397 10.7837601  1.4769981 0.2211714 0.5185497
## 149 4.8169945 29.2175841 0.3740048  7.0046522  2.4999946 0.1725626 0.4294628
## 150 4.3091411  6.7817081 0.2009149  0.7117937  7.8275386 0.1057167 0.2966910
## 151 4.7601675 43.3007516 0.2120942 14.4448351 10.0649047 0.2093101 0.4770997
## 152 4.7770160  3.9076681 0.2098907  5.6443021  2.8026536 0.2790358 0.5774347
## 153 1.0496359 31.0848868 0.3579646  7.8581171  8.2810636 0.2347451 0.2673028
## 154 4.8855399 59.6121543 0.1211457 12.0140267  5.2625225 0.2703154 0.3876015
## 155 4.5806710 41.8384449 0.2510615  1.2644610 11.8923781 0.2412538 0.2354901
## 156 1.5431898 19.3725115 0.1681113  7.2755450  1.1757351 0.1534678 0.1845930
## 157 3.0599640  1.7544255 0.3757697 11.7514182  2.3469918 0.2516638 0.3711870
## 158 2.8656680  8.5092118 0.2978362  4.6732731  7.9679890 0.1687320 0.3987964
## 159 2.3452651  5.3087282 0.4123107 12.3332968  5.6017866 0.1871686 0.4698901
## 160 3.4707463  7.5532162 0.1077727  5.5858796 14.0331650 0.2770508 0.2719371
## 161 4.6383996 49.9360316 0.1994799  3.5631494  6.1543082 0.1405481 0.2099627
## 162 3.2129797 27.8843903 0.4647468  6.5265364  2.4101958 0.2612575 0.5431551
## 163 2.4160015  6.3021430 0.4884144 13.0034885  8.6035531 0.2008808 0.4702393
## 164 1.2596324 30.1054879 0.1852558 13.2512772  4.2333826 0.1965684 0.4056935
## 165 2.9236588 52.5658080 0.3306159  7.8266641  2.1508021 0.1085916 0.1210259
## 166 1.7950911 24.0183798 0.1881327  0.8204411 14.1034788 0.1501560 0.2329292
## 167 1.1490447 34.4471907 0.4785575 12.6403867  2.1646896 0.2550246 0.3436889
## 168 4.7252792 51.7348058 0.3087612  0.5874751 14.8294564 0.1500630 0.1154625
## 169 4.4789249 21.1821407 0.1958672  5.7192976 10.5714692 0.2014599 0.1814909
## 170 0.7423643 19.6640239 0.2412448 13.8506919  4.9906975 0.2691014 0.3008579
## 171 2.5083356 35.3402649 0.4139011  6.2730129  8.6493824 0.2679280 0.3836852
## 172 4.8321369 37.3531491 0.1921737  5.2894034 11.3713852 0.1101882 0.4333784
## 173 2.6848013 10.5611468 0.1801438  1.5395126 13.7827548 0.2453989 0.3520317
## 174 2.3867389 48.4249544 0.2350714 10.9631081  8.0418951 0.2118129 0.2737126
## 175 3.7389733 58.1819491 0.2789951  3.7412037  6.9852896 0.1841358 0.5541106
## 176 1.0698388 11.1001650 0.4923585  8.1444105  6.0025223 0.1220683 0.1323533
## 177 2.7091486 46.5317679 0.4160571 10.6030459  5.3140510 0.2844772 0.1548228
## 178 2.2415179 43.4068938 0.4895840  4.7981105  1.4032414 0.1339848 0.4134777
## 179 1.0255303 58.1411014 0.4487539  2.3546238  6.8813164 0.1758932 0.5615578
## 180 1.6576564 48.8012380 0.2125385  3.2823091  5.6582264 0.2433822 0.5823913
## 181 3.3711053 54.4530514 0.1573480 12.9201839  4.7554448 0.2189047 0.1789028
## 182 2.9936683 22.4186551 0.2053523 13.7105786  8.1522640 0.2357047 0.1825108
## 183 2.0187715 37.8814634 0.3112827  8.1920475  3.2555631 0.2538419 0.2598376
## 184 1.7039064 11.0625193 0.3443278 12.5850183 10.0233869 0.2196810 0.2449090
## 185 0.5742896 46.1899049 0.1060701 14.7476076 14.7716255 0.2730332 0.4289224
## 186 3.0659579 51.7909540 0.4078320  4.2561174  1.8412515 0.2357361 0.4275981
## 187 2.6138775 53.4695105 0.1141413 13.0982356 10.3640662 0.1521231 0.2289150
## 188 4.5914085 22.0299550 0.4242988 11.6739995  4.9255326 0.1958244 0.3802228
## 189 2.0646748  9.1154559 0.1556393  5.7379431 13.5019907 0.1379130 0.1375946
## 190 0.7199099 52.3555559 0.4865335  9.3683872  7.4755367 0.1987148 0.1446166
## 191 2.0864679 28.0782194 0.1303534  3.3572481 11.7925483 0.1996520 0.5650058
## 192 2.1864877 32.2140951 0.2659684  7.3287754  7.3874505 0.2816476 0.5965235
## 193 1.1064761 29.7931039 0.2034917  9.9148596  4.5877299 0.1490394 0.2015629
## 194 3.0945727 23.0823850 0.4184944  4.1252679 10.7595860 0.2369682 0.2039848
## 195 0.6721826 16.8697524 0.2932057  0.7896034  0.7638175 0.1859641 0.1310645
## 196 4.0705524 26.8747592 0.2628593  7.5240532  4.3420434 0.1293517 0.3662284
## 197 1.4601293  8.2036618 0.3303803 14.5463418 14.3456989 0.1287801 0.5897681
## 198 3.6539565 54.4964613 0.4537223  6.5952137  7.5911992 0.2064704 0.2660069
## 199 2.6005231 55.7769213 0.4508616  3.0671172  6.2633132 0.1196855 0.2155960
## 200 3.9591587 38.6888908 0.4848632  5.0572335  8.4751479 0.1848245 0.4842547
##            pa       po   vgseng1   vgseng2   vgseng3 run rowname         NSE
## 1   0.6783060 1.132501 1.3919695 1.4818469 0.5664533   1    3753  0.27659278
## 2   0.9879300 1.689656 0.4035990 1.8010754 1.8939901   2     180  0.37900232
## 3   0.7731696 1.996316 0.5262064 0.3912422 1.3903625   3      18  0.32469618
## 4   0.5566740 1.143725 1.7394242 1.7169723 0.3695991   4    1527  0.52747866
## 5   0.6925011 1.671186 1.6840984 0.4600854 0.4156485   5    3520  0.41789558
## 6   0.6403528 1.348976 1.2642375 0.9351488 0.1695635   6     760  0.44423051
## 7   0.1734727 1.022447 1.6112918 1.9421357 0.7210615   7    6883  0.55787028
## 8   0.9808765 1.908406 1.8541697 0.2786003 1.4339456   8    3075  0.52632625
## 9   0.4058827 1.533629 1.4452822 0.9008716 0.3867170   9      53  0.53682259
## 10  0.3307847 1.049119 1.1937643 1.9309638 0.7237700  10    2849  0.49530131
## 11  0.9953312 1.686353 0.1885252 1.1329191 0.4922245  11    7126  0.42257984
## 12  0.9687587 1.161083 0.1393509 1.2740430 0.4242682  12    9784  0.36172919
## 13  0.7835257 1.707009 0.4146203 1.2953692 1.7965766  13    4728  0.22811787
## 14  0.3046643 1.693944 1.2128841 1.1208335 0.3036915  14    2241  0.23336525
## 15  0.7038465 1.371923 1.3270466 0.7865092 1.8624942  15    9112  0.44804091
## 16  0.4006223 1.875979 1.1986187 1.4738338 0.4073993  16    2414  0.44620516
## 17  0.4640270 1.858524 1.1683431 1.5176102 1.2153475  17    7572  0.44429363
## 18  0.1720911 1.666780 0.2411949 1.5636298 0.6206267  18    3310  0.27462466
## 19  0.6563373 1.643688 1.4433680 0.5843720 1.2621579  19    9421 -0.20304711
## 20  0.1718767 1.898659 1.9071080 1.9782674 1.2238168  20    4270  0.47506333
## 21  0.8211265 1.867509 1.8264592 1.1013660 1.4483229  21     742  0.38407661
## 22  0.5427602 1.113051 0.6268198 0.8017157 0.9086077  22    1563  0.44528875
## 23  0.8334585 1.491971 0.4862823 0.3669615 1.4459058  23    3205 -0.01641226
## 24  0.4827580 1.485481 1.6079532 1.5046177 1.1797727  24    1972  0.56077677
## 25  0.4359428 1.790809 0.7010084 1.4349328 0.1420784  25     449  0.47569276
## 26  0.2758939 1.551759 1.2103743 1.1025986 1.4579780  26    4071  0.35579934
## 27  0.8269905 1.256200 1.7394743 0.1674132 0.1320862  27    5569  0.13610107
## 28  0.1351198 1.806480 1.2512131 0.8495926 0.1915091  28    7300  0.42184799
## 29  0.8310492 1.515287 0.3602487 1.6572156 0.4572146  29    8341  0.31648379
## 30  0.2928074 1.920315 1.8950099 1.3389780 1.1354766  30    8706  0.40479927
## 31  0.9656860 1.015178 0.7122407 1.7436741 0.1567522  31    2938  0.46492209
## 32  0.5859068 1.671456 0.3888726 1.2445087 0.7538126  32    3556  0.44364513
## 33  0.1836490 1.617650 0.5456082 0.9995934 0.6926106  33    3195  0.30104045
## 34  0.2495024 1.433364 1.4629396 1.6671877 1.9050454  34    9105  0.37956358
## 35  0.7149232 1.321293 0.6670285 1.6526669 1.8823944  35    1484  0.49596365
## 36  0.7963938 1.043942 0.2138989 1.8440551 0.6468270  36    3082  0.39981171
## 37  0.8829243 1.472098 1.4909552 0.1901553 0.5218096  37    4264  0.49478130
## 38  0.8578639 1.566705 1.8534863 0.3531618 0.8886306  38    3990  0.51529461
## 39  0.1585434 1.495566 1.3089013 1.6252998 0.8950849  39    5338  0.43697817
## 40  0.7588487 1.018313 1.8393594 0.9778787 0.9767565  40    7554  0.48867970
## 41  0.4587242 1.775144 0.7586659 0.7838023 1.3493877  41    5350  0.46863266
## 42  0.6629661 1.141354 1.4947749 0.9119686 0.5051173  42    5500  0.45911103
## 43  0.6477406 1.490181 1.0500842 1.9492833 1.7236081  43    1654  0.41566457
## 44  0.5052261 1.466623 1.5910667 0.4792167 0.2959472  44    1876  0.52724697
## 45  0.5524880 1.952062 1.6170086 1.7507534 0.3255139  45    3207  0.44387578
## 46  0.7170441 1.937923 1.3373281 0.2896211 1.8494068  46    6375  0.37291667
## 47  0.7749825 1.119174 0.1219538 0.8602989 0.9414341  47    8548  0.42506249
## 48  0.7010294 1.982210 0.7367806 0.1788541 1.9773532  48    4880  0.32151937
## 49  0.3609397 1.922647 1.7671781 1.8368581 1.0451828  49    4183  0.52816469
## 50  0.4662874 1.655958 0.8090251 1.3143100 0.1731514  50    2143  0.50828448
## 51  0.8067193 1.606893 0.5764301 1.3970781 1.5319581  51    2330  0.35776958
## 52  0.3392371 1.481623 1.5866547 1.7006390 0.8173217  52    2020  0.49008316
## 53  0.6547475 1.663813 0.6159583 1.3053968 1.9677873  53    7875  0.22999445
## 54  0.4231423 1.173055 1.5909927 0.7201649 1.7930982  54    1268  0.51005540
## 55  0.6953461 1.310516 1.5763484 0.3429903 0.6775710  55    8684  0.44520786
## 56  0.4257431 1.802819 1.0702614 1.5861496 1.1394263  56    9211  0.25539903
## 57  0.9173439 1.108280 1.1504349 0.1481292 0.6703577  57    3145  0.43075195
## 58  0.3611257 1.942548 1.5829453 0.4283435 1.6720663  58    9133  0.04847513
## 59  0.4023864 1.725622 1.0336530 1.5428414 1.4855253  59    4955  0.37171639
## 60  0.1029674 1.895878 0.9713199 0.9437267 0.6635188  60    9984  0.43601807
## 61  0.2398201 1.269438 1.3630453 0.2555130 1.9682911  61    5942  0.37140232
## 62  0.5657578 1.699274 1.7350642 1.9852649 1.8089662  62    8628  0.37556835
## 63  0.9134312 1.927786 1.7098080 0.5491959 1.1974579  63     957 -0.31286475
## 64  0.4087299 1.838281 0.5001039 0.5105957 0.4259500  64    2285  0.32589918
## 65  0.1576350 1.267852 0.7351321 0.4346573 1.5267460  65    5681  0.42286972
## 66  0.7227281 1.098196 1.9822744 0.2319058 0.8760266  66    1947  0.38580004
## 67  0.8740734 1.622351 0.8777977 1.1823886 0.5309829  67     845  0.42501083
## 68  0.5116014 1.877803 1.6568406 1.2911159 0.3520610  68    7539  0.31842348
## 69  0.1043446 1.884650 1.4608019 0.6609094 1.1351344  69    4271  0.38228274
## 70  0.5167536 1.119411 1.0020938 1.7034683 1.2504541  70    8331  0.44687199
## 71  0.7321770 1.587419 1.8824240 0.5364835 0.7560616  71    5865  0.40100664
## 72  0.5303160 1.273739 0.1602665 1.5403275 0.4443254  72    2316  0.32086858
## 73  0.2823715 1.888729 1.7940037 1.1612943 1.1100907  73    4499  0.54520740
## 74  0.6031492 1.470844 0.8485784 1.7306747 1.7029189  74    6289  0.42480613
## 75  0.6067251 1.017915 0.9090705 1.1682898 0.4638096  75    1154  0.44598870
## 76  0.2389526 1.207515 1.0472773 0.7922654 0.5028838  76    7725  0.40020408
## 77  0.8183783 1.151163 1.6909829 0.6514329 1.5508190  77    9197  0.50701680
## 78  0.1890553 1.085917 1.7917308 1.8942517 1.8363142  78    8428  0.36783123
## 79  0.9039337 1.225147 1.1097854 1.7296965 0.2086141  79    4200  0.49696170
## 80  0.2141346 1.965886 1.3062652 0.8471567 0.6849244  80    2527  0.23180778
## 81  0.3982131 1.075209 1.0002238 1.2533147 1.9453240  81    9755  0.41629763
## 82  0.7262259 1.512598 0.6390635 1.8647809 1.7652581  82    9075  0.48980388
## 83  0.1602076 1.248644 1.1139539 1.3251101 0.6170666  83    3905  0.25766584
## 84  0.3022057 1.278082 1.9487846 0.9299134 0.8390537  84    2249  0.38868504
## 85  0.9443189 1.794227 0.7456548 1.6719572 0.5983341  85    5395  0.34866263
## 86  0.6871752 1.368389 1.9170100 0.8812996 0.8780708  86    3468  0.39561343
## 87  0.3894855 1.589910 1.2216554 0.9372036 1.1720598  87    7965  0.54221750
## 88  0.9848534 1.772705 0.8671940 1.7860344 1.0641455  88    1059  0.50021984
## 89  0.1138917 1.220230 1.5467404 1.4556207 1.3425294  89    3243  0.01865329
## 90  0.3913392 1.854240 1.4591839 1.7998938 1.3816965  90    3422  0.49847249
## 91  0.8020529 1.717630 1.1272127 1.7877772 1.3672699  91    1976  0.36294931
## 92  0.4519378 1.031732 1.7582843 1.9109898 1.5069229  92    7203  0.46311527
## 93  0.9359588 1.222103 1.4178769 0.7000315 1.3374936  93    8203  0.53743477
## 94  0.2260445 1.733849 1.7512208 1.8849729 1.9252816  94    9396  0.47442092
## 95  0.5864369 1.613954 1.7237974 1.9055427 1.5576671  95    9671  0.26604862
## 96  0.5184576 1.668828 1.9737770 1.3743234 0.1460003  96    1610  0.34212357
## 97  0.5781218 1.408159 0.3342801 0.7341729 1.5193627  97    4396  0.36382458
## 98  0.8448135 1.238113 1.1840689 0.2000965 0.9007070  98    2500  0.45300936
## 99  0.3644972 1.426229 0.2035409 1.3471088 0.5743651  99    4276  0.34792359
## 100 0.1824002 1.261826 1.3843192 0.3036789 1.6543126 100    8228  0.48165647
## 101 0.9770902 1.506994 0.1330287 1.5865991 1.9857508 101    4848  0.28279733
## 102 0.2960067 1.700788 0.1783883 0.7263070 0.3426174 102    6491  0.26896247
## 103 0.1010367 1.148296 1.8072445 0.5281314 1.8146136 103    8302  0.42589266
## 104 0.2446619 1.689150 1.9254960 0.6772172 1.5577410 104    1026  0.28720549
## 105 0.1732364 1.722980 0.1132590 0.1629137 1.0322452 105    3912  0.45292449
## 106 0.4770520 1.440039 1.0946250 1.6822009 1.6661133 106    6007  0.55503612
## 107 0.9411201 1.706236 0.9369930 0.7418955 1.2455891 107     876  0.45898291
## 108 0.4164512 1.203028 1.6516975 0.2811060 0.2652905 108    3483  0.33479321
## 109 0.8691420 1.622468 0.7881594 0.4581952 0.8344956 109     375  0.25865394
## 110 0.5930767 1.992251 1.5376344 1.5970949 0.3677350 110    3968  0.32269313
## 111 0.5373446 1.301064 0.3427828 1.4713491 1.1545687 111    5346  0.45817441
## 112 0.7299441 1.475577 0.5607066 1.9131312 1.9563841 112    9673  0.36794258
## 113 0.7648324 1.735384 1.4747708 1.9064473 1.6919508 113    6712  0.42954370
## 114 0.9939214 1.370060 1.1538367 1.1061251 1.5742408 114    2079  0.49330222
## 115 0.9488705 1.834362 0.9925333 0.1677415 0.3028531 115    4810  0.51208838
## 116 0.9907196 1.087219 1.8245058 1.8153820 1.6686304 116    1793  0.46082416
## 117 0.2324361 1.314174 0.2774932 0.2219844 1.4360485 117    2795  0.36520994
## 118 0.8113679 1.846874 0.4647595 0.1125369 0.2796997 118    6082  0.35849084
## 119 0.6540369 1.519089 1.0218438 0.9700511 1.0506610 119    7437  0.48930889
## 120 0.3788631 1.945699 0.7229007 1.5753993 1.0127118 120    7348  0.42240309
## 121 0.3565116 1.104670 0.6481077 1.6097515 1.5842461 121    3948  0.33441626
## 122 0.7712741 1.596894 1.8603426 1.7809312 0.8063125 122    1587  0.38105110
## 123 0.5319367 1.988797 0.8686139 1.4146791 1.4203240 123    4045  0.48313214
## 124 0.8777057 1.931710 1.6028624 1.6439319 1.8319045 124    3717  0.54564667
## 125 0.4986869 1.824550 1.3028174 1.6510326 1.7069165 125    8380  0.52815396
## 126 0.6857233 1.731275 0.9535439 0.5654755 1.4751119 126    8735  0.34117990
## 127 0.9909522 1.199111 1.4008128 0.5828178 1.8546103 127    9025  0.32000691
## 128 0.7903447 1.308595 1.0412713 1.6882814 1.7845142 128    4562  0.28102578
## 129 0.2358183 1.637676 1.3263462 1.2137031 0.1075825 129    6985  0.23242151
## 130 0.4944341 1.256595 1.2850418 1.4420176 0.6330931 130    8747  0.52280732
## 131 0.7491883 1.362206 0.7707655 0.8507148 0.1737646 131    4800  0.41967971
## 132 0.8497211 1.978994 1.3587446 1.2975044 1.0622923 132      45  0.47357019
## 133 0.5461652 1.382095 0.2284736 1.2075014 0.9643034 133    2187  0.27370813
## 134 0.5364486 1.917176 1.0250913 1.0903407 0.5974655 134    1196  0.45858413
## 135 0.2858342 1.343734 1.7841685 0.2703308 0.3953771 135    6110  0.27371620
## 136 0.2545562 1.456646 1.6066604 1.9966373 0.7812533 136    9971  0.36362158
## 137 0.1017840 1.215610 1.0751875 1.2290681 0.1817609 137     931  0.24452003
## 138 0.8925405 1.053376 0.3090296 0.8589498 1.8134557 138    9163  0.35638967
## 139 0.4633693 1.768176 0.4447964 1.9351294 1.6211408 139    4864  0.48254757
## 140 0.2677577 1.206783 0.4496588 1.3539189 1.3148902 140    9182  0.23586416
## 141 0.8739679 1.234111 0.3951928 1.5633054 1.3191087 141    6996  0.46337706
## 142 0.4170257 1.093175 0.1032073 0.4891047 1.4303958 142    3457  0.32120212
## 143 0.3192292 1.244905 0.5666888 0.8283532 0.6508318 143    1492  0.25817222
## 144 0.2295410 1.830657 1.2940180 0.2510849 1.9270428 144    4758 -0.07464610
## 145 0.3039034 1.797718 1.3810875 0.6042756 1.7676304 145    9670  0.40030139
## 146 0.7076037 1.897334 0.6006708 1.6141968 0.7931006 146    3456  0.45404984
## 147 0.9513885 1.766138 0.1854722 1.6016338 1.7371530 147    3982  0.23329994
## 148 0.6303228 1.473222 1.0589404 0.6005708 0.6134246 148    2678  0.49133822
## 149 0.3616049 1.052176 1.7778879 0.1136267 1.2022655 149    4360  0.30758704
## 150 0.1179867 1.335647 0.3188069 1.1888536 0.8521090 150    7667  0.40867869
## 151 0.1656758 1.760657 0.4173679 1.0743201 0.3850700 151    6283  0.27697087
## 152 0.1203709 1.284212 1.0125490 1.2627971 1.0882511 152    2017  0.41853087
## 153 0.2599626 1.814201 0.6430869 1.6338019 1.8920706 153    2788  0.49838884
## 154 0.5963412 1.671546 1.2576336 0.4290395 0.2736196 154    3773  0.31451495
## 155 0.7990457 1.960575 0.7073373 0.9286347 1.4949391 155    8591  0.34806716
## 156 0.6372070 1.843659 1.2343696 1.0417615 1.0754909 156    2435  0.50436752
## 157 0.9251704 1.753979 1.3343816 0.1260691 1.3611393 157    3293  0.49960285
## 158 0.8521267 1.682237 0.8115295 1.8226988 0.2126946 158    8271  0.45129215
## 159 0.3681972 1.574113 1.6669638 1.9535908 0.8608421 159    8837  0.54263678
## 160 0.3141412 1.817805 1.4383489 0.1064938 0.5858059 160    7722  0.37955227
## 161 0.4136634 1.161507 0.9251244 0.5065498 1.2015339 161    2796 -0.38886967
## 162 0.5556816 1.175738 0.9109953 0.1404188 1.5969471 162    8277  0.42580686
## 163 0.4894011 1.390807 0.5374263 0.8112909 0.2628929 163    7091  0.47875975
## 164 0.9092920 1.545775 1.1641820 1.2732627 0.2268417 164    9286  0.51649313
## 165 0.5140914 1.462373 1.0481193 1.1454374 1.4047692 165    1959  0.28833471
## 166 0.6216900 1.194379 0.6529417 0.8391238 0.3074667 166    4827  0.43201796
## 167 0.6749858 1.393753 1.4781267 1.7340715 1.0726063 167    9304  0.54054856
## 168 0.9009370 1.839565 1.9335385 0.3086293 1.6421173 168    1926  0.29259740
## 169 0.8600742 1.061966 0.6314816 0.3043096 0.6029331 169    6261  0.32544602
## 170 0.3055720 1.407068 1.7328504 0.5755190 1.4348930 170    2799  0.52093392
## 171 0.2123924 1.785464 0.5887529 0.6292987 1.3014530 171    7486  0.39102393
## 172 0.7475227 1.858103 1.5462597 0.8919750 0.3753434 172    8598  0.26401459
## 173 0.9927075 1.331067 1.4105950 0.8222017 0.7943906 173    1788  0.45092074
## 174 0.9563708 1.972304 1.6806198 0.7362753 1.2754766 174    5374  0.41568478
## 175 0.8252559 1.884526 0.2536385 1.8708804 0.5470453 175    3846  0.31847741
## 176 0.1448404 1.210054 0.1487693 1.0505763 1.7194543 176    8347  0.42467591
## 177 0.4427051 1.187511 0.6710835 0.3299363 1.5467531 177    6037  0.31492925
## 178 0.7102452 1.596645 1.9620480 0.4099895 0.7825564 178    1102  0.44297805
## 179 0.2040285 1.603233 0.4573923 1.4686293 1.9408512 179    5182  0.48608323
## 180 0.4868565 1.381962 0.8218856 1.5279642 0.9781273 180    8008  0.50589315
## 181 0.8886664 1.404344 0.9695570 1.2437340 1.2341145 181    1235  0.31629886
## 182 0.4585114 1.337961 1.5119045 1.0054768 1.5809498 182    8667  0.35790709
## 183 0.9327815 1.056411 0.8605852 1.4541394 0.6159441 183    6155  0.44522010
## 184 0.7374550 1.317708 1.0524003 0.3168248 1.3682026 184    6435  0.49908975
## 185 0.6444897 1.414906 0.9869165 0.1191471 1.3962181 185    4015  0.40065771
## 186 0.4698743 1.182857 0.3195071 0.1459851 1.5704044 186     410  0.35677963
## 187 0.6185742 1.524077 1.7588786 1.1647862 0.3337552 187    9865  0.39279759
## 188 0.3790526 1.027566 1.5556837 1.2729775 0.8651659 188    8281  0.33228670
## 189 0.2384358 1.564945 1.5319796 1.2653367 0.4688404 189    5985  0.49793013
## 190 0.7815756 1.557064 1.0843094 1.0243521 0.8801281 190    4114  0.49110863
## 191 0.1110389 1.201020 0.1893227 0.9598376 1.1303977 191    4248  0.44438517
## 192 0.2618014 1.959193 0.1420368 0.9980998 1.2181060 192    7905  0.42669828
## 193 0.9854477 1.590400 1.4832742 1.3930883 0.4312915 193    2725  0.53664939
## 194 0.5788082 1.164015 1.8934381 1.8381362 0.6898617 194    5954  0.40093776
## 195 0.1384351 1.892572 0.8404353 0.8548761 0.3414839 195    1734  0.39984438
## 196 0.5290107 1.166905 1.9748449 0.3621645 0.2486284 196    6934  0.33331792
## 197 0.4372890 1.260874 0.8972546 0.9538776 1.8229468 197    6106  0.52082947
## 198 0.7465465 1.520926 1.5264981 0.8058978 1.1220484 198    2197  0.32638572
## 199 0.2025982 1.579606 1.7809520 0.6166248 0.7436985 199    4009  0.34958516
## 200 0.4785887 1.067709 0.2970624 1.7115130 0.9018132 200    3522  0.33704815
##            lnNSE       KGE         smNSE      smlnNSE        smKGE      calNSE
## 1    0.258891075 0.3017112  -1.861275659  -1.46979622  0.014105434 -1.47000751
## 2    0.197714755 0.4133138  -0.093730990  -0.15063866  0.172675430 -2.00584677
## 3    0.110128011 0.3283759  -0.868930159  -0.73117578  0.057809200 -1.78595649
## 4    0.551581942 0.5671440  -0.767696705  -0.69532792  0.080411375 -1.28468999
## 5    0.333050687 0.4095132   0.095122329   0.16091590  0.142668108 -1.26916555
## 6    0.407942419 0.4967436  -0.213390141  -0.25873488  0.067292867 -1.70828397
## 7    0.551547662 0.6131827   0.234859623   0.17476977  0.348942545 -1.34386468
## 8    0.460503128 0.6162509   0.316564992   0.33164692  0.314830785 -1.29421000
## 9    0.470920511 0.5681302  -0.385488934  -0.26414334  0.072734606 -1.49311968
## 10   0.491664960 0.5787746  -0.617497932  -0.58648996  0.089205023 -1.71847067
## 11   0.307613482 0.5973369  -1.408229425  -1.40948267 -0.443490280 -2.72561204
## 12   0.155756712 0.4115492  -2.824423096  -2.08259345  0.046330016 -2.27446048
## 13   0.012409474 0.2698271   0.259885233   0.20201069  0.224672990 -2.14896503
## 14   0.100908353 0.2383789  -0.325722227  -0.19965771  0.347191154 -1.36282028
## 15   0.370813816 0.5048932  -0.112540221  -0.14771622  0.191756235 -1.98538390
## 16   0.435941473 0.6613307  -5.079604470  -6.85235578  0.049570617 -2.40214537
## 17   0.447017730 0.6577796  -5.746880491  -8.21998929  0.051423858 -2.41846391
## 18   0.026413995 0.3062834   0.215915249   0.27796731  0.395994348 -4.58769418
## 19   0.256371111 0.4049066 -15.704360881 -35.89999112 -0.565109164 -3.98562491
## 20   0.429111988 0.4607158  -2.844579942  -3.27262457  0.342311562 -0.88033780
## 21   0.297654608 0.3540864   0.410126252   0.40281390  0.341316539 -0.63042246
## 22   0.340893336 0.5411791  -1.292830565  -1.09717234 -0.006206468 -2.22257191
## 23   0.212588243 0.4665200  -8.834187258 -14.54901887 -0.525770203 -3.68808160
## 24   0.540630014 0.6978782  -0.433109127  -0.34470292 -0.015833073 -1.80566621
## 25   0.356790575 0.5658898  -0.525566825  -0.40321629  0.226939141 -2.16464442
## 26   0.208913400 0.3302151  -0.027511365   0.08417478  0.341820016 -0.95998797
## 27   0.199983969 0.5345424  -4.080830659  -5.53807621 -0.352867994 -2.92644026
## 28   0.264416168 0.4080160  -1.391446810  -1.36089203  0.338673827 -1.29551546
## 29   0.061985406 0.3028018  -0.072144579  -0.11730659  0.167867300 -1.63432765
## 30   0.368436503 0.4050128  -2.861055203  -3.22673275  0.275593125 -1.16246945
## 31   0.412213234 0.6460267  -2.893670015  -2.16814526 -0.373590972 -2.34812745
## 32   0.343085059 0.6179070  -0.939844294  -0.86548708 -0.067704541 -2.50630164
## 33   0.082044262 0.3293586  -1.103929795  -1.01514990  0.279142793 -1.96915340
## 34   0.316159845 0.3661360   0.438563843   0.46436913  0.413841430 -0.90209860
## 35   0.417314226 0.6321386  -0.170989265  -0.19086547 -0.272445919 -2.18524608
## 36   0.163615073 0.4292821  -3.743324853  -2.64671970  0.051346594 -1.50929988
## 37   0.438416920 0.5540889  -0.299566055  -0.31578779  0.190968622 -1.56102445
## 38   0.501844142 0.5794422  -0.071421433  -0.09691746 -0.497682182 -1.54154780
## 39   0.346856651 0.4507418   0.395497533   0.42499735  0.397861076 -1.24223721
## 40   0.483287436 0.5154457  -3.570950213  -2.55646572  0.012925741 -1.29337706
## 41   0.381188047 0.6382195  -7.393372631 -11.01764248 -0.214323606 -2.41632060
## 42   0.441258388 0.4950795  -1.438756053  -1.20381709 -0.241571558 -1.51631285
## 43   0.353579788 0.4311181   0.153262963   0.13531392  0.055074873 -1.50279585
## 44   0.479216378 0.6788103  -1.809548708  -1.89487006 -0.216397470 -1.94741337
## 45   0.517871242 0.6406784  -9.408224559 -16.14213014 -0.044684061 -1.58557356
## 46   0.242781061 0.3492921  -0.851733663  -0.71188975  0.029682446 -1.15187325
## 47   0.281266768 0.5455174  -1.888814423  -1.51634241 -0.283888860 -2.55538240
## 48   0.090538934 0.2936110  -1.043140961  -0.90945993  0.091292136 -1.38882009
## 49   0.535953146 0.5597425  -1.343664470  -1.29410246  0.316897322 -1.24880804
## 50   0.359573745 0.5411231  -1.057383002  -0.93123991  0.126292628 -1.75366613
## 51   0.192120238 0.3601465   0.056599930   0.03121106 -0.104492009 -1.67663795
## 52   0.475602105 0.5131847   0.180627855   0.24327931  0.286694272 -1.34639130
## 53   0.028385160 0.2307177   0.327557270   0.29546423  0.253897244 -1.58909880
## 54   0.477348196 0.5675662  -0.143113671  -0.19130290  0.026050130 -1.58017400
## 55   0.388062837 0.4643573  -0.505865746  -0.49308785  0.035617410 -1.46578012
## 56   0.116236264 0.2413484  -1.229315430  -1.12358895  0.231161399 -1.24076299
## 57   0.369516366 0.4900536  -3.662328650  -2.63745973 -0.232879619 -1.79003264
## 58   0.040044137 0.1569299  -1.433433712  -1.40677746  0.323123675 -8.57415802
## 59   0.186677696 0.3379559  -0.726444552  -0.58527384  0.262178598 -0.95453936
## 60   0.390968304 0.6400317 -12.496391028 -24.42321310 -0.074570333 -2.60817607
## 61   0.217637130 0.3524112   0.335456744   0.35645625  0.292488458 -1.17027979
## 62   0.342159057 0.3439476  -0.164347118  -0.01313521  0.288225270 -0.59683973
## 63   0.351329445 0.3810674 -18.561283736 -49.95306633 -0.534045845 -4.45626397
## 64   0.069948319 0.3158155  -1.176050157  -1.08118132  0.215635682 -1.70153094
## 65   0.214344883 0.4306177   0.216264315   0.15245596  0.360549424 -1.69033407
## 66   0.384292079 0.4337049  -2.695972253  -2.02568819  0.028709770 -1.47071568
## 67   0.354034886 0.4678104  -0.026646944  -0.04905265 -0.390901876 -1.79563777
## 68   0.264430926 0.3084441   0.255492296   0.32719893  0.410577940 -0.92123441
## 69   0.359383783 0.4879002  -1.216893220  -1.14773218  0.324640236 -2.08156853
## 70   0.392111715 0.6517994  -0.462091885  -0.43740761  0.106013125 -1.97109522
## 71   0.296079837 0.3649914   0.282756604   0.26615567  0.191867330 -0.75644417
## 72   0.002354142 0.3090501  -0.146329041  -0.16681724  0.244472772 -1.88202011
## 73   0.502627396 0.5865857  -1.710585093  -1.72881389  0.290284571 -1.47329347
## 74   0.407402717 0.5689289   0.259451567   0.20943129  0.235737796 -0.05746677
## 75   0.347364193 0.4827594  -2.446212861  -1.85855737  0.013022546 -1.69900572
## 76   0.223415334 0.3736916   0.333773350   0.30189895  0.249089734 -1.08526932
## 77   0.490572421 0.6894928  -1.546326360  -1.28193260 -0.480492541 -1.94176585
## 78   0.370338633 0.3765156   0.086471928   0.06089875  0.423747855 -1.00375246
## 79   0.481234862 0.6737727  -1.563749609  -1.29484174 -0.517419707 -2.05290052
## 80   0.069463099 0.2062400  -2.531793511  -2.81073659  0.310893863 -1.11584522
## 81   0.313113105 0.4878190  -4.730754776  -2.94087754  0.303790293 -1.72685032
## 82   0.392167170 0.5972389   0.045705278   0.05162719 -0.131639354 -2.18505812
## 83   0.108168564 0.2603754   0.415696952   0.37285903  0.384371502 -1.41527328
## 84   0.347126219 0.3786619   0.357508913   0.33609694  0.269242148 -1.00772435
## 85   0.189852053 0.3416947   0.105581788   0.13048000  0.014966013 -1.57126356
## 86   0.328869559 0.3775184  -0.030692305  -0.06568055  0.165819141 -0.97994087
## 87   0.476696501 0.6378693  -1.447919300  -1.38304212  0.002553318 -1.82677060
## 88   0.459256096 0.6214198  -0.093545012  -0.06440315 -0.369497109 -1.97402727
## 89   0.418077602 0.5017782 -15.072590620 -35.76452936 -0.224024839 -3.54019867
## 90   0.484264089 0.5452905   0.487930653   0.49869082  0.445420672 -1.47445175
## 91   0.280583667 0.3532361   0.189495750   0.21994553  0.149342088 -1.19610959
## 92   0.509616726 0.4786678  -1.213793683  -1.03425994  0.032158175 -1.00218420
## 93   0.491852773 0.6001266  -1.091980313  -0.94691796 -0.399914475 -1.59616842
## 94   0.557250675 0.6933746  -7.084116695 -10.87837777  0.062127806 -1.92324765
## 95   0.275434535 0.2837434   0.135445080   0.23622451  0.264487569 -1.15821564
## 96   0.338018488 0.3361361   0.106341330   0.20813432  0.309756247 -0.90869748
## 97   0.180107446 0.4087930   0.001896904  -0.03194576 -0.220277261 -2.18453263
## 98   0.323173826 0.4478638  -1.490957399  -1.21707671  0.023245954 -1.31369579
## 99   0.082198604 0.3690262   0.118100951   0.17022671  0.168650112 -2.11163598
## 100  0.357295217 0.5114637   0.181555466   0.12605171  0.388856131 -1.62527348
## 101  0.032650551 0.3035425  -0.166322691  -0.18156822  0.112435221 -2.22132343
## 102  0.046526302 0.3541586  -1.430367374  -1.40291762  0.254872726 -0.80404215
## 103  0.348446452 0.4587463  -2.652483753  -1.88379231  0.375784266 -1.58968998
## 104  0.188996050 0.2709867  -0.495449672  -0.36946870  0.371602005 -0.99722879
## 105  0.157535119 0.4595937  -3.253167343  -3.82184982  0.191569306 -2.06163533
## 106  0.481206021 0.6255659   0.278430912   0.27031787  0.272087637 -1.71814036
## 107  0.393094730 0.6520155  -1.091583508  -1.05569723 -0.410718165 -2.32141020
## 108  0.265201035 0.3691853  -0.146278943  -0.16954257  0.284603401 -1.54179271
## 109  0.082810836 0.2609679   0.167094698   0.11913712  0.130617431 -1.61868271
## 110  0.256896099 0.3050337  -1.324228470  -1.22458609  0.214012613 -0.97844540
## 111  0.335797231 0.6022105  -0.098012568  -0.09904957 -0.184391799 -2.45658956
## 112  0.234212893 0.3982441  -0.066269707  -0.12180983 -0.024964178 -1.89462090
## 113  0.459103626 0.4588968  -0.083504405  -0.01943411 -0.065446950 -1.31341018
## 114  0.448938274 0.5761268  -1.412377964  -1.16734643  0.108269099 -1.79449213
## 115  0.422522144 0.6121611  -1.842318916  -1.89982302 -0.306176732 -1.95097401
## 116  0.490236654 0.4768624  -4.332947063  -2.99423841  0.034570761 -0.97691370
## 117  0.121213044 0.3860948   0.345982627   0.34957343  0.298610120 -2.05135593
## 118  0.125139637 0.3642365   0.161845889   0.19528576  0.166166765 -1.85027253
## 119  0.431124360 0.6403829  -0.068088312  -0.03391154 -0.166985131 -2.14979790
## 120  0.236692765 0.4196266  -1.469617094  -1.44053869  0.286121525 -1.59457258
## 121  0.173059200 0.3402285  -0.359701753  -0.36719667  0.133392674 -1.59171068
## 122  0.357362813 0.3535247   0.378388462   0.36445777  0.282781982 -0.61000884
## 123  0.428420214 0.6573822  -4.451848261  -5.51664044 -0.164000586 -2.18676484
## 124  0.530235109 0.7008649  -5.305987676  -7.15861796 -0.263348796 -1.81718282
## 125  0.506768020 0.6193768  -1.360333362  -1.26900345  0.060931521 -1.79895626
## 126  0.348954461 0.5815772  -8.029200822 -12.89719360 -0.118230436 -2.17095882
## 127  0.294350952 0.6137290  -1.438328333  -1.68680007 -0.318505653 -2.76918426
## 128  0.191436215 0.2940113  -0.878742611  -0.77091125  0.119723843 -1.47756518
## 129  0.098207368 0.2128103  -1.023050862  -0.92198632  0.315865524 -1.13147587
## 130  0.477757637 0.5681298  -0.466642540  -0.45348917  0.236473769 -1.55551290
## 131  0.328720762 0.4806945  -0.460345964  -0.45968711 -0.247489822 -1.98249055
## 132  0.431798421 0.4934601  -0.575985929  -0.45042516 -0.077356983 -1.40461769
## 133  0.009460607 0.2790793   0.120392770   0.08207085  0.048764324 -2.04175378
## 134  0.387001883 0.5712181  -0.561606463  -0.42240349  0.294970376 -2.74237433
## 135  0.167746350 0.2807578  -0.478269390  -0.39381695  0.432879846 -1.16404645
## 136  0.305842160 0.3331826   0.468569243   0.49741280  0.454937508 -0.56944133
## 137  0.101085864 0.2411290   0.356461703   0.39220829  0.354441017 -1.26265566
## 138  0.145162544 0.3778112  -4.467264183  -3.10097802 -0.131398975 -2.03289019
## 139  0.342219110 0.5852917  -0.921483709  -0.80036982  0.175205742 -2.31885024
## 140 -0.012323450 0.2426141   0.225539941   0.16547855  0.274052310 -1.84446047
## 141  0.369289657 0.6140967  -0.870330321  -0.78185977 -0.430297192 -2.37831675
## 142  0.077071970 0.3740457  -0.332329101  -0.31803866  0.218261152 -2.39434815
## 143  0.039444390 0.2591735   0.242686838   0.18286061  0.254608698 -1.66561420
## 144  0.349992342 0.4574043 -19.346994294 -53.14056238 -0.446709398 -3.66763917
## 145  0.297552451 0.4293176  -1.737335572  -1.74727232  0.278960202 -1.69792717
## 146  0.321649888 0.5157465  -1.245028531  -1.13758022 -0.139451963 -2.13734307
## 147 -0.005642703 0.2577636   0.109544467   0.13348253  0.020433300 -2.24785883
## 148  0.399790702 0.5499705   0.011180806  -0.05848659  0.219517109 -1.79445754
## 149  0.200440235 0.3005547  -1.508303494  -1.16626619  0.322158159 -1.00375596
## 150  0.125189053 0.4359604   0.194284462   0.25062128  0.298032598 -1.63359170
## 151 -0.021663139 0.2563408  -1.465464433  -1.44473962  0.297078763 -1.59073630
## 152  0.220359590 0.3843614   0.352862142   0.29683058  0.388709198 -0.83011461
## 153  0.372896966 0.5923208  -2.625571012  -2.86575603  0.188589033 -2.14846651
## 154  0.147875066 0.2923373   0.193887398   0.25506571  0.246027432 -1.16417128
## 155  0.407699989 0.5384209  -0.582241869  -0.43343684  0.100616002 -0.04849188
## 156  0.431355933 0.5742220   0.292886966   0.31765424  0.311161591 -1.78417574
## 157  0.382317033 0.4948843   0.013932688   0.06799508  0.081184013 -1.12583130
## 158  0.333168652 0.4557542   0.068304226   0.07778380 -0.052165649 -1.51192394
## 159  0.534287847 0.5447028  -0.305522130  -0.17959661  0.248927511 -0.97059222
## 160  0.236168138 0.3502049  -2.185938585  -2.28977254  0.231200211 -1.00900515
## 161  0.079839636 0.3404777  -0.398692240  -0.38283189  0.217672018  0.11143995
## 162  0.237124325 0.4158114  -1.148675541  -0.95514831  0.206693787 -1.47964460
## 163  0.298238084 0.5008803   0.087669083   0.09179761 -0.011915270 -1.83627776
## 164  0.484924916 0.6461734  -0.066166148  -0.09993512 -0.267154011 -1.91025889
## 165  0.176192860 0.3362139   0.226231122   0.16029826  0.320435089 -1.82558613
## 166  0.350901798 0.5947320  -0.441328513  -0.42670181 -0.163849912 -2.40007865
## 167  0.541519872 0.6665998   0.011314903  -0.05134386  0.056235782 -1.78081529
## 168  0.368802095 0.5309389   0.068172385   0.16291417  0.172253504 -2.48281487
## 169  0.162147046 0.3564005  -4.026774921  -2.83339138 -0.045191554 -1.88609338
## 170  0.471399322 0.6884282  -2.997411057  -3.55693911 -0.002146620 -2.08434510
## 171  0.163114497 0.3873675  -1.473323510  -1.44884645  0.296923731 -1.67913459
## 172  0.169286387 0.2594706  -0.295224209  -0.15339024  0.161192508 -1.30919840
## 173  0.347210525 0.5267141  -1.112049408  -0.94172509  0.027761091 -0.96802459
## 174  0.395361897 0.4355804  -0.236921436  -0.14285197 -0.071544966 -1.40425541
## 175  0.037261979 0.3076620  -0.156391959  -0.04455216  0.129404260 -1.87307980
## 176  0.288520263 0.6008454  -0.783928437  -0.72313236  0.071291419 -2.62515653
## 177  0.156748760 0.3482274  -0.372577828  -0.38133702  0.141975101 -1.94962127
## 178  0.409718455 0.4770576   0.258289516   0.19016626  0.322297589 -1.43113441
## 179  0.348176119 0.6117006  -0.940575766  -0.82960335  0.247848167 -2.33894749
## 180  0.397594235 0.5580141   0.234406449   0.18889399  0.152825207 -1.83283093
## 181  0.229948862 0.3391132  -0.772926147  -0.70152735  0.004227641 -1.62263103
## 182  0.317061349 0.3699433   0.189450694   0.13768069  0.130585667 -1.31785465
## 183  0.397818128 0.5351439  -4.520310529  -3.14661892 -0.298561229 -2.02041711
## 184  0.426271803 0.5834183  -0.317847663  -0.33431029 -0.398975365 -1.92298730
## 185  0.313893544 0.6372438  -3.630944454  -4.47065722 -0.352319635 -2.67559949
## 186  0.094774674 0.3651374  -0.978611197  -0.81937484  0.267547088 -1.96717444
## 187  0.408860121 0.4219072   0.126894456   0.11744451  0.020413038 -1.38164786
## 188  0.268345225 0.3224607  -1.275034326  -1.03218315  0.229954376 -0.97718210
## 189  0.426606524 0.5148000  -1.210229355  -1.11740820  0.225002038 -1.46829471
## 190  0.427443178 0.6633077  -1.290871614  -1.31015154 -0.329892701 -2.11386387
## 191  0.175095785 0.4736834   0.127996878   0.19175703  0.301214479 -2.18529266
## 192  0.135236441 0.4309412  -3.087124747  -3.56799735  0.238445467 -2.05128044
## 193  0.514125280 0.6828799  -0.145496335  -0.15179658 -0.332808620 -1.84334549
## 194  0.450228445 0.4137465  -0.513773473  -0.46548165  0.196632742 -1.01770147
## 195  0.383525388 0.6238328  -5.955969853  -8.77240204  0.091761861 -2.57519534
## 196  0.273376136 0.3357467  -0.753210634  -0.65187910  0.230547619 -1.12954666
## 197  0.450610063 0.6484691  -0.314293934  -0.26407242 -0.253387950 -1.95358088
## 198  0.259083187 0.3261718   0.195119666   0.15479468  0.147602750 -1.22650002
## 199  0.270158547 0.3779724  -0.046185571   0.06783569  0.385268524 -1.54441132
## 200  0.083861374 0.3401637  -1.210341216  -1.01252364  0.098239253 -1.94793078
##        callnNSE         calKGE      calsmNSE    calsmlnNSE      calsmKGE
## 1   -1.11209680  0.24347291696  -2.225117256  -1.736339551 -0.0212278661
## 2   -1.34905376  0.23915326574  -0.328248256  -0.362044084  0.1569548971
## 3   -1.51516525  0.24675928789  -0.483308442  -0.358795687  0.0334479280
## 4   -0.54870752  0.28699600534  -1.069912943  -0.941586869  0.0828224326
## 5   -0.96377012  0.33523827613   0.197288591   0.226081907  0.1382295196
## 6   -0.93821276  0.25352435073  -0.456312878  -0.476660957  0.0491275625
## 7   -0.52206080  0.25220528622   0.101059803   0.039923127  0.3808388137
## 8   -0.38843661  0.17610106780   0.494139291   0.459596392  0.3793239331
## 9   -0.73948644  0.26419036616  -0.088895760  -0.004404795  0.0853098949
## 10  -0.80275584  0.21280733861  -0.922792927  -0.839851626  0.0947769743
## 11  -1.12000153 -0.08090567543  -0.891714954  -0.846372518 -0.4430921618
## 12  -1.42555683  0.19660286963  -3.234682091  -2.359957906  0.0384202534
## 13  -1.74573032  0.12261253508   0.147481754   0.079632471  0.2165147688
## 14  -1.27492031  0.13749150679   0.024180413   0.131387612  0.3627584115
## 15  -0.86988481  0.09998531669  -0.326588585  -0.339400177  0.1872655685
## 16  -0.77202129 -0.11365046119  -3.423236941  -4.415174602  0.1977466674
## 17  -0.73134208 -0.13728376883  -3.905474218  -5.364545994  0.2142971237
## 18  -2.79502093 -0.15923567781   0.468421057   0.481915121  0.4454092038
## 19  -0.77249253 -0.65036680608 -12.862534478 -28.898462694 -0.5102816297
## 20  -0.56015739  0.40995592122  -1.768746292  -1.977970460  0.4068632090
## 21  -0.64067439  0.40625472219   0.402465519   0.372551742  0.3378210347
## 22  -1.16489435  0.14974857602  -1.665020538  -1.383212277 -0.0004366681
## 23  -0.95212007 -0.51768220319  -6.880487744 -10.997277111 -0.4662061093
## 24  -0.56593277  0.06601645990  -0.026408605   0.026114880  0.0933738772
## 25  -1.13793179  0.15436018684  -0.087796940   0.011555965  0.2585802748
## 26  -0.94159228  0.34589267101   0.220853163   0.302514874  0.3522895937
## 27  -0.67231558 -0.40443060241  -2.748461487  -3.497834837 -0.2643858646
## 28  -1.01847560  0.33142888828  -0.714666869  -0.630024853  0.3740032487
## 29  -1.47842342  0.26166404361  -0.294223303  -0.317186290  0.1408936854
## 30  -0.86134343  0.33223903971  -1.968632368  -2.150249326  0.2988497527
## 31  -0.78489826 -0.06719882429  -3.264103545  -2.419130179 -0.3380031682
## 32  -1.11961125 -0.00342663871  -0.349443799  -0.267094551  0.0525697243
## 33  -1.54183235  0.19735254027  -0.530367244  -0.416393716  0.3023561991
## 34  -0.79763572  0.36731564787   0.508917277   0.503384158  0.4300431650
## 35  -0.85130166  0.02889404424  -0.213614363  -0.255334106 -0.2084831897
## 36  -1.25071338  0.29615263407  -4.234627498  -2.954589716  0.0619862266
## 37  -0.72368106  0.24589492968  -0.555619470  -0.536102671  0.1895650140
## 38  -0.63629059  0.21667733547  -0.182303911  -0.220457363 -0.5783664640
## 39  -0.86675557  0.35249037486   0.506128518   0.496163901  0.4280411276
## 40  -0.61533152  0.30473381152  -3.979481403  -2.821576023  0.0078216791
## 41  -0.97281587 -0.03592731359  -5.479934511  -7.892625056 -0.0796975948
## 42  -0.83406209  0.28670680250  -1.810701696  -1.487386592 -0.2495721074
## 43  -1.04199621  0.30720191996   0.121607223   0.075667675  0.0536757265
## 44  -0.66597491  0.03374106227  -0.991600109  -0.974408903 -0.0994101732
## 45  -0.53008779  0.09673671056  -6.729414154 -11.094804557  0.1409791510
## 46  -1.06057291  0.34283059599  -0.488397633  -0.362976462 -0.0099942837
## 47  -1.25511600  0.05946271932  -2.261048787  -1.793305092 -0.2463752696
## 48  -1.34527232  0.27399433956  -0.619107082  -0.485568248  0.0675545146
## 49  -0.57166576  0.30614338032  -0.728955125  -0.634174720  0.3379801380
## 50  -1.00387987  0.24276752773  -0.479227637  -0.346533583  0.1807573256
## 51  -1.33720084  0.28924116038  -0.043819985  -0.082680926 -0.2011759837
## 52  -0.75101080  0.31062094900   0.375720972   0.391932760  0.3141553683
## 53  -1.52746286  0.15244061258   0.275174030   0.222963209  0.2462787231
## 54  -0.77881038  0.25099739827  -0.353013626  -0.386825801  0.0262348391
## 55  -0.92043188  0.30883526671  -0.784568457  -0.728983190  0.0047750712
## 56  -1.21858987  0.19669686087  -0.709384414  -0.579607218  0.2383513996
## 57  -0.96437637  0.23352247627  -4.096129333  -2.920242674 -0.2983469158
## 58  -3.05437341 -0.79844578626  -0.811156976  -0.729237780  0.3410419001
## 59  -0.94206041  0.36448287885  -0.307898997  -0.170489410  0.2705006276
## 60  -0.89730181 -0.14631833394  -9.689092579 -18.410408948  0.0602796868
## 61  -1.04989864  0.30796230521   0.391365514   0.378410848  0.3051717629
## 62  -0.59022810  0.38794662594   0.075282368   0.200546141  0.2947440318
## 63  -0.69227604 -0.73761935281 -15.125825426 -39.888650725 -0.4315714977
## 64  -1.50912854  0.23305311599  -0.632827621  -0.514331311  0.2259930444
## 65  -1.19815542  0.28624643499   0.054579846  -0.004832281  0.3873594826
## 66  -0.91308001  0.28251277563  -3.113794197  -2.312281572  0.0062470245
## 67  -1.05130285  0.25131536937  -0.118894228  -0.157845423 -0.4980492221
## 68  -0.88687745  0.30390755252   0.417511813   0.457821459  0.4204681267
## 69  -0.83163307  0.07548330679  -0.587911934  -0.482032885  0.3587899705
## 70  -0.70221734  0.01726703099  -0.691598851  -0.635392572  0.1792626292
## 71  -0.73595453  0.40464865632   0.237231122   0.199967112  0.1828969923
## 72  -1.66053607  0.22908100318  -0.380111273  -0.371400991  0.2600365109
## 73  -0.69619293  0.25982896618  -0.980485218  -0.920244324  0.3200757861
## 74   0.12290171  0.56817045442   0.150536373   0.091213869  0.2436015016
## 75  -0.92984172  0.25317631537  -2.829941401  -2.127854712 -0.0025178995
## 76  -0.98769089  0.36600403115   0.284519475   0.231246568  0.2496777704
## 77  -0.55553619 -0.00122347996  -1.875129999  -1.534550016 -0.4760452683
## 78  -0.77539477  0.29523675297  -0.102570189  -0.106235242  0.4410219739
## 79  -0.63960908 -0.00374863393  -1.909066088  -1.560338188 -0.5459396277
## 80  -1.21152347  0.17433816307  -1.687479786  -1.807867107  0.3323355358
## 81  -1.03110855  0.25894114005  -4.508561397  -2.919032339  0.1683264491
## 82  -0.95072997  0.07869038662   0.058746633   0.030879400 -0.0949947233
## 83  -1.27362526  0.14795413420   0.345527032   0.287604238  0.4030025432
## 84  -0.82712032  0.33689938231   0.331540007   0.285540978  0.2785455377
## 85  -1.23030680  0.28629817568   0.100147517   0.098369572 -0.0356435115
## 86  -0.75977425  0.37808590764  -0.218326777  -0.238165941  0.1577914927
## 87  -0.75458241  0.13411832047  -0.783473499  -0.682092128  0.0858062929
## 88  -0.80166883  0.10628959173  -0.040357649  -0.047925250 -0.4049162425
## 89  -0.60552683 -0.54400702203 -11.733992754 -27.048071385 -0.0673354105
## 90  -0.64242926  0.24721371168   0.560488128   0.537514957  0.4651629557
## 91  -1.02869049  0.32341495450   0.226434071   0.224596342  0.1369501692
## 92  -0.59003788  0.38493595659  -1.571099090  -1.310406839  0.0287056153
## 93  -0.69531646  0.19967693672  -1.389984415  -1.188875085 -0.3192751465
## 94  -0.47745067 -0.06351731621  -4.989801339  -7.359071337  0.2234316661
## 95  -0.97106397  0.21375135763   0.277236412   0.344971800  0.2706442261
## 96  -0.80865341  0.31903837922   0.291333691   0.358870894  0.3208435642
## 97  -1.49323461  0.21785109838  -0.116421095  -0.161402456 -0.3267029065
## 98  -0.88425835  0.34751295157  -1.839622369  -1.480546189  0.0014916630
## 99  -1.59781729  0.22423335312   0.281668119   0.285102225  0.2082578910
## 100 -0.84420113  0.25033867170   0.002250643  -0.040512428  0.4045289562
## 101 -1.68121683  0.21095516666  -0.382823880  -0.374067777  0.1083931743
## 102 -0.81782631  0.40138161335  -0.623876927  -0.516781551  0.3212742930
## 103 -0.93114534  0.25213983178  -3.114300887  -2.182377756  0.3821026801
## 104 -0.99121389  0.21735767849  -0.083965114   0.033293049  0.3930113445
## 105 -1.38224471  0.23583992193  -1.870620212  -2.030555352  0.2980856028
## 106 -0.71723892  0.16116077547   0.435346096   0.369667934  0.3630458620
## 107 -0.74028968 -0.08060633363  -0.584850626  -0.534991758 -0.3492644130
## 108 -1.10698771  0.24579848104  -0.378614363  -0.370924779  0.2877697741
## 109 -1.47641629  0.20422714990   0.037186193  -0.015991167  0.1036157066
## 110 -0.93173745  0.28176767135  -0.786169223  -0.658178555  0.2215708165
## 111 -1.14068621  0.03392472897   0.013932833  -0.027154898 -0.0930773560
## 112 -1.33680346  0.25662612283  -0.265004708  -0.310560799 -0.0994940593
## 113 -0.78870764  0.33036368429   0.016657330   0.042539224 -0.1206950749
## 114 -0.81023548  0.18923640537  -1.780670463  -1.445399523  0.1020813552
## 115 -0.79206229  0.09282416078  -1.057325972  -1.029690680 -0.1992690375
## 116 -0.52109537  0.38186969411  -4.712148255  -3.230955139  0.0176590590
## 117 -1.49022213  0.24085302429   0.405903039   0.371459118  0.3179628947
## 118 -1.45681931  0.25306086774   0.231851092   0.228493959  0.1572037577
## 119 -0.79925918  0.03013430622   0.058203580   0.047437495 -0.1012996954
## 120 -1.15749020  0.30550682913  -0.826597218  -0.739287752  0.3034011172
## 121 -1.32298014  0.27500810892  -0.627557374  -0.596232196  0.1136352501
## 122 -0.57577014  0.39462570031   0.332377262   0.302042097  0.2800527178
## 123 -0.86660777  0.01355407029  -3.119853759  -3.709440712 -0.0488101725
## 124 -0.56587765  0.03571814263  -3.677161473  -4.755431988 -0.1301613272
## 125 -0.79565278  0.17517598929  -0.794773118  -0.682735840  0.0810462795
## 126 -0.87393035 -0.00003145868  -5.718259615  -8.901067396  0.0600346439
## 127 -0.73105158 -0.29632237680  -0.863834149  -0.930538617 -0.2306370025
## 128 -1.26499389  0.20845148798  -1.194483811  -1.022448862  0.1018276733
## 129 -1.17080413  0.15336427826  -0.502604996  -0.381445314  0.3331188731
## 130 -0.71320163  0.23931766360  -0.763901895  -0.699737653  0.2454669883
## 131 -1.12782336  0.21527475961  -0.722503083  -0.687678686 -0.3581440256
## 132 -0.82522653  0.31582072309  -0.303380444  -0.207265238 -0.1509963911
## 133 -1.75548003  0.18306254113   0.006679712  -0.041940264  0.0253793692
## 134 -1.14627968 -0.03416364288  -0.148274845  -0.018632177  0.3098447791
## 135 -1.08977305  0.16596583968  -0.763515930  -0.619626402  0.4397753436
## 136 -0.61196794  0.34025215798   0.540074884   0.539380276  0.4768051490
## 137 -1.24557070  0.18044193687   0.451154682   0.449789799  0.3738538716
## 138 -1.42124636  0.24119552238  -4.899395915  -3.369351959 -0.1899752505
## 139 -1.05768540  0.06822977297  -0.378427329  -0.256158760  0.2131295330
## 140 -1.66203556  0.12513712058   0.078175073   0.018373914  0.2769997164
## 141 -0.91908310 -0.01776743876  -1.098954372  -0.977545286 -0.3912517701
## 142 -1.64211944  0.18614780183  -0.581249701  -0.529999294  0.2524338418
## 143 -1.54277123  0.18430761181   0.105312096   0.042976051  0.2517327043
## 144 -0.73739040 -0.54623278574 -15.896526540 -42.784130398 -0.3472134268
## 145 -1.10891395  0.26854817856  -1.049782365  -0.984481957  0.2992196154
## 146 -1.24781888  0.19210037711  -0.734259637  -0.621795071 -0.1080363593
## 147 -1.85723713  0.16041865500   0.121700385   0.116374864  0.0031710019
## 148 -0.87970153  0.20892705130  -0.200763554  -0.254698992  0.2217133614
## 149 -0.96602106  0.23570719802  -1.859311612  -1.421431364  0.3180987293
## 150 -1.33342754  0.31830407855   0.369369111   0.379659178  0.3310091373
## 151 -1.56233179  0.19031276250  -0.797553219  -0.717143358  0.3222371861
## 152 -0.81873433  0.41397090280   0.238720726   0.176961931  0.4093937256
## 153 -1.04072608  0.12178176071  -1.657794107  -1.721112710  0.2375030729
## 154 -1.12840995  0.27498687926   0.286890341   0.314940475  0.2401403740
## 155  0.16606011  0.56029862702  -0.249369298  -0.122656752  0.0925436850
## 156 -0.88388206  0.20853854958   0.429024699   0.408250171  0.3361769407
## 157 -0.77448948  0.38053711238   0.200623001   0.202922107  0.1384857989
## 158 -1.03537349  0.31791636664   0.077169904   0.053582855 -0.0691012755
## 159 -0.51680828  0.38207007915   0.081043208   0.172856196  0.2844462755
## 160 -0.96806801  0.35993020879  -1.429468883  -1.422763908  0.2470084372
## 161  0.08055557  0.32172108749  -0.669758179  -0.609761295  0.2105556840
## 162 -1.12943064  0.32082974831  -1.494735478  -1.219919389  0.1953632171
## 163 -1.13481626  0.25068722230   0.127619261   0.091710305  0.0170663242
## 164 -0.72633454  0.09846571766  -0.151588740  -0.203256914 -0.2299829856
## 165 -1.34476759  0.17694317550   0.065391391   0.004881536  0.3221154368
## 166 -0.73428461 -0.07503327186  -0.652993731  -0.616429918 -0.1081001200
## 167 -0.63664001  0.12255142885  -0.123663991  -0.194154097  0.1100402220
## 168 -1.55012595  0.02635840351   0.197026333   0.258063493  0.1737267626
## 169 -1.34233744  0.24957986098  -4.441470060  -3.097547767 -0.0880529202
## 170 -0.70567827 -0.00895734871  -1.753865970  -1.964926411  0.1546575976
## 171 -1.30778753  0.29140534144  -0.812428803  -0.728441355  0.3191455546
## 172 -1.17658449  0.19946799977  -0.047567831   0.065420106  0.1538967443
## 173 -0.51522032  0.38555313163  -1.426037360  -1.188500730  0.0449304747
## 174 -0.93899269  0.32212130033  -0.075594923  -0.018699485 -0.1383118328
## 175 -1.62737565  0.23586831213   0.037327606   0.115049630  0.1140942673
## 176 -1.25607350 -0.01393129948  -0.113084012  -0.054641824  0.2440770883
## 177 -1.46722432  0.22705514362  -0.646915926  -0.615182122  0.1238165225
## 178 -0.81485577  0.29195596468   0.110765136   0.044547522  0.3268759256
## 179 -1.08595361  0.06326898199  -0.329356252  -0.210601173  0.3004047015
## 180 -0.88832355  0.19366365832   0.164472650   0.097558518  0.1565939325
## 181 -1.26858466  0.25925636887  -1.082986783  -0.953773083 -0.0529713904
## 182 -1.02059330  0.30304202866   0.083659651   0.018571877  0.1206389938
## 183 -0.98182555  0.16540825707  -4.987548130  -3.434488226 -0.3330772391
## 184 -0.86610706  0.14815180647  -0.496620007  -0.506144233 -0.3639336029
## 185 -0.80911891 -0.21337097875  -2.406616003  -2.830908338 -0.2464763045
## 186 -1.52382916  0.23986234241  -1.327517152  -1.087338970  0.2646071150
## 187 -0.92263391  0.30586016220   0.096384931   0.059696314 -0.0146878653
## 188 -0.90223730  0.28735334534  -1.615081656  -1.288218125  0.2257582323
## 189 -0.88127421  0.29984711378  -0.589656915  -0.470415093  0.2603400921
## 190 -0.77414999  0.00830981702  -0.680419687  -0.648775668 -0.2524656284
## 191 -1.33066764  0.19789143062   0.445955042   0.457023479  0.3804389572
## 192 -1.41861557  0.24333015212  -1.906128087  -2.091241648  0.3047270957
## 193 -0.64369398  0.08253296635  -0.127293885  -0.162897258 -0.2998173373
## 194 -0.67572957  0.36395907673  -0.756732783  -0.668356930  0.1974981444
## 195 -1.07011755 -0.07238320575  -3.981095760  -5.594050336  0.2656697485
## 196 -0.95288372  0.26587999701  -1.044096266  -0.884282294  0.2286058637
## 197 -0.77574002  0.07576926627  -0.048854563  -0.042241292 -0.1539185112
## 198 -1.05111503  0.29506522248   0.083670795   0.035033434  0.1335582201
## 199 -1.09852106  0.24242931305   0.259817709   0.342173867  0.4139252637
## 200 -1.55920621  0.23804058804  -1.555890736  -1.278335647  0.0766786161
##          valNSE   vallnNSE     valKGE      valsmNSE    valsmlnNSE      valsmKGE
## 1    0.19219484 0.53769228 0.16679246  -1.965709647   -1.86439603  0.0719710843
## 2    0.39815302 0.72944020 0.34323740   0.394559220    0.36028195  0.3339264598
## 3    0.30158164 0.61913776 0.24011133  -4.386732121   -5.46532183  0.1571165907
## 4    0.54186282 0.84202244 0.49857225  -0.403644758   -0.46198744  0.0813235750
## 5    0.36887787 0.69835018 0.29905818  -1.140193412   -1.21490840  0.2009416899
## 6    0.43665216 0.77933547 0.42241909   0.232839394    0.19389473  0.1882127458
## 7    0.51773143 0.82669162 0.51126004   0.408968483    0.40734313  0.3569538080
## 8    0.64526002 0.84210738 0.75786351  -1.172174301   -1.37051683  0.2189985645
## 9    0.56541723 0.85166609 0.50875439  -3.052669555   -3.62431268  0.1337726997
## 10   0.44710013 0.77564898 0.47451968  -0.125216662   -0.18556613  0.1745541398
## 11   0.70655330 0.84483277 0.83210076  -6.049705435   -8.35514552 -0.5417018672
## 12   0.45413212 0.77951405 0.41238666  -3.384956843   -3.01565842  0.1082720333
## 13   0.14306366 0.44102809 0.09574979   0.334099798    0.36292473  0.3828176855
## 14   0.15204310 0.43388040 0.10029341  -3.243705485   -4.06209982  0.4650919024
## 15   0.39215927 0.76426475 0.41684375   0.248538511    0.20902513  0.2568685100
## 16   0.65799028 0.76946482 0.80658223 -18.747575735  -34.27872503 -0.2359420019
## 17   0.67702468 0.78161933 0.82143365 -20.932941588  -40.37186078 -0.2887914549
## 18   0.27176784 0.49298264 0.19982189  -1.762049777   -2.08457434  0.4839921558
## 19  -0.16989001 0.53723652 0.37225759 -43.798708553 -129.30000448 -0.7673087171
## 20   0.46844438 0.73951315 0.41895490 -11.644973628  -17.94818037  0.3048745238
## 21   0.40447487 0.65119455 0.31061825   0.015851815    0.03440422  0.4757111430
## 22   0.48213999 0.80731876 0.52031131  -0.930249261   -0.95645010  0.0743841898
## 23   0.16572205 0.59492382 0.51223516 -26.927228374  -58.69959995 -0.7243999351
## 24   0.66521990 0.85262540 0.74756686  -3.744943029   -4.67236620 -0.1412717310
## 25   0.50402534 0.81187821 0.55555210  -4.077802301   -5.14071547  0.3047577528
## 26   0.37902219 0.65126695 0.28675096  -2.162760650   -2.59057572  0.4608125266
## 27   0.24814344 0.54563191 0.53031626 -15.216223075  -28.45713496 -0.5557459710
## 28   0.37982335 0.69274686 0.29944185  -6.907505259   -9.59394316  0.4071753631
## 29   0.37598140 0.63753111 0.27922593   0.363283251    0.33576793  0.3044523534
## 30   0.31873267 0.65986266 0.26923594 -10.658538531  -16.11698944  0.3317482795
## 31   0.66846766 0.81821273 0.80505262  -3.725884366   -3.39886210 -0.4516003555
## 32   0.67487821 0.84362182 0.80222730  -5.643512769   -7.53774893 -0.1892742041
## 33   0.23791652 0.55887881 0.19085235  -5.835876601   -7.84281013  0.3908200294
## 34   0.36952946 0.69256434 0.29278468  -0.366436447   -0.39339097  0.5168406140
## 35   0.67444330 0.86154051 0.73463805  -0.801939708   -0.89239733 -0.3613098667
## 36   0.40019736 0.69255867 0.38152613  -4.535561343   -3.91163934  0.1581008073
## 37   0.47463552 0.80354981 0.46348388   0.155542048    0.09777977  0.2774177441
## 38   0.56137452 0.84593309 0.55559298  -0.250885748   -0.23173090 -0.4286911532
## 39   0.40424089 0.72453417 0.39629176  -0.664304425   -0.72924401  0.4912368846
## 40   0.50442073 0.82164662 0.46141553  -4.693688105   -4.07039994 -0.0384903822
## 41   0.71705545 0.83617005 0.84340869 -24.196972020  -48.17178209 -0.4823681300
## 42   0.46087615 0.80215924 0.44282393  -1.185553196   -1.19153791 -0.2743834397
## 43   0.36482833 0.71834362 0.32803071  -0.298360113   -0.27190647  0.0904441753
## 44   0.69033224 0.83924960 0.78836355  -8.416433925  -12.18326058 -0.3926909458
## 45   0.59734880 0.81804553 0.68124479 -31.939419330  -73.82880098 -0.4049238929
## 46   0.37233109 0.68498571 0.29116421  -4.233462836   -5.23934351  0.1369359215
## 47   0.58828801 0.85395327 0.63196907  -1.967184228   -1.87542074 -0.4035438530
## 48   0.35133064 0.60714800 0.25781430  -4.902504450   -6.23590362  0.1925140933
## 49   0.46769792 0.79532622 0.43321753  -6.480814133   -8.89372279  0.4015166744
## 50   0.54096328 0.83983887 0.49096257  -5.780291424   -7.56150625  0.0651782567
## 51   0.37590662 0.70980651 0.30960499  -0.085998496   -0.04977432  0.0646523888
## 52   0.42260982 0.76811359 0.38959443  -1.505703170   -1.71397830  0.3595355351
## 53   0.20253761 0.49202446 0.14316587   0.119679890    0.15415327  0.4041735507
## 54   0.48017135 0.80603228 0.46877425   0.172372238    0.15148907  0.0811767189
## 55   0.40720111 0.75007096 0.36057421  -0.078122883   -0.13615617  0.1200898085
## 56   0.22084445 0.51329329 0.16319725  -5.757253664   -7.62534759  0.3036368247
## 57   0.43388148 0.78540737 0.44572413  -4.712855752   -4.09311564 -0.2433902163
## 58   0.34824940 0.57831868 0.27667627  -6.678920561   -9.26163190  0.4296266397
## 59   0.41576400 0.63434064 0.31886413  -4.320987320   -5.50837597  0.3514229685
## 60   0.69492113 0.80172731 0.84025220 -38.024834105  -98.24364596 -0.4066583686
## 61   0.33122782 0.63360168 0.25307339  -0.465926463   -0.47548108  0.3805229378
## 62   0.34883689 0.64161277 0.27059748  -2.352548577   -2.74994855  0.2951517831
## 63  -0.26685113 0.55580348 0.38772487 -52.056082260 -182.06122402 -0.8228583295
## 64   0.30701034 0.59596164 0.22899178  -5.793466406   -7.72195283  0.3365755126
## 65   0.41816811 0.74229594 0.34185526   0.530937943    0.54115909  0.4647442787
## 66   0.26823551 0.62757446 0.27037879  -3.119558056   -2.82720453  0.1152733941
## 67   0.44497166 0.79011316 0.42899412  -0.276103926   -0.25259511 -0.2390173841
## 68   0.28329751 0.61581702 0.22481930  -1.192368485   -1.40055953  0.5525113483
## 69   0.35642125 0.69178627 0.57165130  -6.339185846   -8.64407744  0.3887401271
## 70   0.60308396 0.76182419 0.78731859  -0.274223073   -0.32589249  0.0048794903
## 71   0.41292929 0.67800095 0.31650573   0.003759057    0.04464479  0.2632565888
## 72   0.39254983 0.59690985 0.29086611   0.298955595    0.27331676  0.3465834605
## 73   0.49212535 0.81171745 0.47107720  -7.758001090  -10.95631911  0.3648266391
## 74   0.56259129 0.76732936 0.59028950   0.314038805    0.34477475  0.3473533022
## 75   0.46140614 0.79583062 0.43180657  -2.873599577   -2.62757810 -0.0040624847
## 76   0.43903240 0.68944585 0.33683648   0.113177826    0.15241127  0.3595049473
## 77   0.64789750 0.81136263 0.78961046  -1.611530007   -1.59611038 -0.4853762477
## 78   0.26289596 0.60266091 0.21894641   0.456476260    0.43483027  0.5024906047
## 79   0.62687108 0.81318013 0.76540416  -1.550459321   -1.51951033 -0.5007830922
## 80   0.21986004 0.50149127 0.16019564  -9.819264968  -14.69004787  0.4011916465
## 81   0.50149091 0.77578798 0.53737342 -10.202888780   -7.13534961  0.1918442953
## 82   0.61769629 0.85631393 0.65570822  -0.732921773   -0.75102389 -0.2368401623
## 83   0.21415141 0.45969931 0.16027907   0.371510165    0.41220434  0.4985172998
## 84   0.33450448 0.65951654 0.26548671   0.025611279    0.06132201  0.3451356677
## 85   0.36067684 0.66218302 0.28393339  -0.526464368   -0.50107327  0.1052795662
## 86   0.42769347 0.71274658 0.33921918   0.244786560    0.22169529  0.1900210118
## 87   0.63987128 0.87331938 0.66418866  -6.937518767   -9.40046594 -0.1077243730
## 88   0.57818274 0.83756863 0.64330697  -1.197449065   -1.28213074 -0.3465006544
## 89   0.17139419 0.62675964 0.55903300 -45.448684046 -142.65393161 -0.6235375689
## 90   0.49796314 0.81495357 0.45611043  -0.292722724   -0.32256878  0.5642271269
## 91   0.33339457 0.66314081 0.26649673  -0.614945949   -0.61335057  0.2121057985
## 92   0.44757724 0.78926666 0.39544006  -0.875082926   -0.90824174  0.0781192060
## 93   0.59676582 0.86863112 0.57757766  -0.991302570   -1.00449621 -0.5386567078
## 94   0.66397137 0.79510015 0.81660298 -24.659863471  -51.02754971 -0.2959081758
## 95   0.12706045 0.44699164 0.09692253  -1.289329581   -1.41000375  0.2761151847
## 96   0.26923901 0.61709390 0.22404522  -1.579079046   -1.80141085  0.3702529232
## 97   0.35666625 0.69915638 0.33118205  -0.082138394   -0.05330839 -0.0006639113
## 98   0.49320137 0.79450237 0.40750354  -1.405247686   -1.37851296  0.0411649579
## 99   0.34011201 0.65400646 0.27883417  -1.440033961   -1.59239415  0.2395173086
## 100  0.47202332 0.78230295 0.40865305   0.568056443    0.56181550  0.5026599828
## 101  0.33749361 0.65747383 0.27005728   0.168517209    0.14716930  0.2017708937
## 102  0.27442704 0.56735261 0.48624446  -7.693134683  -10.91597943  0.3163482606
## 103  0.37065441 0.70920917 0.31506002  -2.800379685   -2.44473429  0.5347056778
## 104  0.22267617 0.50675639 0.16698339  -3.879910986   -4.97661647  0.4726504570
## 105  0.55638670 0.80876649 0.45002991 -14.053569838  -23.01321147  0.1350226295
## 106  0.63126647 0.87842454 0.61288761  -1.124198324   -1.26658416  0.1562742841
## 107  0.65801149 0.77937538 0.81721723  -5.444514641   -7.30281583 -0.5305665059
## 108  0.22429260 0.57222386 0.20267423   0.291035252    0.24229958  0.3757588605
## 109  0.23850107 0.55078656 0.18071681   0.269501429    0.29716345  0.2433181048
## 110  0.25576134 0.57033210 0.19844691  -6.022761848   -8.00808267  0.2750327717
## 111  0.65673199 0.84978244 0.74733108  -1.530426502   -1.79383884 -0.2788102108
## 112  0.36572039 0.71050891 0.32021692   0.244308870    0.23786662  0.1492479962
## 113  0.39943084 0.75709831 0.37708741  -1.439960233   -1.55384717  0.0459221322
## 114  0.50555320 0.82364854 0.51374972  -1.159866566   -1.16180732  0.1988891391
## 115  0.65828423 0.87398339 0.67654772  -8.291066782  -11.79240368 -0.4865387010
## 116  0.48529941 0.80536083 0.42847918  -6.182108369   -5.18088252  0.0269568028
## 117  0.40941208 0.72420698 0.33411522  -0.469811308   -0.48889453  0.4253082512
## 118  0.34161652 0.65384870 0.27092810  -0.846076719   -0.89080897  0.2984388158
## 119  0.62334513 0.82618607 0.72915391  -1.557752007   -1.73761206 -0.2344184671
## 120  0.45081512 0.74829314 0.35939582  -6.856695009   -9.51878304  0.4063545534
## 121  0.33529826 0.66314754 0.26792407   0.116209470    0.06345546  0.2423939347
## 122  0.36291885 0.65297947 0.28077194   0.172873823    0.21322138  0.3035886257
## 123  0.68569536 0.82806958 0.81660416 -15.859825106  -26.56378838 -0.3255641187
## 124  0.70766292 0.84962151 0.79935823 -18.989116204  -34.62707581 -0.4918676718
## 125  0.54077357 0.83362509 0.58416081  -6.237801783   -8.25622850  0.1030707995
## 126  0.57140053 0.79003946 0.69218120 -27.503516299  -58.90571738 -0.4937682902
## 127  0.53215499 0.64402443 0.70998506  -6.422980955  -10.45228102 -0.5697632831
## 128  0.19373229 0.51401664 0.15048520  -0.522040735   -0.57252724  0.1998082364
## 129  0.20219087 0.47699646 0.14738394  -5.401144404   -7.19066447  0.4091930801
## 130  0.53585020 0.83849046 0.49155566   0.092840325    0.02641149  0.3578729017
## 131  0.41857473 0.76612621 0.42517851  -0.090478917   -0.13174828 -0.1493442270
## 132  0.50919253 0.81644895 0.44564737  -3.251425836   -3.86845145  0.0914779751
## 133  0.27900791 0.56546138 0.20605746   0.098591418    0.13364391  0.1713259992
## 134  0.50145420 0.78858364 0.51483047  -4.005265277   -5.09162307  0.3861084340
## 135  0.17448593 0.45730479 0.13126427   0.006120108   -0.01581970  0.5826074643
## 136  0.30862838 0.59073874 0.23598697  -0.320595573   -0.35013414  0.5429918156
## 137  0.19780334 0.50121529 0.14508432  -0.644027228   -0.68719502  0.4532159572
## 138  0.37469933 0.71087215 0.32038234  -6.122908472   -5.14405972 -0.0430717074
## 139  0.63788845 0.86561054 0.65689859  -5.349529107   -6.97443348  0.2238919277
## 140  0.21903808 0.47695560 0.15578055   0.467826798    0.48627241  0.4234446764
## 141  0.67428488 0.85806529 0.75037698  -0.989560120   -1.04004036 -0.4867680936
## 142  0.33306133 0.66216322 0.29664397   0.059047740    0.02669349  0.2535034038
## 143  0.25549443 0.54736598 0.18845322   0.442375833    0.46382289  0.3921856480
## 144  0.07428218 0.62872019 0.48745189 -53.506512458 -190.82049929 -0.7130584004
## 145  0.33712356 0.68594091 0.31514201  -7.569075424  -10.62879025  0.3571113778
## 146  0.48211748 0.80452926 0.49903823  -5.733890167   -7.42914220 -0.1673405407
## 147  0.23644145 0.55036257 0.18290750  -0.616922959   -0.61460016  0.1350789242
## 148  0.52334734 0.82760945 0.49428541   0.452203295    0.42529635  0.3690387648
## 149  0.24158640 0.52825953 0.18670944  -1.422466397   -1.34194316  0.4555442986
## 150  0.39267503 0.70559611 0.51861148  -1.371197809   -1.54280576  0.3920920540
## 151  0.31075007 0.52409659 0.22007588  -6.987231967   -9.73722323  0.4142509373
## 152  0.47212973 0.67833701 0.36161322   0.505524741    0.53453580  0.5117861008
## 153  0.59038204 0.85735118 0.62707792 -10.665784508  -15.93084018  0.1951897194
## 154  0.33441592 0.59465483 0.25100971  -0.917598856   -0.98249023  0.3453383127
## 155  0.33046923 0.56422222 0.54760811  -3.595867552   -4.37293202  0.1936983909
## 156  0.46571118 0.79182513 0.48303881  -0.984045674   -1.10104442  0.4115591442
## 157  0.53134043 0.82683395 0.43554641  -1.749293738   -1.95878103  0.0343547464
## 158  0.45477162 0.78401116 0.38613724  -0.670482471   -0.67064862  0.0158360454
## 159  0.51855230 0.82851686 0.43853199  -3.411465204   -4.19236883  0.2787740358
## 160  0.37706611 0.69357715 0.29488927  -8.731197366  -12.55511315  0.3106294112
## 161 -0.11613817 0.05725739 0.04147290   0.066122834    0.01514123  0.3268533729
## 162  0.45540835 0.73521370 0.35719474  -0.823998176   -0.83907716  0.3332744831
## 163  0.53594036 0.83346761 0.45819525  -0.808822620   -0.83458861  0.0032867583
## 164  0.60804906 0.84737071 0.67916563  -0.382650513   -0.39901619 -0.2794349316
## 165  0.15433511 0.47129969 0.12581376   0.543607719    0.54208757  0.4629294541
## 166  0.55377532 0.76532079 0.76750970  -0.336835977   -0.37014756 -0.2725298356
## 167  0.58481568 0.84380097 0.66172841   0.026463086    0.01393232  0.0343255192
## 168  0.35321203 0.68290617 0.40319634  -1.334799785   -1.44976335  0.1761300231
## 169  0.31174380 0.67070030 0.28118840  -5.452837116   -4.63728482  0.0250025046
## 170  0.69821963 0.81642642 0.83899354 -12.839159860  -20.89035742 -0.2649991574
## 171  0.42101798 0.72000327 0.33068629  -6.962075382   -9.68820945  0.4099054029
## 172  0.19301427 0.48288093 0.14231104  -2.624737460   -3.07424375  0.2180538100
## 173  0.57103593 0.82884267 0.66690605  -0.937764156   -0.95549198 -0.1476860917
## 174  0.37126666 0.72988998 0.33663239  -2.045472284   -2.29870384  0.0840872081
## 175  0.35580752 0.61991649 0.26161925  -2.084610995   -2.38257270  0.2374646629
## 176  0.71311733 0.86195003 0.83309622  -5.817400540   -7.80888901 -0.2858350082
## 177  0.28578165 0.63379787 0.24888146   0.129679415    0.07323083  0.2662820754
## 178  0.36234311 0.71061550 0.33189014   0.525703168    0.52431102  0.4452069375
## 179  0.64741095 0.87009903 0.70745007  -5.760010818   -7.62948547  0.2736470794
## 180  0.57080312 0.84965875 0.53143238   0.054706527    0.08893230  0.2394888384
## 181  0.26395502 0.62120971 0.23017739  -0.369329813   -0.42678517  0.1293230316
## 182  0.29892619 0.64805609 0.25688660   0.174926529    0.20688079  0.2244342205
## 183  0.48254858 0.80808585 0.52002392  -6.020926956   -5.08078899 -0.2649386722
## 184  0.56758959 0.85118606 0.58715752  -0.303993453   -0.32625847 -0.4526578717
## 185  0.65411302 0.70577849 0.81899350 -13.835330821  -23.11589316 -0.5677792542
## 186  0.38261963 0.67891313 0.29440550  -0.512286479   -0.53936541  0.4247015969
## 187  0.30337825 0.66252046 0.27895173  -0.350592624   -0.32312118  0.1257624017
## 188  0.28831594 0.59554428 0.22226442  -1.077175651   -1.06427688  0.3231180120
## 189  0.42490583 0.75774467 0.39151641  -6.281049173   -8.43384161  0.2643871492
## 190  0.68373815 0.81138289 0.81915846  -6.365376479   -8.93755514 -0.4572765598
## 191  0.52267161 0.80217818 0.44178645  -2.277305672   -2.74748132  0.3281700111
## 192  0.53337958 0.77378676 0.42673941 -12.649106143  -19.99515289  0.2744753931
## 193  0.63359407 0.82774498 0.73249948  -1.094231346   -1.23885610 -0.3716704175
## 194  0.33813300 0.70832304 0.30944298  -0.289710232   -0.34354132  0.1707965388
## 195  0.67770733 0.82259748 0.82384912 -22.035508154  -44.05736404 -0.2632325620
## 196  0.23572823 0.56486058 0.18951546  -0.441145342   -0.48460164  0.2944746526
## 197  0.69484719 0.87915517 0.73013548  -2.756346050   -3.32218823 -0.3690049093
## 198  0.28425169 0.62346218 0.23052638   0.216105993    0.24671264  0.2133395136
## 199  0.22958629 0.56544272 0.19755829  -2.514266868   -3.06987741  0.4776507760
## 200  0.35456274 0.65080634 0.27075274  -0.934138863   -0.94669530  0.2004469051
dsmdist
##             m          k  soil_dep        m_v        k_v       gw1       gw2
## 1   4.9049692 22.4993762 0.1154618 13.6255312 12.5386328 0.2030855 0.1083525
## 2   2.4067495 30.7678763 0.4274962 12.1701530  1.0369840 0.2142909 0.3266745
## 3   3.4793874  8.3914200 0.2487633  5.5504568  8.8394967 0.1527464 0.1883463
## 4   2.1599461 26.5094511 0.3286098  4.3943265  7.6371606 0.2303580 0.5121772
## 5   3.0063998 35.7747194 0.3365424  4.5989563  9.7362040 0.1455488 0.5601428
## 6   1.8859355 40.8242880 0.1249976  7.5896634  3.7390950 0.2750464 0.2456923
## 7   1.7485066 18.6882125 0.4796338  2.5456431  7.5370872 0.1891872 0.2871406
## 8   2.6748460  3.1997660 0.3001760  0.8934533  0.6250054 0.1563588 0.4098198
## 9   1.8209964 19.8916598 0.1374903  5.8753606 13.7107657 0.2101497 0.5752031
## 10  1.8332943 45.7929593 0.2428886 12.7425242  7.4705120 0.1350219 0.2388537
## 11  0.7164907 34.6138654 0.4693476  1.7972628 12.9542933 0.2241619 0.1320184
## 12  2.9535724 33.0292292 0.1714317  2.8495289  5.0497037 0.2409353 0.3160109
## 13  3.2501004 42.9691576 0.4211703 14.0574182  1.7734201 0.1438809 0.1011326
## 14  3.8534676 55.1976732 0.1552641  9.8427705  6.4341494 0.1202316 0.2481015
## 15  4.2681957 12.2258897 0.4985123  1.6648460  4.1514824 0.1095405 0.4079000
## 16  0.6257779 36.2622953 0.1136078 12.3059438  1.8828807 0.2039728 0.4657808
## 17  0.7144826 11.4803103 0.4956568 10.2977158  0.9399384 0.2552123 0.4845960
## 18  3.5253193 14.1171369 0.4682764  2.6957420  2.2181307 0.1337797 0.5334391
## 19  0.6134446  4.8349892 0.2515768  4.8603898  5.9877848 0.1180730 0.5875913
## 20  4.0644502  1.9449133 0.1843174  1.0332215  6.8139056 0.2856574 0.2166484
## 21  3.6576849 44.9838395 0.1270450 10.3652048  1.3430104 0.2719348 0.5348846
## 22  1.5993592 33.8004731 0.1814927 11.5614277  3.1666692 0.2336306 0.2225341
## 23  0.5040241 22.4032795 0.3382123 14.0263645 11.0491563 0.1111075 0.2975083
## 24  1.0401288 21.4973618 0.1823970 13.2047289  5.4278869 0.2425757 0.5045802
## 25  1.0647582 59.0530925 0.4597748  5.9401712  3.2172008 0.2237443 0.1471745
## 26  3.4091517 59.7769746 0.1083893  8.1862551  6.6990591 0.2877357 0.3813863
## 27  0.5482016 34.3894715 0.3329838  9.2959094  2.8836320 0.1087318 0.5266662
## 28  2.8769132 10.6498938 0.1456415 11.9589233  7.0920403 0.1563051 0.4079164
## 29  4.3347045 55.8351771 0.4613700  8.9034059  2.6176789 0.2843536 0.3731314
## 30  2.5350528 28.5243036 0.1734294  5.4400082 14.4098298 0.1329949 0.3231158
## 31  1.4372836  9.6666566 0.4729182  8.0825788  5.8026485 0.2075037 0.4311370
## 32  0.9769224 25.8535502 0.3178894  2.6963389  3.6663905 0.1161783 0.3402870
## 33  2.7176909 56.9855883 0.4775040 10.8896031 14.0153559 0.1551780 0.1906773
## 34  3.0784224 17.3217009 0.1416683  3.5122041  4.0066938 0.2917786 0.2889545
## 35  1.3276351 12.1563627 0.2567973  8.8064187  5.7696602 0.2266615 0.5015913
## 36  3.9728964 31.1827413 0.2948250  3.8103050  2.6314292 0.1108767 0.4852571
## 37  1.8623035 47.2850879 0.4304697  3.0566511  1.7077179 0.1577646 0.4853655
## 38  1.7707499 23.5847309 0.1539863  8.4871822 14.5050745 0.2891983 0.3730947
## 39  2.1659590 49.1811894 0.2864038  1.9368631  3.5838811 0.1304920 0.3104428
## 40  2.9864116 22.3259287 0.1258648  4.4893663  8.7349865 0.2168823 0.4550546
## 41  0.6484681 25.0094206 0.1715894  3.9918671  9.3636306 0.2472575 0.1977263
## 42  2.4821616  9.9635777 0.3491509  8.5404903  9.2608536 0.2998646 0.2173434
## 43  2.7325437  8.6462636 0.2899923  4.3047151  8.4104286 0.1969951 0.1594193
## 44  0.9802123 13.1041531 0.2573512 12.8380156 10.3994116 0.2196136 0.3348719
## 45  2.0408686  0.6797004 0.1471462 10.1287523  6.8571545 0.2071671 0.3543407
## 46  3.6509550 14.2861381 0.3307821 11.3036247 12.8655790 0.2622874 0.3160165
## 47  1.5346075 15.6421771 0.1286037 10.4461764  2.7570551 0.2923546 0.3215411
## 48  4.6480602 26.5519515 0.4067555 13.9193774 12.2908231 0.2292113 0.4373144
## 49  1.6639788 55.5144779 0.1391758 14.1639417  5.4866553 0.1459596 0.5428872
## 50  1.9705515  6.4841342 0.2874455  1.4652498  9.8421513 0.1505302 0.3367494
## 51  3.5002318 20.4014273 0.3065796 10.4691408 10.8979570 0.2441804 0.2819572
## 52  2.1447729 10.9139041 0.3607568  6.3834153  4.9269465 0.1764151 0.2233103
## 53  4.3011453 23.5003529 0.2374251 13.7887621  2.3851435 0.2174891 0.1694230
## 54  2.0281112 35.3829032 0.1987422  5.2409142 12.0166630 0.1076959 0.4896331
## 55  2.6751037 55.0455542 0.4286164  7.9593624  6.7540113 0.1428810 0.5168689
## 56  4.2031632 57.3806082 0.3860317  7.0837388 13.0254319 0.1909434 0.2576967
## 57  2.5782015 47.6418908 0.3509838  6.1071974 14.6168390 0.1987970 0.1717061
## 58  4.6992350 50.2970370 0.3019598  3.6267867  6.6362231 0.1648381 0.2509845
## 59  4.1451515 44.4935435 0.3707940  7.4975574  9.5231157 0.2758972 0.5672285
## 60  0.6009209 16.0779568 0.2209888  2.6218411  6.0750399 0.2791817 0.3971882
## 61  3.6189140 25.3444081 0.3945591  4.0358619 13.4477909 0.1798469 0.4663153
## 62  3.7453649 58.1664890 0.3650659 12.1915163  9.4466096 0.2177848 0.5239239
## 63  0.9210099  1.3187419 0.1623704 10.6725250  9.9052333 0.1240813 0.3475561
## 64  3.4465804 26.8204672 0.2080842  6.2832963  8.8985443 0.1511368 0.4610258
## 65  2.9137805  5.9137284 0.2587145 14.6220687  2.0760948 0.2254271 0.2805514
## 66  2.8235022 48.1994402 0.1317630 12.4285402  3.4531062 0.1428800 0.1360929
## 67  2.1162155 17.2351301 0.4452678 13.5427372 10.4939890 0.2969232 0.1975129
## 68  3.1552510 20.4877325 0.2311781  6.9383713  1.5330637 0.2834560 0.1998115
## 69  2.6433122 57.4898617 0.3242565  1.2779695  5.1351083 0.1557800 0.3789590
## 70  1.5090767 23.9151841 0.2596842  0.7887013  2.9130242 0.1267087 0.2843443
## 71  4.4725723 12.5721399 0.4342350  5.6642993  5.7789070 0.2604348 0.5089935
## 72  4.9923682 45.2023192 0.3642637 11.0886016  3.1069167 0.2487446 0.5931660
## 73  1.6011143 35.0926538 0.2684786 12.6200512  6.8977167 0.1128723 0.4786287
## 74  4.4874938 39.5455092 0.4399976  1.2113681  3.9141783 0.2762229 0.3226408
## 75  2.8492449 38.3251905 0.4597892  3.8098068 14.2369893 0.1621162 0.4473670
## 76  3.7138766 27.3318199 0.1900155 12.9452370 12.1485151 0.2888425 0.4960431
## 77  1.2598972 31.6696209 0.4032982 12.7990937 12.3561996 0.1038479 0.3278648
## 78  3.2928623 30.4936841 0.3412607  6.4920672  5.4268699 0.1430565 0.3624518
## 79  1.2228527 56.4673612 0.1656379 12.0275264 11.4752822 0.1212135 0.3152750
## 80  4.3789822 51.9100023 0.3834270  4.2358471  9.5751258 0.2740570 0.1763739
## 81  3.2719787 35.4695962 0.1629077  0.5019589  2.4314373 0.1827633 0.1429198
## 82  1.3472402 32.3007599 0.3673064  1.3095045 10.7243223 0.2397703 0.5062794
## 83  4.8953053 59.2611786 0.2118332  6.6375519  6.2607542 0.1446642 0.5410945
## 84  3.1942519 40.1588979 0.1018476 10.4794466  9.8882222 0.1822007 0.4387325
## 85  4.9592231 45.5560871 0.2741147 13.7798725 13.0949553 0.2058380 0.5000754
## 86  4.4553255 58.0499302 0.1511175  3.9354198 10.2859877 0.2822398 0.4996041
## 87  1.2180063 14.6740201 0.4211255  9.4935187 11.3689639 0.2306591 0.4015246
## 88  1.3048950 42.4651388 0.2241977 13.3408116  7.3686400 0.1502583 0.3598939
## 89  1.0085376  1.0710129 0.3972172 14.8204466  5.9577913 0.2216529 0.5275352
## 90  1.5817854 41.1294542 0.1776117  8.1157405  0.8713272 0.2477113 0.4291277
## 91  3.5304249 15.3551288 0.3691731  5.1527058  6.4147954 0.2130550 0.2827870
## 92  2.8326475 10.4552046 0.3093272 11.8020818  9.6480285 0.2908414 0.2705425
## 93  2.3736966  3.5719722 0.3715815  7.6808641 11.3181136 0.1658741 0.2135586
## 94  0.8064651  9.5129132 0.4626862  0.8048471  3.0682157 0.1438606 0.3495411
## 95  3.4212571 54.2188859 0.3226396  5.0832451 10.3290111 0.1254480 0.1003364
## 96  3.1754480 17.8301738 0.2478600  7.1410165  4.7336329 0.2337279 0.1926710
## 97  2.6528292 28.2847956 0.2171048 14.0064103 13.2668261 0.1061940 0.2413148
## 98  3.7701017 11.5718837 0.3480505  4.3564351  9.0187252 0.2279008 0.5216438
## 99  3.0266250 15.0794619 0.1437196  7.5815315  7.7254314 0.1138379 0.3310065
## 100 2.0053121 58.7884657 0.1079892 11.5820263  2.4571855 0.2011866 0.5522539
## 101 4.7516202 59.7274423 0.2270104  4.1024862  7.9009646 0.2364594 0.3187847
## 102 2.4600753 34.0023177 0.2375757  1.7313118  9.1960543 0.1673600 0.5299621
## 103 2.5697588 37.3606656 0.2922301 13.4735757  0.5494664 0.1951221 0.4109237
## 104 3.9454358 39.3691792 0.4857739  8.8359254  7.0339035 0.1388027 0.4170730
## 105 2.2544635  9.0098946 0.3541856 10.1954041 12.5460469 0.2330692 0.5803596
## 106 1.6233791  4.6589818 0.3887042  5.7285639  1.1171665 0.2490050 0.3492750
## 107 0.7568265 56.7689230 0.3721366 11.8397866 14.1715641 0.2438155 0.3742347
## 108 2.7763172 53.1212332 0.2174230  5.2099922  4.0960589 0.1855257 0.1501674
## 109 4.2114215 25.4475743 0.1028396  5.7556938  4.5407962 0.2432191 0.1663115
## 110 3.6980682 29.3732941 0.2808096  9.9001333  9.1245845 0.1395363 0.4024533
## 111 0.9951837 24.5184681 0.3265019 11.2444378  4.7058182 0.2157582 0.1825176
## 112 2.5739118 45.0957332 0.2007684 13.3021527  5.1578042 0.2372296 0.2544813
## 113 2.1278544 31.9620093 0.3120933  8.2842510 11.0048262 0.2831446 0.2064051
## 114 1.7252608 53.3552643 0.2639221  3.3827405  1.2807495 0.1776700 0.4745579
## 115 1.3265852  5.5293062 0.4835959 11.0570534 11.6997727 0.2677586 0.2907198
## 116 3.5586678 41.5915118 0.1326528  6.9336097  7.9162123 0.2905374 0.4131491
## 117 2.4272165 37.1346713 0.1113663  4.5965250  6.4870999 0.2905430 0.2961513
## 118 3.1184677 20.8922622 0.3144633  8.1614834  2.9925994 0.1243004 0.5133948
## 119 0.9387943 57.8172065 0.1170893  9.1531933  5.8078486 0.2955550 0.4538252
## 120 2.2947373 35.4907426 0.2844833  3.1413425  5.7721033 0.2586750 0.4433126
## 121 3.3966758 40.1242669 0.4604639 13.1389258  9.7918666 0.2696125 0.2531761
## 122 3.9958025 43.8320597 0.3453099  7.0220555  4.8424337 0.2259157 0.5277145
## 123 0.8349048 38.5305033 0.2193587  7.2106450 10.0937444 0.1004008 0.2857140
## 124 0.9417628  7.2957118 0.3561314  9.6286914  6.3644027 0.2122080 0.2191521
## 125 1.1872409 53.8235124 0.2840683 13.0619774  9.6249187 0.1865519 0.2779001
## 126 2.4650530  0.5130693 0.2733256  1.1888706 14.8487197 0.1873842 0.4363479
## 127 0.6945449 27.6468943 0.1235678  6.0633830  5.5490336 0.1583402 0.4446249
## 128 4.3191152 12.6873583 0.2496789  8.7177540  3.6554820 0.1682981 0.1207928
## 129 4.7317730 46.8267834 0.4369550  6.0288843 13.5539006 0.2125718 0.2239061
## 130 1.9225263 20.1774321 0.3176094  9.9782950  1.6024659 0.2314739 0.4932349
## 131 2.3222467 56.4064526 0.3590594  7.6435547 12.6868101 0.1117855 0.3043687
## 132 2.0378684 41.0089691 0.3436827 10.0416888  9.1079114 0.2959690 0.4250473
## 133 4.4829531 34.7942950 0.3170732 14.5283622 11.5730926 0.1544988 0.3952312
## 134 1.9557917 44.5700949 0.1603416  1.0560547  3.4589674 0.2723291 0.3463187
## 135 4.3440428 24.9495939 0.1354113 14.7157920  1.0607720 0.1155288 0.4201881
## 136 4.1721498 13.4175601 0.1133911 10.3453788  3.8324710 0.1717331 0.5797764
## 137 3.9166488 24.7432313 0.4095167 10.8278068 14.4487961 0.2700589 0.1259822
## 138 4.5508056 15.8507089 0.2336999 11.2384036  5.9171043 0.1191508 0.5461420
## 139 1.1133848 36.7662137 0.4491487  1.3851860  4.7960651 0.2931498 0.5468826
## 140 4.9194716 49.1247119 0.3880268  8.4162443  7.1615888 0.1755439 0.3295141
## 141 1.4912671 10.3044329 0.3325753  9.7169959  8.2188161 0.1812374 0.4401627
## 142 2.7460853 40.4689028 0.4281874  3.8454695  6.0717688 0.1594581 0.2567174
## 143 4.1074970 54.7283773 0.2445800  8.1601377  6.8755617 0.2389351 0.2318835
## 144 0.6802881  3.6660428 0.3843343  4.8721036  7.4215618 0.1122175 0.3851497
## 145 1.8552089 39.1647815 0.3769340  1.6653319 10.6073564 0.2317831 0.1451060
## 146 1.1199949 37.4854217 0.3373306  2.4414256  9.3079541 0.2897785 0.1036001
## 147 4.4988406 46.3638336 0.1945113 11.4873570  9.9918170 0.1706895 0.2010644
## 148 1.6806021 48.6271900 0.1757397 10.7837601  1.4769981 0.2211714 0.5185497
## 149 4.8169945 29.2175841 0.3740048  7.0046522  2.4999946 0.1725626 0.4294628
## 150 4.3091411  6.7817081 0.2009149  0.7117937  7.8275386 0.1057167 0.2966910
## 151 4.7601675 43.3007516 0.2120942 14.4448351 10.0649047 0.2093101 0.4770997
## 152 4.7770160  3.9076681 0.2098907  5.6443021  2.8026536 0.2790358 0.5774347
## 153 1.0496359 31.0848868 0.3579646  7.8581171  8.2810636 0.2347451 0.2673028
## 154 4.8855399 59.6121543 0.1211457 12.0140267  5.2625225 0.2703154 0.3876015
## 155 4.5806710 41.8384449 0.2510615  1.2644610 11.8923781 0.2412538 0.2354901
## 156 1.5431898 19.3725115 0.1681113  7.2755450  1.1757351 0.1534678 0.1845930
## 157 3.0599640  1.7544255 0.3757697 11.7514182  2.3469918 0.2516638 0.3711870
## 158 2.8656680  8.5092118 0.2978362  4.6732731  7.9679890 0.1687320 0.3987964
## 159 2.3452651  5.3087282 0.4123107 12.3332968  5.6017866 0.1871686 0.4698901
## 160 3.4707463  7.5532162 0.1077727  5.5858796 14.0331650 0.2770508 0.2719371
## 161 4.6383996 49.9360316 0.1994799  3.5631494  6.1543082 0.1405481 0.2099627
## 162 3.2129797 27.8843903 0.4647468  6.5265364  2.4101958 0.2612575 0.5431551
## 163 2.4160015  6.3021430 0.4884144 13.0034885  8.6035531 0.2008808 0.4702393
## 164 1.2596324 30.1054879 0.1852558 13.2512772  4.2333826 0.1965684 0.4056935
## 165 2.9236588 52.5658080 0.3306159  7.8266641  2.1508021 0.1085916 0.1210259
## 166 1.7950911 24.0183798 0.1881327  0.8204411 14.1034788 0.1501560 0.2329292
## 167 1.1490447 34.4471907 0.4785575 12.6403867  2.1646896 0.2550246 0.3436889
## 168 4.7252792 51.7348058 0.3087612  0.5874751 14.8294564 0.1500630 0.1154625
## 169 4.4789249 21.1821407 0.1958672  5.7192976 10.5714692 0.2014599 0.1814909
## 170 0.7423643 19.6640239 0.2412448 13.8506919  4.9906975 0.2691014 0.3008579
## 171 2.5083356 35.3402649 0.4139011  6.2730129  8.6493824 0.2679280 0.3836852
## 172 4.8321369 37.3531491 0.1921737  5.2894034 11.3713852 0.1101882 0.4333784
## 173 2.6848013 10.5611468 0.1801438  1.5395126 13.7827548 0.2453989 0.3520317
## 174 2.3867389 48.4249544 0.2350714 10.9631081  8.0418951 0.2118129 0.2737126
## 175 3.7389733 58.1819491 0.2789951  3.7412037  6.9852896 0.1841358 0.5541106
## 176 1.0698388 11.1001650 0.4923585  8.1444105  6.0025223 0.1220683 0.1323533
## 177 2.7091486 46.5317679 0.4160571 10.6030459  5.3140510 0.2844772 0.1548228
## 178 2.2415179 43.4068938 0.4895840  4.7981105  1.4032414 0.1339848 0.4134777
## 179 1.0255303 58.1411014 0.4487539  2.3546238  6.8813164 0.1758932 0.5615578
## 180 1.6576564 48.8012380 0.2125385  3.2823091  5.6582264 0.2433822 0.5823913
## 181 3.3711053 54.4530514 0.1573480 12.9201839  4.7554448 0.2189047 0.1789028
## 182 2.9936683 22.4186551 0.2053523 13.7105786  8.1522640 0.2357047 0.1825108
## 183 2.0187715 37.8814634 0.3112827  8.1920475  3.2555631 0.2538419 0.2598376
## 184 1.7039064 11.0625193 0.3443278 12.5850183 10.0233869 0.2196810 0.2449090
## 185 0.5742896 46.1899049 0.1060701 14.7476076 14.7716255 0.2730332 0.4289224
## 186 3.0659579 51.7909540 0.4078320  4.2561174  1.8412515 0.2357361 0.4275981
## 187 2.6138775 53.4695105 0.1141413 13.0982356 10.3640662 0.1521231 0.2289150
## 188 4.5914085 22.0299550 0.4242988 11.6739995  4.9255326 0.1958244 0.3802228
## 189 2.0646748  9.1154559 0.1556393  5.7379431 13.5019907 0.1379130 0.1375946
## 190 0.7199099 52.3555559 0.4865335  9.3683872  7.4755367 0.1987148 0.1446166
## 191 2.0864679 28.0782194 0.1303534  3.3572481 11.7925483 0.1996520 0.5650058
## 192 2.1864877 32.2140951 0.2659684  7.3287754  7.3874505 0.2816476 0.5965235
## 193 1.1064761 29.7931039 0.2034917  9.9148596  4.5877299 0.1490394 0.2015629
## 194 3.0945727 23.0823850 0.4184944  4.1252679 10.7595860 0.2369682 0.2039848
## 195 0.6721826 16.8697524 0.2932057  0.7896034  0.7638175 0.1859641 0.1310645
## 196 4.0705524 26.8747592 0.2628593  7.5240532  4.3420434 0.1293517 0.3662284
## 197 1.4601293  8.2036618 0.3303803 14.5463418 14.3456989 0.1287801 0.5897681
## 198 3.6539565 54.4964613 0.4537223  6.5952137  7.5911992 0.2064704 0.2660069
## 199 2.6005231 55.7769213 0.4508616  3.0671172  6.2633132 0.1196855 0.2155960
## 200 3.9591587 38.6888908 0.4848632  5.0572335  8.4751479 0.1848245 0.4842547
##            pa       po   vgseng1   vgseng2   vgseng3 run rowname         NSE
## 1   0.6783060 1.132501 1.3919695 1.4818469 0.5664533   1    3753  0.38486881
## 2   0.9879300 1.689656 0.4035990 1.8010754 1.8939901   2     180  0.44884338
## 3   0.7731696 1.996316 0.5262064 0.3912422 1.3903625   3      18  0.40008723
## 4   0.5566740 1.143725 1.7394242 1.7169723 0.3695991   4    1527  0.59024644
## 5   0.6925011 1.671186 1.6840984 0.4600854 0.4156485   5    3520  0.48164652
## 6   0.6403528 1.348976 1.2642375 0.9351488 0.1695635   6     760  0.51460457
## 7   0.1734727 1.022447 1.6112918 1.9421357 0.7210615   7    6883  0.61395346
## 8   0.9808765 1.908406 1.8541697 0.2786003 1.4339456   8    3075  0.53098556
## 9   0.4058827 1.533629 1.4452822 0.9008716 0.3867170   9      53  0.58216112
## 10  0.3307847 1.049119 1.1937643 1.9309638 0.7237700  10    2849  0.57375017
## 11  0.9953312 1.686353 0.1885252 1.1329191 0.4922245  11    7126  0.41262026
## 12  0.9687587 1.161083 0.1393509 1.2740430 0.4242682  12    9784  0.43161019
## 13  0.7835257 1.707009 0.4146203 1.2953692 1.7965766  13    4728  0.30654345
## 14  0.3046643 1.693944 1.2128841 1.1208335 0.3036915  14    2241  0.30606989
## 15  0.7038465 1.371923 1.3270466 0.7865092 1.8624942  15    9112  0.44459294
## 16  0.4006223 1.875979 1.1986187 1.4738338 0.4073993  16    2414  0.47705051
## 17  0.4640270 1.858524 1.1683431 1.5176102 1.2153475  17    7572  0.46413385
## 18  0.1720911 1.666780 0.2411949 1.5636298 0.6206267  18    3310  0.24107965
## 19  0.6563373 1.643688 1.4433680 0.5843720 1.2621579  19    9421 -0.05402174
## 20  0.1718767 1.898659 1.9071080 1.9782674 1.2238168  20    4270  0.53597776
## 21  0.8211265 1.867509 1.8264592 1.1013660 1.4483229  21     742  0.42719438
## 22  0.5427602 1.113051 0.6268198 0.8017157 0.9086077  22    1563  0.51908500
## 23  0.8334585 1.491971 0.4862823 0.3669615 1.4459058  23    3205  0.02907731
## 24  0.4827580 1.485481 1.6079532 1.5046177 1.1797727  24    1972  0.61786487
## 25  0.4359428 1.790809 0.7010084 1.4349328 0.1420784  25     449  0.53962151
## 26  0.2758939 1.551759 1.2103743 1.1025986 1.4579780  26    4071  0.39844081
## 27  0.8269905 1.256200 1.7394743 0.1674132 0.1320862  27    5569  0.16205412
## 28  0.1351198 1.806480 1.2512131 0.8495926 0.1915091  28    7300  0.48271906
## 29  0.8310492 1.515287 0.3602487 1.6572156 0.4572146  29    8341  0.36364488
## 30  0.2928074 1.920315 1.8950099 1.3389780 1.1354766  30    8706  0.47949402
## 31  0.9656860 1.015178 0.7122407 1.7436741 0.1567522  31    2938  0.48254570
## 32  0.5859068 1.671456 0.3888726 1.2445087 0.7538126  32    3556  0.46600115
## 33  0.1836490 1.617650 0.5456082 0.9995934 0.6926106  33    3195  0.36874797
## 34  0.2495024 1.433364 1.4629396 1.6671877 1.9050454  34    9105  0.44247451
## 35  0.7149232 1.321293 0.6670285 1.6526669 1.8823944  35    1484  0.52729944
## 36  0.7963938 1.043942 0.2138989 1.8440551 0.6468270  36    3082  0.38620052
## 37  0.8829243 1.472098 1.4909552 0.1901553 0.5218096  37    4264  0.55578166
## 38  0.8578639 1.566705 1.8534863 0.3531618 0.8886306  38    3990  0.56822995
## 39  0.1585434 1.495566 1.3089013 1.6252998 0.8950849  39    5338  0.41549323
## 40  0.7588487 1.018313 1.8393594 0.9778787 0.9767565  40    7554  0.55394753
## 41  0.4587242 1.775144 0.7586659 0.7838023 1.3493877  41    5350  0.48423515
## 42  0.6629661 1.141354 1.4947749 0.9119686 0.5051173  42    5500  0.52708593
## 43  0.6477406 1.490181 1.0500842 1.9492833 1.7236081  43    1654  0.49108845
## 44  0.5052261 1.466623 1.5910667 0.4792167 0.2959472  44    1876  0.54798848
## 45  0.5524880 1.952062 1.6170086 1.7507534 0.3255139  45    3207  0.39943284
## 46  0.7170441 1.937923 1.3373281 0.2896211 1.8494068  46    6375  0.42451987
## 47  0.7749825 1.119174 0.1219538 0.8602989 0.9414341  47    8548  0.47090193
## 48  0.7010294 1.982210 0.7367806 0.1788541 1.9773532  48    4880  0.37488887
## 49  0.3609397 1.922647 1.7671781 1.8368581 1.0451828  49    4183  0.59086766
## 50  0.4662874 1.655958 0.8090251 1.3143100 0.1731514  50    2143  0.53999410
## 51  0.8067193 1.606893 0.5764301 1.3970781 1.5319581  51    2330  0.42654891
## 52  0.3392371 1.481623 1.5866547 1.7006390 0.8173217  52    2020  0.55808510
## 53  0.6547475 1.663813 0.6159583 1.3053968 1.9677873  53    7875  0.29520514
## 54  0.4231423 1.173055 1.5909927 0.7201649 1.7930982  54    1268  0.57671559
## 55  0.6953461 1.310516 1.5763484 0.3429903 0.6775710  55    8684  0.51371656
## 56  0.4257431 1.802819 1.0702614 1.5861496 1.1394263  56    9211  0.31530988
## 57  0.9173439 1.108280 1.1504349 0.1481292 0.6703577  57    3145  0.50000380
## 58  0.3611257 1.942548 1.5829453 0.4283435 1.6720663  58    9133 -0.28403567
## 59  0.4023864 1.725622 1.0336530 1.5428414 1.4855253  59    4955  0.40898306
## 60  0.1029674 1.895878 0.9713199 0.9437267 0.6635188  60    9984  0.44020158
## 61  0.2398201 1.269438 1.3630453 0.2555130 1.9682911  61    5942  0.42585949
## 62  0.5657578 1.699274 1.7350642 1.9852649 1.8089662  62    8628  0.42986024
## 63  0.9134312 1.927786 1.7098080 0.5491959 1.1974579  63     957 -0.07397819
## 64  0.4087299 1.838281 0.5001039 0.5105957 0.4259500  64    2285  0.38542603
## 65  0.1576350 1.267852 0.7351321 0.4346573 1.5267460  65    5681  0.48720177
## 66  0.7227281 1.098196 1.9822744 0.2319058 0.8760266  66    1947  0.47156471
## 67  0.8740734 1.622351 0.8777977 1.1823886 0.5309829  67     845  0.49514451
## 68  0.5116014 1.877803 1.6568406 1.2911159 0.3520610  68    7539  0.38463882
## 69  0.1043446 1.884650 1.4608019 0.6609094 1.1351344  69    4271  0.37193128
## 70  0.5167536 1.119411 1.0020938 1.7034683 1.2504541  70    8331  0.51670314
## 71  0.7321770 1.587419 1.8824240 0.5364835 0.7560616  71    5865  0.44218820
## 72  0.5303160 1.273739 0.1602665 1.5403275 0.4443254  72    2316  0.36513216
## 73  0.2823715 1.888729 1.7940037 1.1612943 1.1100907  73    4499  0.59782640
## 74  0.6031492 1.470844 0.8485784 1.7306747 1.7029189  74    6289  0.13967238
## 75  0.6067251 1.017915 0.9090705 1.1682898 0.4638096  75    1154  0.51660183
## 76  0.2389526 1.207515 1.0472773 0.7922654 0.5028838  76    7725  0.43859664
## 77  0.8183783 1.151163 1.6909829 0.6514329 1.5508190  77    9197  0.54357620
## 78  0.1890553 1.085917 1.7917308 1.8942517 1.8363142  78    8428  0.46073430
## 79  0.9039337 1.225147 1.1097854 1.7296965 0.2086141  79    4200  0.54648472
## 80  0.2141346 1.965886 1.3062652 0.8471567 0.6849244  80    2527  0.27128908
## 81  0.3982131 1.075209 1.0002238 1.2533147 1.9453240  81    9755  0.48251249
## 82  0.7262259 1.512598 0.6390635 1.8647809 1.7652581  82    9075  0.54037250
## 83  0.1602076 1.248644 1.1139539 1.3251101 0.6170666  83    3905  0.32551010
## 84  0.3022057 1.278082 1.9487846 0.9299134 0.8390537  84    2249  0.45375688
## 85  0.9443189 1.794227 0.7456548 1.6719572 0.5983341  85    5395  0.42569839
## 86  0.6871752 1.368389 1.9170100 0.8812996 0.8780708  86    3468  0.45171040
## 87  0.3894855 1.589910 1.2216554 0.9372036 1.1720598  87    7965  0.58523812
## 88  0.9848534 1.772705 0.8671940 1.7860344 1.0641455  88    1059  0.56067161
## 89  0.1138917 1.220230 1.5467404 1.4556207 1.3425294  89    3243  0.14566816
## 90  0.3913392 1.854240 1.4591839 1.7998938 1.3816965  90    3422  0.57586983
## 91  0.8020529 1.717630 1.1272127 1.7877772 1.3672699  91    1976  0.43275331
## 92  0.4519378 1.031732 1.7582843 1.9109898 1.5069229  92    7203  0.53645552
## 93  0.9359588 1.222103 1.4178769 0.7000315 1.3374936  93    8203  0.55063752
## 94  0.2260445 1.733849 1.7512208 1.8849729 1.9252816  94    9396  0.44853572
## 95  0.5864369 1.613954 1.7237974 1.9055427 1.5576671  95    9671  0.36637332
## 96  0.5184576 1.668828 1.9737770 1.3743234 0.1460003  96    1610  0.41444790
## 97  0.5781218 1.408159 0.3342801 0.7341729 1.5193627  97    4396  0.44960853
## 98  0.8448135 1.238113 1.1840689 0.2000965 0.9007070  98    2500  0.50432576
## 99  0.3644972 1.426229 0.2035409 1.3471088 0.5743651  99    4276  0.41890652
## 100 0.1824002 1.261826 1.3843192 0.3036789 1.6543126 100    8228  0.54396962
## 101 0.9770902 1.506994 0.1330287 1.5865991 1.9857508 101    4848  0.35880001
## 102 0.2960067 1.700788 0.1783883 0.7263070 0.3426174 102    6491 -0.02655148
## 103 0.1010367 1.148296 1.8072445 0.5281314 1.8146136 103    8302  0.51539719
## 104 0.2446619 1.689150 1.9254960 0.6772172 1.5577410 104    1026  0.35519316
## 105 0.1732364 1.722980 0.1132590 0.1629137 1.0322452 105    3912  0.48898880
## 106 0.4770520 1.440039 1.0946250 1.6822009 1.6661133 106    6007  0.57474075
## 107 0.9411201 1.706236 0.9369930 0.7418955 1.2455891 107     876  0.48697203
## 108 0.4164512 1.203028 1.6516975 0.2811060 0.2652905 108    3483  0.40652056
## 109 0.8691420 1.622468 0.7881594 0.4581952 0.8344956 109     375  0.33302520
## 110 0.5930767 1.992251 1.5376344 1.5970949 0.3677350 110    3968  0.39500227
## 111 0.5373446 1.301064 0.3427828 1.4713491 1.1545687 111    5346  0.48744415
## 112 0.7299441 1.475577 0.5607066 1.9131312 1.9563841 112    9673  0.44010596
## 113 0.7648324 1.735384 1.4747708 1.9064473 1.6919508 113    6712  0.50971561
## 114 0.9939214 1.370060 1.1538367 1.1061251 1.5742408 114    2079  0.56652684
## 115 0.9488705 1.834362 0.9925333 0.1677415 0.3028531 115    4810  0.51644820
## 116 0.9907196 1.087219 1.8245058 1.8153820 1.6686304 116    1793  0.52973215
## 117 0.2324361 1.314174 0.2774932 0.2219844 1.4360485 117    2795  0.41974845
## 118 0.8113679 1.846874 0.4647595 0.1125369 0.2796997 118    6082  0.42672652
## 119 0.6540369 1.519089 1.0218438 0.9700511 1.0506610 119    7437  0.54436420
## 120 0.3788631 1.945699 0.7229007 1.5753993 1.0127118 120    7348  0.47381703
## 121 0.3565116 1.104670 0.6481077 1.6097515 1.5842461 121    3948  0.39174770
## 122 0.7712741 1.596894 1.8603426 1.7809312 0.8063125 122    1587  0.43759932
## 123 0.5319367 1.988797 0.8686139 1.4146791 1.4203240 123    4045  0.51384996
## 124 0.8777057 1.931710 1.6028624 1.6439319 1.8319045 124    3717  0.55466379
## 125 0.4986869 1.824550 1.3028174 1.6510326 1.7069165 125    8380  0.59943377
## 126 0.6857233 1.731275 0.9535439 0.5654755 1.4751119 126    8735  0.25624230
## 127 0.9909522 1.199111 1.4008128 0.5828178 1.8546103 127    9025  0.31970754
## 128 0.7903447 1.308595 1.0412713 1.6882814 1.7845142 128    4562  0.36950265
## 129 0.2358183 1.637676 1.3263462 1.2137031 0.1075825 129    6985  0.28421261
## 130 0.4944341 1.256595 1.2850418 1.4420176 0.6330931 130    8747  0.58365409
## 131 0.7491883 1.362206 0.7707655 0.8507148 0.1737646 131    4800  0.50286613
## 132 0.8497211 1.978994 1.3587446 1.2975044 1.0622923 132      45  0.53040868
## 133 0.5461652 1.382095 0.2284736 1.2075014 0.9643034 133    2187  0.34781742
## 134 0.5364486 1.917176 1.0250913 1.0903407 0.5974655 134    1196  0.53184328
## 135 0.2858342 1.343734 1.7841685 0.2703308 0.3953771 135    6110  0.35466205
## 136 0.2545562 1.456646 1.6066604 1.9966373 0.7812533 136    9971  0.43533938
## 137 0.1017840 1.215610 1.0751875 1.2290681 0.1817609 137     931  0.30546977
## 138 0.8925405 1.053376 0.3090296 0.8589498 1.8134557 138    9163  0.43921597
## 139 0.4633693 1.768176 0.4447964 1.9351294 1.6211408 139    4864  0.52677170
## 140 0.2677577 1.206783 0.4496588 1.3539189 1.3148902 140    9182  0.29719581
## 141 0.8739679 1.234111 0.3951928 1.5633054 1.3191087 141    6996  0.47449767
## 142 0.4170257 1.093175 0.1032073 0.4891047 1.4303958 142    3457  0.40402945
## 143 0.3192292 1.244905 0.5666888 0.8283532 0.6508318 143    1492  0.31498534
## 144 0.2295410 1.830657 1.2940180 0.2510849 1.9270428 144    4758 -0.01744736
## 145 0.3039034 1.797718 1.3810875 0.6042756 1.7676304 145    9670  0.46294807
## 146 0.7076037 1.897334 0.6006708 1.6141968 0.7931006 146    3456  0.51847673
## 147 0.9513885 1.766138 0.1854722 1.6016338 1.7371530 147    3982  0.32708639
## 148 0.6303228 1.473222 1.0589404 0.6005708 0.6134246 148    2678  0.55370543
## 149 0.3616049 1.052176 1.7778879 0.1136267 1.2022655 149    4360  0.37172758
## 150 0.1179867 1.335647 0.3188069 1.1888536 0.8521090 150    7667  0.38248660
## 151 0.1656758 1.760657 0.4173679 1.0743201 0.3850700 151    6283  0.32423028
## 152 0.1203709 1.284212 1.0125490 1.2627971 1.0882511 152    2017  0.46568813
## 153 0.2599626 1.814201 0.6430869 1.6338019 1.8920706 153    2788  0.54993950
## 154 0.5963412 1.671546 1.2576336 0.4290395 0.2736196 154    3773  0.35329004
## 155 0.7990457 1.960575 0.7073373 0.9286347 1.4949391 155    8591 -0.14854191
## 156 0.6372070 1.843659 1.2343696 1.0417615 1.0754909 156    2435  0.56816491
## 157 0.9251704 1.753979 1.3343816 0.1260691 1.3611393 157    3293  0.50576590
## 158 0.8521267 1.682237 0.8115295 1.8226988 0.2126946 158    8271  0.51286229
## 159 0.3681972 1.574113 1.6669638 1.9535908 0.8608421 159    8837  0.58792384
## 160 0.3141412 1.817805 1.4383489 0.1064938 0.5858059 160    7722  0.42149538
## 161 0.4136634 1.161507 0.9251244 0.5065498 1.2015339 161    2796 -0.09977266
## 162 0.5556816 1.175738 0.9109953 0.1404188 1.5969471 162    8277  0.46916459
## 163 0.4894011 1.390807 0.5374263 0.8112909 0.2628929 163    7091  0.52126490
## 164 0.9092920 1.545775 1.1641820 1.2732627 0.2268417 164    9286  0.57576507
## 165 0.5140914 1.462373 1.0481193 1.1454374 1.4047692 165    1959  0.37529134
## 166 0.6216900 1.194379 0.6529417 0.8391238 0.3074667 166    4827  0.48188549
## 167 0.6749858 1.393753 1.4781267 1.7340715 1.0726063 167    9304  0.61737232
## 168 0.9009370 1.839565 1.9335385 0.3086293 1.6421173 168    1926 -0.29059784
## 169 0.8600742 1.061966 0.6314816 0.3043096 0.6029331 169    6261  0.41334965
## 170 0.3055720 1.407068 1.7328504 0.5755190 1.4348930 170    2799  0.55440561
## 171 0.2123924 1.785464 0.5887529 0.6292987 1.3014530 171    7486  0.44130269
## 172 0.7475227 1.858103 1.5462597 0.8919750 0.3753434 172    8598  0.35262857
## 173 0.9927075 1.331067 1.4105950 0.8222017 0.7943906 173    1788  0.40459736
## 174 0.9563708 1.972304 1.6806198 0.7362753 1.2754766 174    5374  0.49208331
## 175 0.8252559 1.884526 0.2536385 1.8708804 0.5470453 175    3846  0.38046145
## 176 0.1448404 1.210054 0.1487693 1.0505763 1.7194543 176    8347  0.40358777
## 177 0.4427051 1.187511 0.6710835 0.3299363 1.5467531 177    6037  0.38161694
## 178 0.7102452 1.596645 1.9620480 0.4099895 0.7825564 178    1102  0.51501051
## 179 0.2040285 1.603233 0.4573923 1.4686293 1.9408512 179    5182  0.52737935
## 180 0.4868565 1.381962 0.8218856 1.5279642 0.9781273 180    8008  0.55439654
## 181 0.8886664 1.404344 0.9695570 1.2437340 1.2341145 181    1235  0.40161183
## 182 0.4585114 1.337961 1.5119045 1.0054768 1.5809498 182    8667  0.42871857
## 183 0.9327815 1.056411 0.8605852 1.4541394 0.6159441 183    6155  0.52576806
## 184 0.7374550 1.317708 1.0524003 0.3168248 1.3682026 184    6435  0.54466165
## 185 0.6444897 1.414906 0.9869165 0.1191471 1.3962181 185    4015  0.40583047
## 186 0.4698743 1.182857 0.3195071 0.1459851 1.5704044 186     410  0.41127939
## 187 0.6185742 1.524077 1.7588786 1.1647862 0.3337552 187    9865  0.47997745
## 188 0.3790526 1.027566 1.5556837 1.2729775 0.8651659 188    8281  0.40296302
## 189 0.2384358 1.564945 1.5319796 1.2653367 0.4688404 189    5985  0.55143144
## 190 0.7815756 1.557064 1.0843094 1.0243521 0.8801281 190    4114  0.51720612
## 191 0.1110389 1.201020 0.1893227 0.9598376 1.1303977 191    4248  0.49463298
## 192 0.2618014 1.959193 0.1420368 0.9980998 1.2181060 192    7905  0.46563418
## 193 0.9854477 1.590400 1.4832742 1.3930883 0.4312915 193    2725  0.59022384
## 194 0.5788082 1.164015 1.8934381 1.8381362 0.6898617 194    5954  0.48941157
## 195 0.1384351 1.892572 0.8404353 0.8548761 0.3414839 195    1734  0.40350741
## 196 0.5290107 1.166905 1.9748449 0.3621645 0.2486284 196    6934  0.40629605
## 197 0.4372890 1.260874 0.8972546 0.9538776 1.8229468 197    6106  0.52587090
## 198 0.7465465 1.520926 1.5264981 0.8058978 1.1220484 198    2197  0.40142709
## 199 0.2025982 1.579606 1.7809520 0.6166248 0.7436985 199    4009  0.42623869
## 200 0.4785887 1.067709 0.2970624 1.7115130 0.9018132 200    3522  0.40270905
##           lnNSE        KGE         smNSE       smlnNSE        smKGE      calNSE
## 1    0.28049473 0.35993062  -0.737811551  -0.614853719  0.249668195  -0.8535217
## 2    0.25247373 0.44479290   0.275723637   0.221705779  0.265411997  -1.3659653
## 3    0.17793349 0.37139810  -1.774178544  -1.726106434  0.151032794  -1.1703631
## 4    0.50162217 0.57886297   0.032114382   0.004317193  0.268223218  -0.6768088
## 5    0.32975044 0.43608416  -0.150783477   0.006027634  0.267553451  -0.7160337
## 6    0.41166924 0.51105753   0.281227055   0.237489035  0.242606946  -1.0266113
## 7    0.48818080 0.61027234   0.440284875   0.422401774  0.381022753  -0.7240208
## 8    0.40654163 0.63610852  -0.020616472   0.116048885  0.375596740  -0.8475026
## 9    0.45565135 0.58330054  -0.964855351  -0.809487746  0.206916108  -0.8920140
## 10   0.47187266 0.57959533   0.031215533  -0.007246093  0.237551978  -0.9007356
## 11   0.33147615 0.60871867  -2.054276599  -2.114345723 -0.518689490  -2.3885742
## 12   0.22692354 0.45416283  -2.100436139  -1.634477793  0.032548210  -1.6728660
## 13   0.08941494 0.30643438   0.337897928   0.338530864  0.277238738  -1.4721376
## 14   0.11997030 0.27964478  -0.755237220  -0.624581513  0.372805923  -0.9738981
## 15   0.27732767 0.48254630   0.344976245   0.317318234  0.310883311  -1.3715218
## 16   0.46650084 0.69178490  -3.750615783  -4.487507214  0.061683340  -1.4745989
## 17   0.46658054 0.68376739  -3.597814618  -4.288047335  0.107612310  -1.5494562
## 18   0.17890563 0.39242692   0.034065660   0.137362432  0.314494508  -4.8928596
## 19   0.25404770 0.47378628 -10.978034636 -19.227369626 -0.592608250  -3.4920825
## 20   0.44346310 0.53210607  -4.056283443  -5.110293392  0.334026777  -0.2570287
## 21   0.26631157 0.37366442   0.420104200   0.497369013  0.472234458  -0.5330647
## 22   0.38506326 0.56321236  -0.543865396  -0.525773091  0.047927437  -1.5237791
## 23   0.21355906 0.50212137  -6.323856430  -8.789527365 -0.603408344  -3.5581265
## 24   0.57044237 0.72891496  -0.893751805  -0.765258634 -0.010361038  -0.8792622
## 25   0.40156587 0.59186083  -1.057595470  -0.934992619  0.253522043  -1.4364032
## 26   0.20814208 0.35371080  -0.265671367  -0.112855364  0.398598744  -0.8008815
## 27   0.21054658 0.56294077  -2.193339615  -2.423708010 -0.472061308  -2.4905955
## 28   0.27811660 0.43732266  -2.324496927  -2.517157563  0.317710294  -0.8002153
## 29   0.13191333 0.33668054   0.221588899   0.173670753  0.236591313  -1.1884137
## 30   0.34396401 0.43268680  -3.705563018  -4.470789256  0.275743148  -0.6152922
## 31   0.43335833 0.66642733  -1.512318390  -1.251193909 -0.470550419  -1.7144991
## 32   0.38548745 0.64357424  -1.496504322  -1.424763334 -0.005180957  -1.9945430
## 33   0.14738033 0.36230409  -1.630189195  -1.604785494  0.255578414  -1.4131884
## 34   0.29621633 0.39602270   0.344705342   0.442440723  0.469111047  -0.6410924
## 35   0.44330095 0.65557413  -0.163071767  -0.128309134 -0.333400866  -1.5788131
## 36   0.27488291 0.49180300  -2.828802301  -2.093073981  0.052940792  -0.4420657
## 37   0.41099684 0.55426540   0.250820734   0.207168404  0.306352345  -1.0638288
## 38   0.51836154 0.59975247  -0.018288399   0.014805932 -0.224812588  -0.8475957
## 39   0.25225774 0.43357308   0.176426344   0.295806361  0.430080977  -0.4020740
## 40   0.45507120 0.54026117  -2.045390138  -1.533056743  0.218610547  -0.7150319
## 41   0.42662033 0.66313431  -6.135645771  -8.308770845 -0.251981180  -1.7636549
## 42   0.45024747 0.51757877  -0.334645552  -0.322199672  0.131315763  -0.8497062
## 43   0.35620693 0.45735101   0.080850563   0.196834315  0.241942271  -0.8240438
## 44   0.50821448 0.69949616  -2.101704558  -2.142406867 -0.321031834  -1.1920116
## 45   0.49906335 0.63640215  -8.701524337 -13.530037473 -0.008571975  -1.3754613
## 46   0.26545097 0.38325240  -1.569071793  -1.480861617  0.190659613  -0.7944444
## 47   0.31927788 0.56820938  -0.821661478  -0.747855284 -0.225947084  -2.1320267
## 48   0.15186964 0.33507053  -1.698440451  -1.638564480  0.178532172  -1.0059299
## 49   0.48356351 0.56412818  -2.022884586  -2.126845797  0.342369109  -0.5962697
## 50   0.37034227 0.56300170  -2.262122227  -2.345728436  0.191842704  -1.1802615
## 51   0.25303125 0.40311673   0.162709582   0.219578292  0.144709026  -1.1371224
## 52   0.43773892 0.52779046  -0.203432516  -0.047483888  0.370495756  -0.6400535
## 53   0.09079802 0.27007341   0.321189471   0.365491432  0.318793710  -1.1409251
## 54   0.45589295 0.57116876   0.283819586   0.257677086  0.211721488  -0.8876274
## 55   0.38583648 0.48408428   0.128930150   0.088124093  0.224357375  -0.8403937
## 56   0.13702433 0.27724172  -1.802272254  -1.806418350  0.290100535  -0.9088444
## 57   0.39302680 0.51550759  -2.244836179  -1.704112038  0.090222323  -1.1741458
## 58  -0.29610976 0.05386828  -2.013029404  -2.130897735  0.359854522 -13.4877538
## 59   0.19418376 0.36218997  -1.140862516  -1.030170287  0.327686423  -0.8113577
## 60   0.39558900 0.65307189  -9.973951110 -16.971533136  0.011654607  -1.9890778
## 61   0.22671797 0.37873745   0.206730078   0.303794775  0.331791409  -0.8302483
## 62   0.29941724 0.37260089  -0.502278816  -0.334592688  0.335687215  -0.4420364
## 63   0.33348662 0.48637813 -13.378211626 -26.348369871 -0.595645538  -3.8431133
## 64   0.13751518 0.35175146  -1.749140332  -1.735639367  0.223802214  -1.2006583
## 65   0.26764711 0.46614712   0.409958005   0.396544393  0.360772658  -1.1246111
## 66   0.37159610 0.44579858  -1.438518721  -1.137440518  0.213139988  -0.8219614
## 67   0.40554926 0.49820521  -0.029939476   0.018007616 -0.129655260  -1.0690188
## 68   0.25190780 0.34129962   0.074723859   0.205138825  0.491451103  -0.6585241
## 69   0.17520704 0.45105431  -1.843685418  -1.903407411  0.334329806  -1.0589861
## 70   0.43267452 0.67861514   0.096256595   0.081488399  0.225882889  -1.6258845
## 71   0.27792893 0.39572837   0.310054691   0.394122957  0.330842387  -0.5784126
## 72   0.07558302 0.34159091  -0.091011263  -0.126883673  0.218191763  -1.4207274
## 73   0.46762430 0.59016475  -2.620052777  -2.902353801  0.304795291  -0.7247209
## 74   0.41257030 0.47811193   0.432062668   0.437971172  0.351007676   0.2820929
## 75   0.37279289 0.51227239  -1.393939411  -1.114425455  0.156192002  -1.0891640
## 76   0.23889210 0.39911052   0.373989282   0.412351071  0.327281849  -0.8640066
## 77   0.51607719 0.71195027  -0.831034456  -0.751606470 -0.538163705  -1.1315090
## 78   0.33072667 0.41057868   0.341093369   0.316468909  0.450118619  -0.5244740
## 79   0.50979233 0.69996537  -0.875344075  -0.788120620 -0.546075924  -1.2038162
## 80   0.07339178 0.23462355  -3.105850713  -3.628367091  0.326816035  -0.9587360
## 81   0.30714255 0.51314065  -2.508271832  -1.680164846  0.377455360  -0.9800118
## 82   0.40910147 0.61958637  -0.104506251   0.014950746  0.103459937  -1.6187524
## 83   0.11992891 0.30061936   0.449802117   0.471500843  0.414678665  -1.0568137
## 84   0.31823920 0.40334709   0.382714781   0.441871990  0.368481111  -0.5908404
## 85   0.24282376 0.39778028   0.057168460   0.171472079  0.194852143  -1.1271230
## 86   0.30573734 0.41669913   0.400500972   0.379499630  0.340802112  -0.7213787
## 87   0.50738836 0.66486723  -2.379237028  -2.480958473  0.014983241  -1.0900538
## 88   0.49449613 0.64366798  -0.465687796  -0.365039270 -0.389418476  -1.2085716
## 89   0.38062298 0.56626619  -9.183147446 -15.220646052 -0.108909425  -2.9128115
## 90   0.45285915 0.56254108   0.392838960   0.485813260  0.518871945  -0.8103798
## 91   0.28918517 0.38807100   0.008221093   0.149080784  0.288822797  -0.7095010
## 92   0.47908472 0.50115830  -0.233871232  -0.230451542  0.239084418  -0.4820020
## 93   0.50262953 0.61798270  -0.263995528  -0.267880289 -0.379153865  -0.8966385
## 94   0.49388809 0.68413862  -5.541905009  -7.541536128  0.162381783  -1.3588066
## 95   0.25665751 0.32505356  -0.148089387   0.011179401  0.333921037  -0.6198512
## 96   0.31103826 0.36705144  -0.188546079  -0.032813933  0.387471352  -0.5355326
## 97   0.24915539 0.44758093   0.093030301   0.110519627  0.016120803  -1.5030831
## 98   0.34092922 0.48445000  -0.505577339  -0.452542399  0.184801952  -0.9182091
## 99   0.15404714 0.40982903  -0.017193283   0.081692697  0.197010002  -1.5167148
## 100  0.36351229 0.52721944   0.386456489   0.361615081  0.413260864  -1.0512823
## 101  0.11445998 0.36013289  -0.019959559  -0.064943596  0.097579214  -1.7573130
## 102 -0.09895003 0.37096979  -1.475153328  -1.414521690  0.174991823   0.2693427
## 103  0.34789866 0.48267193  -1.637637010  -1.160800269  0.461460173  -0.8632797
## 104  0.17626805 0.30860528  -0.984673457  -0.886327525  0.398294252  -0.6838692
## 105  0.21587126 0.49577256  -3.077024339  -3.463176477  0.163178620  -1.6103755
## 106  0.46751186 0.63831530   0.130827864   0.246610463  0.345871156  -1.0634483
## 107  0.41664499 0.67573139  -1.400622409  -1.330552049 -0.537986445  -1.7240252
## 108  0.26397840 0.38795920   0.249538000   0.212182531  0.361716255  -0.9970034
## 109  0.14721439 0.30305560   0.327822534   0.346850736  0.244507238  -1.0985913
## 110  0.25043851 0.34147750  -2.077060695  -2.149582653  0.283730941  -0.5653024
## 111  0.37964185 0.62603839  -0.223961605  -0.150019585 -0.156362894  -1.9425413
## 112  0.28268093 0.42894304   0.257419890   0.233551737  0.166351384  -1.2328387
## 113  0.45373610 0.48378541  -0.322992511  -0.155243884  0.204755849  -0.6769686
## 114  0.43650998 0.58072637  -0.343010507  -0.315888716  0.274034716  -1.1378923
## 115  0.44327643 0.62550724  -2.848727675  -3.088924046 -0.421758134  -1.3924022
## 116  0.45647942 0.50964240  -2.742514202  -1.962483937  0.256804419  -0.5887824
## 117  0.18631028 0.41871445   0.263092396   0.303057519  0.269678348  -1.5558300
## 118  0.18972876 0.40090253  -0.078366008   0.041400509  0.231742879  -1.2228204
## 119  0.46671085 0.66855257  -0.405647956  -0.306162345 -0.211697159  -1.4671161
## 120  0.27394825 0.44806134  -2.020522651  -2.105012358  0.303010971  -1.1157043
## 121  0.21818940 0.36956163   0.105329522   0.060972497  0.239879945  -1.0893984
## 122  0.31105611 0.38309648   0.421794708   0.479972938  0.380853924  -0.4191083
## 123  0.47378950 0.68850179  -5.097068921  -6.458716932 -0.154960832  -1.4818263
## 124  0.56827718 0.71747420  -4.962252426  -6.247440757 -0.397176330  -0.8983382
## 125  0.54386195 0.64219863  -2.211002204  -2.266701218  0.106098964  -0.8440441
## 126  0.32166317 0.56151916  -7.590079179 -11.089987971 -0.057871884  -2.5808173
## 127  0.30706796 0.63556979  -0.802636350  -0.785685201 -0.498384287  -2.0863847
## 128  0.22162972 0.33289493  -0.041231293  -0.061428190  0.280359376  -0.8172854
## 129  0.09983229 0.24962327  -1.495438127  -1.466518517  0.352006050  -0.9075553
## 130  0.45280524 0.58065731   0.198199767   0.157536381  0.370437192  -0.8937072
## 131  0.37393146 0.51172218   0.077388305   0.041947874  0.095407743  -1.2700778
## 132  0.43861059 0.52084037  -1.104919696  -0.951621758  0.170120251  -0.8253764
## 133  0.09892781 0.32666580   0.220449987   0.216485894  0.130550677  -1.4074072
## 134  0.49077915 0.64956765  -1.026155161  -0.908153142  0.347884081  -2.9550572
## 135  0.17420345 0.32068924  -0.012525735   0.016992269  0.467767987  -0.7654485
## 136  0.26786408 0.36954994   0.345325134   0.439910394  0.473233970  -0.3849743
## 137  0.11716365 0.27701100   0.202913067   0.313064183  0.384686386  -1.0064432
## 138  0.22389640 0.43341545  -3.079940841  -2.255874802  0.032438903  -1.4101679
## 139  0.36959079 0.61197660  -1.602096259  -1.547346023  0.217124530  -1.7968932
## 140  0.05289580 0.28368621   0.337431469   0.310249958  0.299951281  -1.4133012
## 141  0.38997937 0.63170884  -0.286809005  -0.288053843 -0.436783235  -1.9150823
## 142  0.15018009 0.41350081  -0.294669462  -0.310526966  0.153852917  -1.7717566
## 143  0.09855705 0.29404065   0.362739333   0.342508591  0.299640616  -1.2516283
## 144  0.32714833 0.48891680 -14.485948598 -30.347684186 -0.358305276  -3.5871976
## 145  0.30405580 0.44768103  -2.435965083  -2.640499585  0.299925091  -1.1076678
## 146  0.37773175 0.54079980  -2.213015488  -2.253585856  0.013237775  -1.4353878
## 147  0.09332208 0.31870245   0.060306659   0.125368124  0.091407941  -1.6320285
## 148  0.40984483 0.56704409   0.350725672   0.305763046  0.317829518  -1.1744781
## 149  0.18936069 0.33134415  -0.838569892  -0.655016713  0.384942294  -0.7916928
## 150  0.10253952 0.44925423  -0.090832764   0.031647427  0.239537561  -1.6455820
## 151  0.04304943 0.29145764  -1.898713390  -1.949139619  0.263399885  -1.2172723
## 152  0.23123666 0.41986577   0.484286637   0.500850765  0.430843195  -0.6569714
## 153  0.41643405 0.62292151  -3.544478627  -4.134135486  0.177147007  -1.4841200
## 154  0.16961714 0.31575293   0.027769937   0.163759818  0.339057885  -0.8858251
## 155  0.32060878 0.36371599  -1.037386754  -0.885784681  0.212768951   0.3334862
## 156  0.43296122 0.58647071  -0.013380949   0.119146139  0.366965794  -1.0452218
## 157  0.37138657 0.51832889  -0.916777190  -0.765946363  0.176231043  -0.8112106
## 158  0.35216550 0.48690850  -0.137719023   0.002869280  0.177396970  -0.9293501
## 159  0.48106569 0.56256717  -1.122918925  -1.009598234  0.330076461  -0.4257377
## 160  0.24145953 0.37661344  -3.070341440  -3.488154943  0.254784741  -0.7948416
## 161  0.32459427 0.42749705   0.028556844   0.005442948  0.297242527   0.4239670
## 162  0.27098291 0.44213658  -0.452340573  -0.401237220  0.289461641  -1.0043779
## 163  0.33808329 0.53276360  -0.204684481  -0.094812998  0.072839399  -1.2627279
## 164  0.51766597 0.66789913  -0.104793619  -0.077717693 -0.318595755  -1.1240189
## 165  0.20638784 0.36571653   0.426681567   0.407316672  0.381912271  -1.1583058
## 166  0.36395491 0.63233582   0.025729068   0.010401503  0.027273577  -1.9149907
## 167  0.57307132 0.68887499   0.187822223   0.168802862  0.098087633  -0.8275109
## 168  0.34377632 0.37566345  -0.196012065  -0.025367095  0.298861775  -1.0091580
## 169  0.23951562 0.40642217  -2.669493548  -1.974877733  0.102967092  -1.2828839
## 170  0.50938084 0.71862245  -2.209414435  -2.310559777 -0.060134868  -1.1830941
## 171  0.21708506 0.41764579  -1.993575181  -2.065643869  0.277748076  -1.2278261
## 172  0.19256504 0.30975127  -0.756867125  -0.588363856  0.282050440  -0.7599953
## 173  0.32339013 0.49651552  -0.057400286  -0.063633826  0.242661649  -0.7197000
## 174  0.40226193 0.46227947  -0.595892670  -0.419023595  0.194882850  -0.7412981
## 175  0.11433404 0.35001129  -0.475246118  -0.319784356  0.175055223  -1.3066954
## 176  0.32645779 0.61213453  -1.049836939  -0.937740393  0.006550866  -2.3526249
## 177  0.20948479 0.37534917   0.090841246   0.043079020  0.235862698  -1.3223360
## 178  0.38111620 0.48754168   0.496747475   0.486924759  0.421137648  -0.7991287
## 179  0.38386193 0.63924341  -1.620907201  -1.576484239  0.210551873  -1.7781421
## 180  0.39697412 0.57396676   0.312905392   0.355184113  0.267476712  -1.2907170
## 181  0.26984179 0.37656908  -0.011925094  -0.042119367  0.220519271  -0.9977011
## 182  0.31497779 0.39459294   0.378242678   0.408800092  0.298008586  -0.7434553
## 183  0.43163239 0.55788545  -2.933834077  -2.154702691  0.028570908  -1.2979097
## 184  0.45797180 0.60258050  -0.106463221  -0.107234953 -0.396683416  -1.2242481
## 185  0.32980749 0.65686449  -2.613953507  -2.852564201 -0.500936427  -2.1250328
## 186  0.16349992 0.39765308  -0.611895512  -0.536806641  0.265231102  -1.4221263
## 187  0.39487352 0.44340025   0.163377845   0.259081918  0.245740247  -0.6443399
## 188  0.25826609 0.35553711  -0.455976858  -0.380091897  0.356188370  -0.6166340
## 189  0.40686628 0.53148498  -2.247476664  -2.365303359  0.266880697  -0.7456440
## 190  0.47319068 0.68647228  -1.338227134  -1.272532855 -0.463221440  -1.3840081
## 191  0.23150666 0.50572216   0.131404146   0.206499235  0.234219802  -1.6921516
## 192  0.19502765 0.46389653  -2.748098349  -3.041141212  0.204207709  -1.6152690
## 193  0.55927634 0.70398195  -0.328265840  -0.266433853 -0.425848677  -0.9122888
## 194  0.41702655 0.44622423   0.058759140   0.034735568  0.306200603  -0.5153904
## 195  0.40885571 0.63663832  -3.680449027  -4.470550409  0.165271552  -1.9288230
## 196  0.26314223 0.36253040  -0.074692234  -0.077226056  0.338390555  -0.6454342
## 197  0.46885490 0.66749453  -0.771342159  -0.660326407 -0.313880230  -1.3999181
## 198  0.27017438 0.36250787   0.393070875   0.422322129  0.301256079  -0.7666824
## 199  0.26307636 0.40225027  -0.463231063  -0.315799054  0.402434629  -0.9160940
## 200  0.16078143 0.38065636  -0.617784297  -0.559499085  0.159776869  -1.3468382
##        callnNSE       calKGE      calsmNSE     calsmlnNSE     calsmKGE
## 1   -0.73636273  0.407842843  -0.965246892  -0.7991576558  0.273284282
## 2   -0.99246366  0.347430371   0.152975468   0.0941476311  0.262118105
## 3   -1.10096886  0.373743415  -1.113830825  -1.0063915867  0.172075464
## 4   -0.26806994  0.408382926  -0.109521812  -0.1308329837  0.303076112
## 5   -0.63542739  0.461740056   0.117853479   0.2412961499  0.294222133
## 6   -0.57397757  0.377136882   0.194981363   0.1387821368  0.263333885
## 7   -0.27241479  0.391447948   0.416702579   0.3775819728  0.416511071
## 8   -0.21329559  0.271344925   0.290481558   0.3927694925  0.425546880
## 9   -0.38836055  0.356042214  -0.465873023  -0.3095518708  0.239220818
## 10  -0.36410858  0.364059420  -0.134351270  -0.1633100202  0.263427440
## 11  -0.88306084 -0.076394617  -1.329559063  -1.3018592401 -0.487327017
## 12  -1.06573272  0.280704731  -2.522295084  -1.9328817622  0.044012055
## 13  -1.36992669  0.251108842   0.321842828   0.3000962167  0.269524213
## 14  -1.06422094  0.260707546  -0.363627747  -0.2312155853  0.384632444
## 15  -0.54477218  0.226382537   0.275747945   0.2362743815  0.338241134
## 16  -0.25588673 -0.016896761  -2.673736197  -3.0942726980  0.124342555
## 17  -0.25680452 -0.056381903  -2.517792261  -2.9023898661  0.181178049
## 18  -2.18459993 -0.303604138   0.236928317   0.3059665604  0.330380783
## 19  -0.53185420 -0.643334091  -8.690627642 -14.7620027610 -0.559944470
## 20  -0.19104151  0.552964925  -3.043685624  -3.8510396906  0.372977030
## 21  -0.62037778  0.462091094   0.503360348   0.5579913148  0.483935061
## 22  -0.72309441  0.237479976  -0.841447389  -0.7752903902  0.078404405
## 23  -0.73981197 -0.579255169  -4.779121391  -6.4318916831 -0.569141900
## 24  -0.03861038  0.175039414  -0.396500866  -0.2766529789  0.054860024
## 25  -0.66784126  0.247021749  -0.550197919  -0.4138035004  0.272767996
## 26  -0.85356111  0.404908603   0.015793895   0.1522272871  0.409910871
## 27  -0.48480393 -0.389000863  -1.406111449  -1.4611814386 -0.457121749
## 28  -0.74181837  0.444220593  -1.635531347  -1.7321089907  0.335943720
## 29  -1.14646091  0.357552316   0.084239650   0.0359645463  0.236309801
## 30  -0.58125248  0.466834526  -2.783017454  -3.3250614861  0.293186467
## 31  -0.42518721 -0.015971637  -1.856212509  -1.5149765489 -0.427139195
## 32  -0.70071840  0.002246101  -0.882005324  -0.7747539592  0.040032260
## 33  -1.21946750  0.306093213  -1.043649690  -0.9642584883  0.260777393
## 34  -0.65612765  0.457872276   0.460852978   0.5335489752  0.483499784
## 35  -0.46717373  0.074002387  -0.035457245  -0.0451468143 -0.265655301
## 36  -0.52194240  0.485183684  -3.346568860  -2.4314573862  0.087471783
## 37  -0.52208514  0.343828000   0.128052609   0.0842814909  0.327149593
## 38  -0.23198232  0.322624504   0.063418954   0.0525834532 -0.106541172
## 39  -0.57578029  0.467987492   0.332478335   0.4248650639  0.451356882
## 40  -0.30902874  0.412321783  -2.333319000  -1.7375839097  0.246729863
## 41  -0.52694598  0.011054018  -4.638214585  -6.0974033224 -0.187631911
## 42  -0.45801149  0.405404690  -0.537125344  -0.5011521105  0.180174455
## 43  -0.65935627  0.443905024   0.286512658   0.3602311129  0.278920512
## 44  -0.19661001  0.106908002  -1.317887311  -1.2662146420 -0.247242118
## 45  -0.12453858  0.007281306  -6.799033641 -10.3601967486  0.044306881
## 46  -0.77402824  0.441437792  -0.974435507  -0.8470836839  0.212205117
## 47  -0.97055628  0.085427690  -1.130027184  -1.0017077339 -0.157819918
## 48  -1.03201841  0.378883259  -1.074075504  -0.9624602596  0.194932233
## 49  -0.26894135  0.456060230  -1.376676870  -1.4038463024  0.360667808
## 50  -0.63646013  0.310644499  -1.464742419  -1.4396328171  0.233518823
## 51  -0.94808036  0.391719727   0.252654861   0.2701261902  0.164154024
## 52  -0.38719215  0.462621139   0.103866266   0.2334370192  0.399616992
## 53  -1.23799082  0.269865732   0.370423386   0.3879598742  0.317798755
## 54  -0.41841249  0.377333035   0.240600334   0.1921728945  0.243546477
## 55  -0.57740668  0.433970439  -0.007171834  -0.0463490870  0.246306432
## 56  -1.03730101  0.303273095  -1.188149829  -1.1328810385  0.307371700
## 57  -0.61615277  0.335701406  -2.619858823  -1.9654971673  0.117799778
## 58  -3.67178821 -1.449419097  -1.432543101  -1.4811078331  0.363077902
## 59  -0.85716809  0.417472914  -0.662143999  -0.5325858291  0.342066308
## 60  -0.58202205 -0.086948741  -8.056682608 -13.6509634720  0.069571981
## 61  -0.86440558  0.408174998   0.344861676   0.4093580607  0.346885801
## 62  -0.53401218  0.474926753  -0.153929705  -0.0034814076  0.358949588
## 63  -0.46908888 -0.695957451 -10.705347434 -20.4968463723 -0.538235447
## 64  -1.18250656  0.338366770  -1.130712609  -1.0540828069  0.227221844
## 65  -0.87840130  0.391148158   0.370497138   0.3393626396  0.376426455
## 66  -0.61336470  0.436941709  -1.739455500  -1.3617685924  0.228650797
## 67  -0.59833828  0.367491094   0.080273169   0.0829908586 -0.045058864
## 68  -0.74702144  0.411826915   0.262789419   0.3745924849  0.500618982
## 69  -0.87849288  0.400666392  -1.254861599  -1.2577161719  0.352384096
## 70  -0.50336779  0.069356426   0.023095241  -0.0010648881  0.279170777
## 71  -0.59585342  0.481900092   0.421931612   0.4721056966  0.354755864
## 72  -1.34731705  0.309265389  -0.330230391  -0.3378351250  0.202475767
## 73  -0.32201480  0.413773579  -1.855080165  -2.0117627133  0.326857151
## 74   0.49580422  0.666418231   0.428826280   0.4121883904  0.373567789
## 75  -0.58011515  0.352637121  -1.709550369  -1.3505969109  0.181037687
## 76  -0.83163536  0.426223212   0.416223834   0.4265339554  0.336700835
## 77  -0.11850546  0.101572016  -1.091141656  -0.9716543806 -0.499792198
## 78  -0.54051919  0.464495190   0.233944252   0.2119349808  0.464559871
## 79  -0.17621152  0.107073699  -1.166805071  -1.0302321703 -0.504958687
## 80  -1.12241092  0.255989433  -2.328165321  -2.6953031203  0.334929037
## 81  -0.47498711  0.353332441  -2.656187976  -1.8118746163  0.283896998
## 82  -0.62144365  0.136127459   0.145122431   0.2202513455  0.166088724
## 83  -1.07857995  0.271162938   0.438117654   0.4437580857  0.422794561
## 84  -0.61243990  0.457206536   0.457158174   0.4861314159  0.386779634
## 85  -0.89531053  0.383050770   0.233692859   0.3077481549  0.220372062
## 86  -0.59481065  0.459087366   0.344844171   0.3107246959  0.367956851
## 87  -0.26303096  0.208404100  -1.546390547  -1.5249011244  0.069435603
## 88  -0.33543753  0.200006041  -0.174856987  -0.1157252043 -0.329303122
## 89  -0.41488122 -0.486827790  -7.159122505 -11.5693079884 -0.002910937
## 90  -0.36428881  0.396762723   0.513077591   0.5818011293  0.538554577
## 91  -0.71016630  0.451727029   0.232061226   0.3371757145  0.315577876
## 92  -0.29560989  0.499988747  -0.419104232  -0.3949037415  0.270177748
## 93  -0.25000618  0.283460738  -0.361795863  -0.3780699669 -0.267219142
## 94  -0.23628217  0.009393036  -4.255680951  -5.7467396489  0.228482187
## 95  -0.71012899  0.386973510   0.117962057   0.2466628390  0.361425462
## 96  -0.61162739  0.447976988   0.083021725   0.2159896164  0.406071049
## 97  -1.08230913  0.326721169   0.135436381   0.1141650592  0.044368476
## 98  -0.60388200  0.410091570  -0.745598644  -0.6526594855  0.212080868
## 99  -1.23056802  0.325253883   0.179099931   0.2392510909  0.205035148
## 100 -0.59624799  0.373253943   0.292379453   0.2647982780  0.423095321
## 101 -1.33834705  0.285917303  -0.203954666  -0.2409288004  0.104420720
## 102  0.14261003  0.617951918  -0.819686588  -0.7075283508  0.202499250
## 103 -0.60977731  0.427815695  -1.830134038  -1.3042814663  0.465502242
## 104 -0.83071093  0.340387134  -0.558426081  -0.4483876243  0.412160909
## 105 -1.07379831  0.289325610  -2.184152732  -2.3770632308  0.172652179
## 106 -0.32624994  0.234050397   0.370324917   0.4451002318  0.387507793
## 107 -0.40495631 -0.026974979  -0.827778621  -0.7408407201 -0.492975148
## 108 -0.86986266  0.381109963   0.111191492   0.0807278401  0.373499173
## 109 -1.12116707  0.341897249   0.346063318   0.3361314051  0.258719848
## 110 -0.69138447  0.419039396  -1.420935722  -1.4182463624  0.302416361
## 111 -0.75976985  0.059566156  -0.001318847   0.0277803898 -0.091547165
## 112 -0.93289549  0.372524040   0.211221051   0.1644160769  0.176946793
## 113 -0.42021140  0.461271557  -0.002840270   0.1320624009  0.238345946
## 114 -0.48599649  0.299411283  -0.572626464  -0.5083056416  0.295232833
## 115 -0.43749632  0.138701617  -1.910777998  -1.9801225723 -0.335934787
## 116 -0.28494080  0.460211737  -2.984060486  -2.1288942368  0.277287046
## 117 -1.20001865  0.322149869   0.322098599   0.3311496611  0.262994440
## 118 -1.07024053  0.369038199   0.144181870   0.2301248873  0.237252701
## 119 -0.39460568  0.096460262  -0.110703912  -0.0527434888 -0.145684970
## 120 -0.87510656  0.393432262  -1.370506015  -1.3712984667  0.311720406
## 121 -1.00007024  0.379221387  -0.061815822  -0.0968913031  0.248258480
## 122 -0.48174874  0.493496000   0.493773985   0.5216916647  0.406978477
## 123 -0.35011972  0.058462491  -3.799212882  -4.6756758536 -0.101941609
## 124  0.00492008  0.139048111  -3.583298682  -4.3413938427 -0.321410733
## 125 -0.17922689  0.309476794  -1.436057621  -1.3888721708  0.138259613
## 126 -0.69366166 -0.199939876  -5.866462795  -8.3948800240  0.024294998
## 127 -0.41732183 -0.240968661  -0.558561097  -0.5395514763 -0.482760454
## 128 -0.87131351  0.391580836  -0.221712456  -0.2231202474  0.299600279
## 129 -1.06294782  0.253658200  -0.965750290  -0.8973196092  0.364473306
## 130 -0.37844627  0.359827915   0.054006192   0.0214663369  0.387606452
## 131 -0.71095862  0.325412871  -0.038084713  -0.0815635217  0.129614270
## 132 -0.44757303  0.409452563  -0.598405404  -0.4386260965  0.196641028
## 133 -1.31593429  0.311310916   0.212031040   0.1775931451  0.137423014
## 134 -0.90422151 -0.177470706  -0.569988871  -0.4376634056  0.362384704
## 135 -0.87159381  0.337793019  -0.186166381  -0.1306996569  0.467809415
## 136 -0.54528569  0.464197410   0.452936364   0.5231956994  0.487766135
## 137 -1.09214999  0.288028251   0.345494601   0.4271751442  0.397553138
## 138 -0.99240136  0.338019592  -3.520917751  -2.5467066669  0.042861353
## 139 -0.71460039  0.109779835  -0.971576085  -0.8648422899  0.238794986
## 140 -1.39429544  0.213422047   0.250334090   0.2137814350  0.298175951
## 141 -0.62402195  0.005078299  -0.369251372  -0.3847472425 -0.375895793
## 142 -1.30037235  0.285009233  -0.559900667  -0.5394361503  0.154889124
## 143 -1.27936734  0.272996572   0.298013263   0.2639268691  0.300386830
## 144 -0.55456144 -0.609833267 -11.872915526 -24.5003433858 -0.308140083
## 145 -0.82379566  0.388287104  -1.702391525  -1.7941127394  0.318617629
## 146 -0.79887267  0.287024880  -1.432265787  -1.3729422220  0.068123152
## 147 -1.43000686  0.277800904   0.175767027   0.1988289785  0.104106035
## 148 -0.53113731  0.305635020   0.257485195   0.2034951275  0.326634623
## 149 -0.88555880  0.354444105  -1.092135202  -0.8510786871  0.386968824
## 150 -1.04139335  0.265875239   0.127439774   0.2167077454  0.249766866
## 151 -1.28963807  0.272435798  -1.286018167  -1.2634387906  0.261126540
## 152 -0.68267089  0.471997898   0.483114162   0.4804770161  0.446063454
## 153 -0.60692978  0.193440753  -2.568410351  -2.9198555735  0.201366135
## 154 -0.95267799  0.371341314   0.229664193   0.3368991977  0.351643049
## 155  0.45350985  0.543260297  -0.532379484  -0.3732201333  0.240123720
## 156 -0.46571584  0.330331188   0.240851793   0.3426902729  0.390822397
## 157 -0.53815349  0.407925665  -0.396113790  -0.2460131205  0.216379492
## 158 -0.67909227  0.417201506   0.128805442   0.2289797254  0.215178884
## 159 -0.20465473  0.485984855  -0.593264766  -0.4645784702  0.364606596
## 160 -0.83019042  0.430595705  -2.229227039  -2.4759366564  0.270064641
## 161  0.46361422  0.437138879  -0.163696184  -0.1659632417  0.304467304
## 162 -0.83851866  0.413145159  -0.714534776  -0.6152968207  0.289073512
## 163 -0.74710121  0.318431820   0.066706767   0.1317685583  0.120129587
## 164 -0.25333127  0.191970853  -0.006907159  -0.0233693632 -0.253563070
## 165 -1.02467165  0.329247725   0.358430442   0.3297220562  0.386179148
## 166 -0.38131980 -0.057694419  -0.049391715  -0.0797102763  0.109900460
## 167 -0.08693573  0.254069685   0.184395647   0.1330613770  0.145280387
## 168 -0.70080047  0.314840648   0.124439517   0.2614279460  0.345326576
## 169 -0.92930280  0.359850432  -3.061331963  -2.2395692354  0.116349028
## 170 -0.17739980  0.092216911  -1.391889147  -1.3701955728  0.010568731
## 171 -1.02137716  0.373984463  -1.352704556  -1.3436307968  0.281146350
## 172 -0.85624748  0.370934769  -0.340542608  -0.1808001927  0.309023307
## 173 -0.17321303  0.399174040  -0.204757011  -0.2017673652  0.298972020
## 174 -0.53314950  0.455899778  -0.212851257  -0.0566359016  0.221868096
## 175 -1.22468143  0.344262066  -0.131084467   0.0000642404  0.185229936
## 176 -0.92542874 -0.055719661  -0.540890330  -0.4225417661  0.059876695
## 177 -1.11504841  0.342256210  -0.087496164  -0.1237764669  0.238407382
## 178 -0.53520305  0.439401242   0.462943335   0.4385622034  0.435892035
## 179 -0.70996041  0.108442164  -1.004372429  -0.9104151663  0.232806979
## 180 -0.58910864  0.269760351   0.389665575   0.3958224592  0.289651957
## 181 -0.88436390  0.398111679  -0.184851833  -0.2016239974  0.237947530
## 182 -0.68971981  0.441391891   0.424119785   0.4229208104  0.318833460
## 183 -0.58504191  0.273166727  -3.348302012  -2.4291449226  0.072608454
## 184 -0.45661558  0.241238032  -0.103472267  -0.1377723856 -0.316384251
## 185 -0.52569007 -0.174229111  -1.746136073  -1.8211137173 -0.469686054
## 186 -1.21194611  0.335399572  -0.917633610  -0.7820772378  0.248208601
## 187 -0.51148853  0.472006879   0.314244906   0.3702684852  0.272053019
## 188 -0.71403763  0.420320582  -0.675309517  -0.5596431822  0.367633111
## 189 -0.47509922  0.440667922  -1.495629389  -1.5134425425  0.300592422
## 190 -0.31435329  0.083567560  -0.767768375  -0.6819132514 -0.432272443
## 191 -1.04638510  0.267704399   0.264820889   0.3028374169  0.241480912
## 192 -1.13824434  0.305514996  -1.949953504  -2.0864415311  0.199357181
## 193 -0.08834152  0.207586388  -0.120140207  -0.1022752595 -0.377417338
## 194 -0.41528779  0.499451266  -0.080851403  -0.0970778212  0.334674648
## 195 -0.64602869 -0.022210227  -2.630513611  -3.1278296420  0.236800495
## 196 -0.71833076  0.421279443  -0.260824965  -0.2395571065  0.354431819
## 197 -0.36361805  0.097960532  -0.347036424  -0.2611255402 -0.237839546
## 198 -0.76879309  0.424612339   0.428947624   0.4282857667  0.327537601
## 199 -0.79946791  0.394981938  -0.139437141  -0.0028930107  0.418196514
## 200 -1.17604943  0.349762720  -0.913691241  -0.8003525138  0.162949873
##          valNSE    vallnNSE     valKGE      valsmNSE     valsmlnNSE    valsmKGE
## 1    0.26196781  0.63911359 0.25266202  -0.765518977   -0.793250821  0.09564817
## 2    0.46447376  0.80409684 0.39266098   0.418916894    0.444048068  0.39512381
## 3    0.39043829  0.73185744 0.31878306  -7.482620954  -10.242857926  0.15510007
## 4    0.59944631  0.85737845 0.54421336   0.099505606    0.065480357  0.06465466
## 5    0.44805437  0.77636312 0.36896504  -2.489488937   -2.883356174  0.19748115
## 6    0.50178534  0.82918466 0.46435898   0.226467553    0.245939682  0.20894227
## 7    0.60330247  0.86674038 0.57019255   0.156455945    0.190001698  0.26506728
## 8    0.62938466  0.79733700 0.79775123  -2.497966836   -2.991463648  0.26582745
## 9    0.61541114  0.86672911 0.55207613  -5.181075496   -6.639939065  0.13173199
## 10   0.52859095  0.82880264 0.51474351   0.230387860    0.208817897  0.17722535
## 11   0.71227528  0.82458609 0.82704773  -8.326332491  -11.766339202 -0.58635642
## 12   0.53424278  0.84436127 0.46230736  -2.060813395   -1.942934777  0.06673057
## 13   0.22950533  0.57409829 0.19324736  -0.063386401   -0.030322794  0.42037082
## 14   0.17430948  0.50040775 0.14933733  -4.222014092   -5.417024677  0.41554430
## 15   0.54883466  0.82158203 0.60834355   0.243224621    0.266474136  0.23148980
## 16   0.66096117  0.73477331 0.79054373 -13.227521355  -21.187198039 -0.09032175
## 17   0.65501343  0.74138502 0.80457296 -12.978998067  -20.723946880 -0.09035172
## 18   0.45727181  0.44047914 0.44671809  -1.803764231   -2.086777203  0.39437613
## 19   0.11260667  0.40789724 0.50271748 -32.505069414  -75.428806458 -0.64287118
## 20   0.54747573  0.79938473 0.53734273 -13.403695333  -21.379682367  0.23472328
## 21   0.40827765  0.68304990 0.33563251  -0.469972905   -0.498778464  0.48789902
## 22   0.57576649  0.85510385 0.55756310  -0.039763637   -0.093580349  0.11504523
## 23   0.33105520  0.52991757 0.62664356 -20.295084511  -37.559263210 -0.70272690
## 24   0.70626306  0.80681609 0.75975538  -5.047752643   -6.460444774 -0.02098859
## 25   0.58952355  0.84254578 0.60211326  -5.389044513   -7.062767435  0.29009848
## 26   0.38221571  0.68762615 0.30618328  -2.760426025   -3.360955505  0.43186166
## 27   0.35474348  0.49870928 0.60766303  -8.914313255  -13.585804060 -0.49182600
## 28   0.43366803  0.76281259 0.35158507  -8.598719351  -12.361650879  0.31017590
## 29   0.42114078  0.70709979 0.33363121   0.405518351    0.427929012  0.32940849
## 30   0.37119325  0.73153019 0.32276541 -12.294938691  -19.182477255  0.27667194
## 31   0.70715501  0.79700654 0.81211116  -1.468826641   -1.445003924 -0.51605197
## 32   0.71157135  0.82789121 0.82506451  -6.745634558   -9.078771687 -0.03263211
## 33   0.29926839  0.64714610 0.25374726  -6.823539294   -9.366711841  0.34135958
## 34   0.39770768  0.74444606 0.33071564  -0.783229705   -0.852709087  0.46674493
## 35   0.70783221  0.83942714 0.75006665  -1.730370344   -1.942771856 -0.35569931
## 36   0.25427343  0.63613224 0.55758688  -2.797565819   -2.550223723  0.15694843
## 37   0.56148130  0.85560209 0.50375965   0.375689239    0.377501492  0.29694104
## 38   0.59531212  0.83978303 0.57701801  -1.224328174   -1.291915699 -0.42560917
## 39   0.43628728  0.77718424 0.49041039  -1.296937720   -1.451396288  0.39272727
## 40   0.56865077  0.85459051 0.51360809  -2.706268090   -2.486495097 -0.01167251
## 41   0.72788289  0.81756684 0.84428311 -19.705736460  -35.424071651 -0.32232835
## 42   0.51989434  0.83959188 0.48362316  -0.202015136   -0.244898479 -0.26155027
## 43   0.45184922  0.79683475 0.39430720  -1.737839049   -1.925209564  0.09134725
## 44   0.70633145  0.81495479 0.78567349  -8.735964220  -12.330748650 -0.33869687
## 45   0.41635642  0.64522528 0.64413377 -26.412936667  -53.607393488 -0.09570428
## 46   0.43317984  0.76332920 0.35877407  -6.761990207   -9.062668796  0.14817054
## 47   0.65617911  0.87263496 0.65829725  -0.463523857   -0.507601468 -0.24741571
## 48   0.40583853  0.69561442 0.31949908  -7.151664741   -9.718498371  0.18648885
## 49   0.53072245  0.83904936 0.48306152  -7.837180525  -11.078664381  0.34901689
## 50   0.59831616  0.86523820 0.54326201  -9.090199823  -12.979695944  0.09905405
## 51   0.44501553  0.79027743 0.37565648  -0.954934123   -0.979917053  0.09684035
## 52   0.48973290  0.81270858 0.44597095  -2.795091169   -3.355223065  0.32244464
## 53   0.25725814  0.59069027 0.20744299  -0.453812858   -0.461224486  0.42391772
## 54   0.56797037  0.85584611 0.51804962  -0.007155136    0.022038040  0.08388405
## 55   0.48549157  0.81428449 0.42008980   0.237362776    0.229354325  0.14474577
## 56   0.25373459  0.59145081 0.20879805  -7.275673148  -10.037155116  0.29319785
## 57   0.51202355  0.83121564 0.49946045  -2.571330848   -2.378671604 -0.08587772
## 58   0.04685581  0.27203543 0.10027551  -7.456287559  -10.503508759  0.39715438
## 59   0.43133566  0.68160303 0.34674736  -5.375225580   -7.066882602  0.34307223
## 60   0.67132542  0.76369884 0.81675683 -28.709108856  -61.764106763 -0.25657831
## 61   0.38375438  0.70807367 0.30356968  -1.145018317   -1.248107240  0.35474221
## 62   0.38673107  0.69511518 0.31978417  -3.542365763   -4.335170154  0.27754926
## 63   0.06597244  0.37063678 0.55447928 -38.815410888 -100.851356544 -0.68799397
## 64   0.37048592  0.68747459 0.28633773  -7.207036688   -9.957987643  0.31777438
## 65   0.49281464  0.80877244 0.40544850   0.191560250    0.236332317  0.38419545
## 66   0.37302691  0.73865092 0.34367631  -1.578146299   -1.529637776  0.14012520
## 67   0.49224186  0.82456921 0.46400624  -1.402369919   -1.502272925 -0.24513550
## 68   0.30667745  0.67047601 0.26418213  -1.651111344   -1.956413293  0.52395678
## 69   0.53417520  0.80930386 0.58906581  -7.207725945  -10.011296962  0.31124440
## 70   0.58793200  0.69006866 0.79042037  -0.167850085   -0.197914468 -0.01803481
## 71   0.46045863  0.73136696 0.37930979  -0.819894922   -0.845839330  0.26095188
## 72   0.42731117  0.65874876 0.32585145   0.425315271    0.404718384  0.39000470
## 73   0.56460675  0.85054347 0.52557330  -9.533739235  -13.980790772  0.29452467
## 74   0.48900507  0.69555522 0.60945679   0.029540378    0.069758255  0.36353748
## 75   0.54936637  0.85515587 0.49147819  -1.419349870   -1.388742529  0.02468915
## 76   0.46538284  0.73681381 0.37361501  -0.323187519   -0.300540223  0.36435277
## 77   0.69493972  0.77909613 0.79381507  -0.746927342   -0.784708091 -0.53680975
## 78   0.32287554  0.68066728 0.28174580   0.446344118    0.452087362  0.42937303
## 79   0.68805611  0.79209831 0.77399469  -0.650507694   -0.682551249 -0.53412223
## 80   0.22132729  0.54232525 0.18069409 -10.449525420  -15.786125755  0.35749369
## 81   0.59906490  0.82199821 0.68226847  -4.286728608   -3.364202738  0.54238352
## 82   0.68933927  0.86860874 0.70010730  -2.303750142   -2.626660315 -0.19648724
## 83   0.21387557  0.50357130 0.18469572   0.107168818    0.153200434  0.44558491
## 84   0.37963009  0.72468727 0.31446424  -0.486265950   -0.480595708  0.34984361
## 85   0.40614995  0.73679996 0.33807433  -1.617786923   -1.760282682  0.11489462
## 86   0.44698206  0.74497047 0.38012092   0.264740460    0.294312045  0.21226918
## 87   0.67941900  0.86029261 0.68823044  -9.490306818  -13.650938564 -0.02163967
## 88   0.64681672  0.84281551 0.66818147  -3.160345853   -3.745148616 -0.36632818
## 89   0.21667767  0.46655595 0.59547748 -27.923741478  -60.853468534 -0.41345658
## 90   0.54925403  0.85366741 0.49650228  -0.722105632   -0.803961982  0.51557634
## 91   0.40484548  0.75338873 0.33720674  -1.964843176   -2.218424241  0.21498964
## 92   0.49610915  0.82633130 0.44243729  -0.122093496   -0.175144244  0.03523477
## 93   0.60924628  0.84505224 0.61141631  -0.658423708   -0.683497452 -0.55634035
## 94   0.57239132  0.74320090 0.76406532 -17.503511064  -30.557228840 -0.17676733
## 95   0.22652763  0.59061568 0.20653289  -2.470490663   -2.874620363  0.24785104
## 96   0.31987629  0.69205382 0.28317451  -2.571427648   -3.069576326  0.36861391
## 97   0.45824856  0.79614411 0.40206704  -0.813085033   -0.826485937  0.02607490
## 98   0.55011301  0.83838835 0.46545288  -0.291707338   -0.339383200  0.05269772
## 99   0.41914647  0.74764501 0.34153464  -1.856610025   -2.111290130  0.30130604
## 100  0.52925121  0.83597038 0.45335776   0.452939969    0.481760626  0.44640931
## 101  0.39104422  0.72709510 0.31733946   0.243322125    0.251011595  0.14986436
## 102  0.17341133  0.47725834 0.55014775  -6.935218121   -9.512038284  0.30128717
## 103  0.41998114  0.76446362 0.36117242  -2.524839863   -2.221237479  0.44333478
## 104  0.24102172  0.56341149 0.20232341  -4.813005271   -6.301014231  0.41456972
## 105  0.60636839  0.85307948 0.49832690 -11.036869757  -16.671331422  0.24843575
## 106  0.66037980  0.87468125 0.65380363  -1.838127570   -2.104304192  0.23671248
## 107  0.71221505  0.76953885 0.80995089  -6.348227687   -8.408082899 -0.57922458
## 108  0.29748976  0.67049241 0.27115706   0.459677142    0.455978474  0.37783217
## 109  0.31982709  0.66649931 0.26168363  -0.270734668   -0.234436882  0.24942635
## 110  0.31921937  0.66480202 0.26434181  -7.986350412  -11.191018998  0.26449641
## 111  0.68638986  0.84497890 0.75015627  -2.362279803   -2.740846639 -0.18817621
## 112  0.44043950  0.79194137 0.38129534  -0.036607235    0.002235948  0.18213907
## 113  0.45772168  0.80478991 0.42606654  -3.074298249   -3.623898588  0.03774149
## 114  0.59525338  0.86356327 0.55131643  -0.066384532   -0.124723700  0.23609247
## 115  0.66706018  0.85975670 0.67029730 -10.889058308  -16.096156012 -0.53680045
## 116  0.52690254  0.82497322 0.47715107  -4.176170660   -3.657694942  0.05987996
## 117  0.45990861  0.78688178 0.37736409  -0.609003987   -0.632230669  0.41457130
## 118  0.42372091  0.74979167 0.33665863  -2.108377117   -2.441002027  0.32510249
## 119  0.68039723  0.81585462 0.74143693  -3.078624671   -3.658916521 -0.16111727
## 120  0.48879151  0.80223373 0.39901265  -7.854150968  -11.119818172  0.36425321
## 121  0.39503856  0.74044885 0.32769068   0.368103791    0.360980802  0.26710265
## 122  0.40362805  0.70373078 0.33597696  -0.404617898   -0.383373347  0.28850585
## 123  0.71652425  0.80255835 0.83161445 -16.793748766  -28.275073252 -0.18415251
## 124  0.66945357  0.80272346 0.76777603 -17.007973790  -28.827760031 -0.42093981
## 125  0.59689855  0.83393229 0.61300352  -8.877066356  -12.594789754  0.09353960
## 126  0.36376966  0.62634012 0.65355407 -23.488708472  -44.896852254 -0.37082588
## 127  0.53463646  0.60815562 0.74158514  -3.487958132   -4.569187787 -0.51710962
## 128  0.28851307  0.65247557 0.25042961   0.186854984    0.144301457  0.22182546
## 129  0.20184493  0.51907440 0.16987061  -6.274382666   -8.519075560  0.37431641
## 130  0.59679821  0.86669751 0.53336752   0.402695292    0.382362688  0.37221250
## 131  0.51686050  0.83411481 0.48995305   0.033492164    0.048627893 -0.09770083
## 132  0.54751682  0.83676157 0.48875653  -5.466513573   -7.031122588  0.08317539
## 133  0.36445973  0.67548054 0.28105971  -0.310042177   -0.273321398  0.19705657
## 134  0.52031092  0.79692193 0.52550110  -5.050784599   -6.604471051  0.36708436
## 135  0.22179291  0.53946501 0.19154170   0.198951214    0.191260164  0.52218822
## 136  0.35243540  0.65643977 0.28350715  -0.734905445   -0.795470466  0.46685118
## 137  0.22639123  0.56391648 0.19042816  -1.176289641   -1.297438131  0.39766364
## 138  0.47444146  0.79950114 0.39719034  -3.659618485   -3.258227957  0.02679931
## 139  0.69318669  0.87010657 0.69091927  -7.018065328   -9.585210013  0.23907397
## 140  0.23900805  0.53699719 0.18679479   0.328992899    0.375150187  0.41250912
## 141  0.70547556  0.83930681 0.75882356  -0.783125928   -0.831835309 -0.52069343
## 142  0.43032875  0.76333261 0.35588081   0.214858956    0.176912102  0.26819191
## 143  0.28402779  0.61361622 0.22540870   0.249219351    0.297736259  0.39479616
## 144  0.05432468  0.46793419 0.48836475 -40.412045134 -108.903587857 -0.50605327
## 145  0.39624961  0.75609633 0.36266982  -9.039593119  -13.099495688  0.30905352
## 146  0.55975164  0.84786279 0.54318595  -8.912699088  -12.590748900 -0.10558534
## 147  0.31509146  0.66814542 0.26040252  -1.274360180   -1.352884277  0.12393636
## 148  0.58338374  0.86338772 0.53023742   0.386128202    0.412284482  0.39191650
## 149  0.28275184  0.60026386 0.23022280  -0.796247919   -0.780528885  0.43256029
## 150  0.58056221  0.81842775 0.63826809  -2.106410488   -2.431485292  0.29314589
## 151  0.32293116  0.57322472 0.23985735  -7.435609024  -10.422318898  0.36649162
## 152  0.50307238  0.72762457 0.40461256   0.109001924    0.153736612  0.42682725
## 153  0.66132913  0.87473297 0.67545602 -12.310833395  -19.048095883  0.17136016
## 154  0.36157769  0.65987558 0.28983043  -1.809360854   -2.069501099  0.36047010
## 155  0.32802188  0.55448348 0.39961630  -5.340646357   -6.894653516  0.19356171
## 156  0.55625933  0.83139573 0.54273506  -2.170647976   -2.561371887  0.37793982
## 157  0.55846081  0.82426062 0.49784639  -5.217402092   -6.711378987  0.10506331
## 158  0.53324978  0.84149389 0.45055659  -2.455061280   -2.816851624  0.01490501
## 159  0.56483836  0.84519605 0.49466271  -5.625907387   -7.403414550  0.24930550
## 160  0.41858476  0.75566877 0.34064587 -10.738783845  -16.133257485  0.27227938
## 161 -0.12204959 -0.01723213 0.07748504   0.373458742    0.356840554  0.35226227
## 162  0.50373434  0.78667000 0.40865322  -0.076342025   -0.124554486  0.36250681
## 163  0.59815420  0.86334354 0.51564437  -2.598535870   -3.018050323  0.02615554
## 164  0.66749075  0.84054735 0.69688265  -1.464416743   -1.610917239 -0.27791558
## 165  0.22585581  0.58270731 0.20976747   0.380006732    0.420841192  0.45691615
## 166  0.65032287  0.78772545 0.81423385  -0.279743278   -0.281333067 -0.24524778
## 167  0.64809684  0.82705027 0.68247046  -0.394454527   -0.394804319  0.10108656
## 168 -0.05379900  0.31995416 0.50239034  -2.854973058   -3.357415411  0.16384502
## 169  0.40299373  0.76516670 0.35886244  -3.217286228   -2.899129545  0.05652880
## 170  0.72529904  0.79338120 0.85041006  -9.109970643  -13.181557174 -0.12649379
## 171  0.46210814  0.77750249 0.37097985  -7.756635164  -10.947032736  0.36050220
## 172  0.26615491  0.60520276 0.22309959  -4.361638627   -5.457087541  0.21118432
## 173  0.57603190  0.83484960 0.55765022  -0.024614373   -0.047974272 -0.12755191
## 174  0.44468625  0.79699501 0.39946885  -3.897288615   -4.755057398  0.09470230
## 175  0.42909797  0.70270531 0.32770739  -3.472145271   -4.215603329  0.23731919
## 176  0.70627434  0.83395771 0.84271279  -5.384115902   -7.020680223 -0.09491289
## 177  0.35511555  0.72432971 0.31020162   0.404833769    0.396507860  0.30307299
## 178  0.42994696  0.78249718 0.38330889   0.311290740    0.348665468  0.44540792
## 179  0.71537505  0.88122627 0.75611496  -6.973397999   -9.513133800  0.21642499
## 180  0.62394410  0.86782274 0.56613630  -0.620576573   -0.626955310  0.26094885
## 181  0.35212144  0.72511190 0.31158319   0.196045309    0.165829159  0.15716897
## 182  0.35811198  0.73079133 0.31786955  -0.335945517   -0.307267282  0.25709836
## 183  0.57035210  0.84857662 0.56586757  -3.552068096   -3.184564063 -0.24602573
## 184  0.62139806  0.85956874 0.61499991  -0.942113026   -0.993952920 -0.45641750
## 185  0.69036248  0.68086954 0.83909919 -10.092330412  -15.002106837 -0.53993709
## 186  0.43383198  0.74292712 0.33953238  -0.113014463   -0.149580502  0.43710723
## 187  0.38705347  0.75426498 0.35073539  -1.290949255   -1.383344102  0.14603901
## 188  0.33940817  0.67649376 0.27785670  -0.319891971   -0.356914768  0.33598824
## 189  0.49049211  0.80124956 0.45338200  -8.812707731  -12.587161900  0.20227510
## 190  0.71605352  0.80572240 0.81116659  -6.226442044   -8.298063846 -0.44505788
## 191  0.58325645  0.85353924 0.48536711  -1.250011896   -1.371232348  0.33080351
## 192  0.56589340  0.81782052 0.46082112  -9.940170043  -14.771673223  0.33550530
## 193  0.67553957  0.81076550 0.74071448  -2.463452132   -2.867322412 -0.38729815
## 194  0.41695625  0.77938311 0.37461334   0.134663848    0.100353716  0.14747065
## 195  0.62717256  0.80265774 0.81063603 -12.956285951  -20.750851726 -0.09203116
## 196  0.31554166  0.67053860 0.26655793   0.159902679    0.117531284  0.30441624
## 197  0.69981150  0.83868463 0.75134086  -4.431002192   -5.536111686 -0.35614735
## 198  0.35389226  0.71429466 0.30059055  -0.254792209   -0.214918371  0.21209083
## 199  0.28988239  0.65108928 0.26401142  -3.338508307   -4.152050490  0.40979413
## 200  0.43503475  0.73574912 0.33938841  -0.177674185   -0.230677949  0.21759178
staticdist
##             m          k  soil_dep        m_v        k_v       gw1       gw2
## 1   4.9049692 22.4993762 0.1154618 13.6255312 12.5386328 0.2030855 0.1083525
## 2   2.4067495 30.7678763 0.4274962 12.1701530  1.0369840 0.2142909 0.3266745
## 3   3.4793874  8.3914200 0.2487633  5.5504568  8.8394967 0.1527464 0.1883463
## 4   2.1599461 26.5094511 0.3286098  4.3943265  7.6371606 0.2303580 0.5121772
## 5   3.0063998 35.7747194 0.3365424  4.5989563  9.7362040 0.1455488 0.5601428
## 6   1.8859355 40.8242880 0.1249976  7.5896634  3.7390950 0.2750464 0.2456923
## 7   1.7485066 18.6882125 0.4796338  2.5456431  7.5370872 0.1891872 0.2871406
## 8   2.6748460  3.1997660 0.3001760  0.8934533  0.6250054 0.1563588 0.4098198
## 9   1.8209964 19.8916598 0.1374903  5.8753606 13.7107657 0.2101497 0.5752031
## 10  1.8332943 45.7929593 0.2428886 12.7425242  7.4705120 0.1350219 0.2388537
## 11  0.7164907 34.6138654 0.4693476  1.7972628 12.9542933 0.2241619 0.1320184
## 12  2.9535724 33.0292292 0.1714317  2.8495289  5.0497037 0.2409353 0.3160109
## 13  3.2501004 42.9691576 0.4211703 14.0574182  1.7734201 0.1438809 0.1011326
## 14  3.8534676 55.1976732 0.1552641  9.8427705  6.4341494 0.1202316 0.2481015
## 15  4.2681957 12.2258897 0.4985123  1.6648460  4.1514824 0.1095405 0.4079000
## 16  0.6257779 36.2622953 0.1136078 12.3059438  1.8828807 0.2039728 0.4657808
## 17  0.7144826 11.4803103 0.4956568 10.2977158  0.9399384 0.2552123 0.4845960
## 18  3.5253193 14.1171369 0.4682764  2.6957420  2.2181307 0.1337797 0.5334391
## 19  0.6134446  4.8349892 0.2515768  4.8603898  5.9877848 0.1180730 0.5875913
## 20  4.0644502  1.9449133 0.1843174  1.0332215  6.8139056 0.2856574 0.2166484
## 21  3.6576849 44.9838395 0.1270450 10.3652048  1.3430104 0.2719348 0.5348846
## 22  1.5993592 33.8004731 0.1814927 11.5614277  3.1666692 0.2336306 0.2225341
## 23  0.5040241 22.4032795 0.3382123 14.0263645 11.0491563 0.1111075 0.2975083
## 24  1.0401288 21.4973618 0.1823970 13.2047289  5.4278869 0.2425757 0.5045802
## 25  1.0647582 59.0530925 0.4597748  5.9401712  3.2172008 0.2237443 0.1471745
## 26  3.4091517 59.7769746 0.1083893  8.1862551  6.6990591 0.2877357 0.3813863
## 27  0.5482016 34.3894715 0.3329838  9.2959094  2.8836320 0.1087318 0.5266662
## 28  2.8769132 10.6498938 0.1456415 11.9589233  7.0920403 0.1563051 0.4079164
## 29  4.3347045 55.8351771 0.4613700  8.9034059  2.6176789 0.2843536 0.3731314
## 30  2.5350528 28.5243036 0.1734294  5.4400082 14.4098298 0.1329949 0.3231158
## 31  1.4372836  9.6666566 0.4729182  8.0825788  5.8026485 0.2075037 0.4311370
## 32  0.9769224 25.8535502 0.3178894  2.6963389  3.6663905 0.1161783 0.3402870
## 33  2.7176909 56.9855883 0.4775040 10.8896031 14.0153559 0.1551780 0.1906773
## 34  3.0784224 17.3217009 0.1416683  3.5122041  4.0066938 0.2917786 0.2889545
## 35  1.3276351 12.1563627 0.2567973  8.8064187  5.7696602 0.2266615 0.5015913
## 36  3.9728964 31.1827413 0.2948250  3.8103050  2.6314292 0.1108767 0.4852571
## 37  1.8623035 47.2850879 0.4304697  3.0566511  1.7077179 0.1577646 0.4853655
## 38  1.7707499 23.5847309 0.1539863  8.4871822 14.5050745 0.2891983 0.3730947
## 39  2.1659590 49.1811894 0.2864038  1.9368631  3.5838811 0.1304920 0.3104428
## 40  2.9864116 22.3259287 0.1258648  4.4893663  8.7349865 0.2168823 0.4550546
## 41  0.6484681 25.0094206 0.1715894  3.9918671  9.3636306 0.2472575 0.1977263
## 42  2.4821616  9.9635777 0.3491509  8.5404903  9.2608536 0.2998646 0.2173434
## 43  2.7325437  8.6462636 0.2899923  4.3047151  8.4104286 0.1969951 0.1594193
## 44  0.9802123 13.1041531 0.2573512 12.8380156 10.3994116 0.2196136 0.3348719
## 45  2.0408686  0.6797004 0.1471462 10.1287523  6.8571545 0.2071671 0.3543407
## 46  3.6509550 14.2861381 0.3307821 11.3036247 12.8655790 0.2622874 0.3160165
## 47  1.5346075 15.6421771 0.1286037 10.4461764  2.7570551 0.2923546 0.3215411
## 48  4.6480602 26.5519515 0.4067555 13.9193774 12.2908231 0.2292113 0.4373144
## 49  1.6639788 55.5144779 0.1391758 14.1639417  5.4866553 0.1459596 0.5428872
## 50  1.9705515  6.4841342 0.2874455  1.4652498  9.8421513 0.1505302 0.3367494
## 51  3.5002318 20.4014273 0.3065796 10.4691408 10.8979570 0.2441804 0.2819572
## 52  2.1447729 10.9139041 0.3607568  6.3834153  4.9269465 0.1764151 0.2233103
## 53  4.3011453 23.5003529 0.2374251 13.7887621  2.3851435 0.2174891 0.1694230
## 54  2.0281112 35.3829032 0.1987422  5.2409142 12.0166630 0.1076959 0.4896331
## 55  2.6751037 55.0455542 0.4286164  7.9593624  6.7540113 0.1428810 0.5168689
## 56  4.2031632 57.3806082 0.3860317  7.0837388 13.0254319 0.1909434 0.2576967
## 57  2.5782015 47.6418908 0.3509838  6.1071974 14.6168390 0.1987970 0.1717061
## 58  4.6992350 50.2970370 0.3019598  3.6267867  6.6362231 0.1648381 0.2509845
## 59  4.1451515 44.4935435 0.3707940  7.4975574  9.5231157 0.2758972 0.5672285
## 60  0.6009209 16.0779568 0.2209888  2.6218411  6.0750399 0.2791817 0.3971882
## 61  3.6189140 25.3444081 0.3945591  4.0358619 13.4477909 0.1798469 0.4663153
## 62  3.7453649 58.1664890 0.3650659 12.1915163  9.4466096 0.2177848 0.5239239
## 63  0.9210099  1.3187419 0.1623704 10.6725250  9.9052333 0.1240813 0.3475561
## 64  3.4465804 26.8204672 0.2080842  6.2832963  8.8985443 0.1511368 0.4610258
## 65  2.9137805  5.9137284 0.2587145 14.6220687  2.0760948 0.2254271 0.2805514
## 66  2.8235022 48.1994402 0.1317630 12.4285402  3.4531062 0.1428800 0.1360929
## 67  2.1162155 17.2351301 0.4452678 13.5427372 10.4939890 0.2969232 0.1975129
## 68  3.1552510 20.4877325 0.2311781  6.9383713  1.5330637 0.2834560 0.1998115
## 69  2.6433122 57.4898617 0.3242565  1.2779695  5.1351083 0.1557800 0.3789590
## 70  1.5090767 23.9151841 0.2596842  0.7887013  2.9130242 0.1267087 0.2843443
## 71  4.4725723 12.5721399 0.4342350  5.6642993  5.7789070 0.2604348 0.5089935
## 72  4.9923682 45.2023192 0.3642637 11.0886016  3.1069167 0.2487446 0.5931660
## 73  1.6011143 35.0926538 0.2684786 12.6200512  6.8977167 0.1128723 0.4786287
## 74  4.4874938 39.5455092 0.4399976  1.2113681  3.9141783 0.2762229 0.3226408
## 75  2.8492449 38.3251905 0.4597892  3.8098068 14.2369893 0.1621162 0.4473670
## 76  3.7138766 27.3318199 0.1900155 12.9452370 12.1485151 0.2888425 0.4960431
## 77  1.2598972 31.6696209 0.4032982 12.7990937 12.3561996 0.1038479 0.3278648
## 78  3.2928623 30.4936841 0.3412607  6.4920672  5.4268699 0.1430565 0.3624518
## 79  1.2228527 56.4673612 0.1656379 12.0275264 11.4752822 0.1212135 0.3152750
## 80  4.3789822 51.9100023 0.3834270  4.2358471  9.5751258 0.2740570 0.1763739
## 81  3.2719787 35.4695962 0.1629077  0.5019589  2.4314373 0.1827633 0.1429198
## 82  1.3472402 32.3007599 0.3673064  1.3095045 10.7243223 0.2397703 0.5062794
## 83  4.8953053 59.2611786 0.2118332  6.6375519  6.2607542 0.1446642 0.5410945
## 84  3.1942519 40.1588979 0.1018476 10.4794466  9.8882222 0.1822007 0.4387325
## 85  4.9592231 45.5560871 0.2741147 13.7798725 13.0949553 0.2058380 0.5000754
## 86  4.4553255 58.0499302 0.1511175  3.9354198 10.2859877 0.2822398 0.4996041
## 87  1.2180063 14.6740201 0.4211255  9.4935187 11.3689639 0.2306591 0.4015246
## 88  1.3048950 42.4651388 0.2241977 13.3408116  7.3686400 0.1502583 0.3598939
## 89  1.0085376  1.0710129 0.3972172 14.8204466  5.9577913 0.2216529 0.5275352
## 90  1.5817854 41.1294542 0.1776117  8.1157405  0.8713272 0.2477113 0.4291277
## 91  3.5304249 15.3551288 0.3691731  5.1527058  6.4147954 0.2130550 0.2827870
## 92  2.8326475 10.4552046 0.3093272 11.8020818  9.6480285 0.2908414 0.2705425
## 93  2.3736966  3.5719722 0.3715815  7.6808641 11.3181136 0.1658741 0.2135586
## 94  0.8064651  9.5129132 0.4626862  0.8048471  3.0682157 0.1438606 0.3495411
## 95  3.4212571 54.2188859 0.3226396  5.0832451 10.3290111 0.1254480 0.1003364
## 96  3.1754480 17.8301738 0.2478600  7.1410165  4.7336329 0.2337279 0.1926710
## 97  2.6528292 28.2847956 0.2171048 14.0064103 13.2668261 0.1061940 0.2413148
## 98  3.7701017 11.5718837 0.3480505  4.3564351  9.0187252 0.2279008 0.5216438
## 99  3.0266250 15.0794619 0.1437196  7.5815315  7.7254314 0.1138379 0.3310065
## 100 2.0053121 58.7884657 0.1079892 11.5820263  2.4571855 0.2011866 0.5522539
## 101 4.7516202 59.7274423 0.2270104  4.1024862  7.9009646 0.2364594 0.3187847
## 102 2.4600753 34.0023177 0.2375757  1.7313118  9.1960543 0.1673600 0.5299621
## 103 2.5697588 37.3606656 0.2922301 13.4735757  0.5494664 0.1951221 0.4109237
## 104 3.9454358 39.3691792 0.4857739  8.8359254  7.0339035 0.1388027 0.4170730
## 105 2.2544635  9.0098946 0.3541856 10.1954041 12.5460469 0.2330692 0.5803596
## 106 1.6233791  4.6589818 0.3887042  5.7285639  1.1171665 0.2490050 0.3492750
## 107 0.7568265 56.7689230 0.3721366 11.8397866 14.1715641 0.2438155 0.3742347
## 108 2.7763172 53.1212332 0.2174230  5.2099922  4.0960589 0.1855257 0.1501674
## 109 4.2114215 25.4475743 0.1028396  5.7556938  4.5407962 0.2432191 0.1663115
## 110 3.6980682 29.3732941 0.2808096  9.9001333  9.1245845 0.1395363 0.4024533
## 111 0.9951837 24.5184681 0.3265019 11.2444378  4.7058182 0.2157582 0.1825176
## 112 2.5739118 45.0957332 0.2007684 13.3021527  5.1578042 0.2372296 0.2544813
## 113 2.1278544 31.9620093 0.3120933  8.2842510 11.0048262 0.2831446 0.2064051
## 114 1.7252608 53.3552643 0.2639221  3.3827405  1.2807495 0.1776700 0.4745579
## 115 1.3265852  5.5293062 0.4835959 11.0570534 11.6997727 0.2677586 0.2907198
## 116 3.5586678 41.5915118 0.1326528  6.9336097  7.9162123 0.2905374 0.4131491
## 117 2.4272165 37.1346713 0.1113663  4.5965250  6.4870999 0.2905430 0.2961513
## 118 3.1184677 20.8922622 0.3144633  8.1614834  2.9925994 0.1243004 0.5133948
## 119 0.9387943 57.8172065 0.1170893  9.1531933  5.8078486 0.2955550 0.4538252
## 120 2.2947373 35.4907426 0.2844833  3.1413425  5.7721033 0.2586750 0.4433126
## 121 3.3966758 40.1242669 0.4604639 13.1389258  9.7918666 0.2696125 0.2531761
## 122 3.9958025 43.8320597 0.3453099  7.0220555  4.8424337 0.2259157 0.5277145
## 123 0.8349048 38.5305033 0.2193587  7.2106450 10.0937444 0.1004008 0.2857140
## 124 0.9417628  7.2957118 0.3561314  9.6286914  6.3644027 0.2122080 0.2191521
## 125 1.1872409 53.8235124 0.2840683 13.0619774  9.6249187 0.1865519 0.2779001
## 126 2.4650530  0.5130693 0.2733256  1.1888706 14.8487197 0.1873842 0.4363479
## 127 0.6945449 27.6468943 0.1235678  6.0633830  5.5490336 0.1583402 0.4446249
## 128 4.3191152 12.6873583 0.2496789  8.7177540  3.6554820 0.1682981 0.1207928
## 129 4.7317730 46.8267834 0.4369550  6.0288843 13.5539006 0.2125718 0.2239061
## 130 1.9225263 20.1774321 0.3176094  9.9782950  1.6024659 0.2314739 0.4932349
## 131 2.3222467 56.4064526 0.3590594  7.6435547 12.6868101 0.1117855 0.3043687
## 132 2.0378684 41.0089691 0.3436827 10.0416888  9.1079114 0.2959690 0.4250473
## 133 4.4829531 34.7942950 0.3170732 14.5283622 11.5730926 0.1544988 0.3952312
## 134 1.9557917 44.5700949 0.1603416  1.0560547  3.4589674 0.2723291 0.3463187
## 135 4.3440428 24.9495939 0.1354113 14.7157920  1.0607720 0.1155288 0.4201881
## 136 4.1721498 13.4175601 0.1133911 10.3453788  3.8324710 0.1717331 0.5797764
## 137 3.9166488 24.7432313 0.4095167 10.8278068 14.4487961 0.2700589 0.1259822
## 138 4.5508056 15.8507089 0.2336999 11.2384036  5.9171043 0.1191508 0.5461420
## 139 1.1133848 36.7662137 0.4491487  1.3851860  4.7960651 0.2931498 0.5468826
## 140 4.9194716 49.1247119 0.3880268  8.4162443  7.1615888 0.1755439 0.3295141
## 141 1.4912671 10.3044329 0.3325753  9.7169959  8.2188161 0.1812374 0.4401627
## 142 2.7460853 40.4689028 0.4281874  3.8454695  6.0717688 0.1594581 0.2567174
## 143 4.1074970 54.7283773 0.2445800  8.1601377  6.8755617 0.2389351 0.2318835
## 144 0.6802881  3.6660428 0.3843343  4.8721036  7.4215618 0.1122175 0.3851497
## 145 1.8552089 39.1647815 0.3769340  1.6653319 10.6073564 0.2317831 0.1451060
## 146 1.1199949 37.4854217 0.3373306  2.4414256  9.3079541 0.2897785 0.1036001
## 147 4.4988406 46.3638336 0.1945113 11.4873570  9.9918170 0.1706895 0.2010644
## 148 1.6806021 48.6271900 0.1757397 10.7837601  1.4769981 0.2211714 0.5185497
## 149 4.8169945 29.2175841 0.3740048  7.0046522  2.4999946 0.1725626 0.4294628
## 150 4.3091411  6.7817081 0.2009149  0.7117937  7.8275386 0.1057167 0.2966910
## 151 4.7601675 43.3007516 0.2120942 14.4448351 10.0649047 0.2093101 0.4770997
## 152 4.7770160  3.9076681 0.2098907  5.6443021  2.8026536 0.2790358 0.5774347
## 153 1.0496359 31.0848868 0.3579646  7.8581171  8.2810636 0.2347451 0.2673028
## 154 4.8855399 59.6121543 0.1211457 12.0140267  5.2625225 0.2703154 0.3876015
## 155 4.5806710 41.8384449 0.2510615  1.2644610 11.8923781 0.2412538 0.2354901
## 156 1.5431898 19.3725115 0.1681113  7.2755450  1.1757351 0.1534678 0.1845930
## 157 3.0599640  1.7544255 0.3757697 11.7514182  2.3469918 0.2516638 0.3711870
## 158 2.8656680  8.5092118 0.2978362  4.6732731  7.9679890 0.1687320 0.3987964
## 159 2.3452651  5.3087282 0.4123107 12.3332968  5.6017866 0.1871686 0.4698901
## 160 3.4707463  7.5532162 0.1077727  5.5858796 14.0331650 0.2770508 0.2719371
## 161 4.6383996 49.9360316 0.1994799  3.5631494  6.1543082 0.1405481 0.2099627
## 162 3.2129797 27.8843903 0.4647468  6.5265364  2.4101958 0.2612575 0.5431551
## 163 2.4160015  6.3021430 0.4884144 13.0034885  8.6035531 0.2008808 0.4702393
## 164 1.2596324 30.1054879 0.1852558 13.2512772  4.2333826 0.1965684 0.4056935
## 165 2.9236588 52.5658080 0.3306159  7.8266641  2.1508021 0.1085916 0.1210259
## 166 1.7950911 24.0183798 0.1881327  0.8204411 14.1034788 0.1501560 0.2329292
## 167 1.1490447 34.4471907 0.4785575 12.6403867  2.1646896 0.2550246 0.3436889
## 168 4.7252792 51.7348058 0.3087612  0.5874751 14.8294564 0.1500630 0.1154625
## 169 4.4789249 21.1821407 0.1958672  5.7192976 10.5714692 0.2014599 0.1814909
## 170 0.7423643 19.6640239 0.2412448 13.8506919  4.9906975 0.2691014 0.3008579
## 171 2.5083356 35.3402649 0.4139011  6.2730129  8.6493824 0.2679280 0.3836852
## 172 4.8321369 37.3531491 0.1921737  5.2894034 11.3713852 0.1101882 0.4333784
## 173 2.6848013 10.5611468 0.1801438  1.5395126 13.7827548 0.2453989 0.3520317
## 174 2.3867389 48.4249544 0.2350714 10.9631081  8.0418951 0.2118129 0.2737126
## 175 3.7389733 58.1819491 0.2789951  3.7412037  6.9852896 0.1841358 0.5541106
## 176 1.0698388 11.1001650 0.4923585  8.1444105  6.0025223 0.1220683 0.1323533
## 177 2.7091486 46.5317679 0.4160571 10.6030459  5.3140510 0.2844772 0.1548228
## 178 2.2415179 43.4068938 0.4895840  4.7981105  1.4032414 0.1339848 0.4134777
## 179 1.0255303 58.1411014 0.4487539  2.3546238  6.8813164 0.1758932 0.5615578
## 180 1.6576564 48.8012380 0.2125385  3.2823091  5.6582264 0.2433822 0.5823913
## 181 3.3711053 54.4530514 0.1573480 12.9201839  4.7554448 0.2189047 0.1789028
## 182 2.9936683 22.4186551 0.2053523 13.7105786  8.1522640 0.2357047 0.1825108
## 183 2.0187715 37.8814634 0.3112827  8.1920475  3.2555631 0.2538419 0.2598376
## 184 1.7039064 11.0625193 0.3443278 12.5850183 10.0233869 0.2196810 0.2449090
## 185 0.5742896 46.1899049 0.1060701 14.7476076 14.7716255 0.2730332 0.4289224
## 186 3.0659579 51.7909540 0.4078320  4.2561174  1.8412515 0.2357361 0.4275981
## 187 2.6138775 53.4695105 0.1141413 13.0982356 10.3640662 0.1521231 0.2289150
## 188 4.5914085 22.0299550 0.4242988 11.6739995  4.9255326 0.1958244 0.3802228
## 189 2.0646748  9.1154559 0.1556393  5.7379431 13.5019907 0.1379130 0.1375946
## 190 0.7199099 52.3555559 0.4865335  9.3683872  7.4755367 0.1987148 0.1446166
## 191 2.0864679 28.0782194 0.1303534  3.3572481 11.7925483 0.1996520 0.5650058
## 192 2.1864877 32.2140951 0.2659684  7.3287754  7.3874505 0.2816476 0.5965235
## 193 1.1064761 29.7931039 0.2034917  9.9148596  4.5877299 0.1490394 0.2015629
## 194 3.0945727 23.0823850 0.4184944  4.1252679 10.7595860 0.2369682 0.2039848
## 195 0.6721826 16.8697524 0.2932057  0.7896034  0.7638175 0.1859641 0.1310645
## 196 4.0705524 26.8747592 0.2628593  7.5240532  4.3420434 0.1293517 0.3662284
## 197 1.4601293  8.2036618 0.3303803 14.5463418 14.3456989 0.1287801 0.5897681
## 198 3.6539565 54.4964613 0.4537223  6.5952137  7.5911992 0.2064704 0.2660069
## 199 2.6005231 55.7769213 0.4508616  3.0671172  6.2633132 0.1196855 0.2155960
## 200 3.9591587 38.6888908 0.4848632  5.0572335  8.4751479 0.1848245 0.4842547
##            pa       po   vgseng1   vgseng2   vgseng3 run rowname         NSE
## 1   0.6783060 1.132501 1.3919695 1.4818469 0.5664533   1    3753  0.38658640
## 2   0.9879300 1.689656 0.4035990 1.8010754 1.8939901   2     180  0.43745087
## 3   0.7731696 1.996316 0.5262064 0.3912422 1.3903625   3      18  0.42077832
## 4   0.5566740 1.143725 1.7394242 1.7169723 0.3695991   4    1527  0.56792335
## 5   0.6925011 1.671186 1.6840984 0.4600854 0.4156485   5    3520  0.50355921
## 6   0.6403528 1.348976 1.2642375 0.9351488 0.1695635   6     760  0.50360657
## 7   0.1734727 1.022447 1.6112918 1.9421357 0.7210615   7    6883  0.58853996
## 8   0.9808765 1.908406 1.8541697 0.2786003 1.4339456   8    3075  0.54311245
## 9   0.4058827 1.533629 1.4452822 0.9008716 0.3867170   9      53  0.55708990
## 10  0.3307847 1.049119 1.1937643 1.9309638 0.7237700  10    2849  0.54312636
## 11  0.9953312 1.686353 0.1885252 1.1329191 0.4922245  11    7126  0.35110117
## 12  0.9687587 1.161083 0.1393509 1.2740430 0.4242682  12    9784  0.43095282
## 13  0.7835257 1.707009 0.4146203 1.2953692 1.7965766  13    4728  0.31495189
## 14  0.3046643 1.693944 1.2128841 1.1208335 0.3036915  14    2241  0.29201691
## 15  0.7038465 1.371923 1.3270466 0.7865092 1.8624942  15    9112  0.51504976
## 16  0.4006223 1.875979 1.1986187 1.4738338 0.4073993  16    2414  0.39149710
## 17  0.4640270 1.858524 1.1683431 1.5176102 1.2153475  17    7572  0.33623052
## 18  0.1720911 1.666780 0.2411949 1.5636298 0.6206267  18    3310  0.38642848
## 19  0.6563373 1.643688 1.4433680 0.5843720 1.2621579  19    9421 -1.12772878
## 20  0.1718767 1.898659 1.9071080 1.9782674 1.2238168  20    4270  0.46679611
## 21  0.8211265 1.867509 1.8264592 1.1013660 1.4483229  21     742  0.43881740
## 22  0.5427602 1.113051 0.6268198 0.8017157 0.9086077  22    1563  0.47780604
## 23  0.8334585 1.491971 0.4862823 0.3669615 1.4459058  23    3205 -0.57361903
## 24  0.4827580 1.485481 1.6079532 1.5046177 1.1797727  24    1972  0.53960296
## 25  0.4359428 1.790809 0.7010084 1.4349328 0.1420784  25     449  0.50319592
## 26  0.2758939 1.551759 1.2103743 1.1025986 1.4579780  26    4071  0.39006563
## 27  0.8269905 1.256200 1.7394743 0.1674132 0.1320862  27    5569 -0.25546973
## 28  0.1351198 1.806480 1.2512131 0.8495926 0.1915091  28    7300  0.47544677
## 29  0.8310492 1.515287 0.3602487 1.6572156 0.4572146  29    8341  0.37688690
## 30  0.2928074 1.920315 1.8950099 1.3389780 1.1354766  30    8706  0.46400861
## 31  0.9656860 1.015178 0.7122407 1.7436741 0.1567522  31    2938  0.39808639
## 32  0.5859068 1.671456 0.3888726 1.2445087 0.7538126  32    3556  0.38823370
## 33  0.1836490 1.617650 0.5456082 0.9995934 0.6926106  33    3195  0.35073583
## 34  0.2495024 1.433364 1.4629396 1.6671877 1.9050454  34    9105  0.41894776
## 35  0.7149232 1.321293 0.6670285 1.6526669 1.8823944  35    1484  0.46374044
## 36  0.7963938 1.043942 0.2138989 1.8440551 0.6468270  36    3082  0.40547030
## 37  0.8829243 1.472098 1.4909552 0.1901553 0.5218096  37    4264  0.53623323
## 38  0.8578639 1.566705 1.8534863 0.3531618 0.8886306  38    3990  0.54674947
## 39  0.1585434 1.495566 1.3089013 1.6252998 0.8950849  39    5338  0.47367856
## 40  0.7588487 1.018313 1.8393594 0.9778787 0.9767565  40    7554  0.54828012
## 41  0.4587242 1.775144 0.7586659 0.7838023 1.3493877  41    5350  0.40914355
## 42  0.6629661 1.141354 1.4947749 0.9119686 0.5051173  42    5500  0.51735822
## 43  0.6477406 1.490181 1.0500842 1.9492833 1.7236081  43    1654  0.50113467
## 44  0.5052261 1.466623 1.5910667 0.4792167 0.2959472  44    1876  0.47458300
## 45  0.5524880 1.952062 1.6170086 1.7507534 0.3255139  45    3207 -0.15833085
## 46  0.7170441 1.937923 1.3373281 0.2896211 1.8494068  46    6375  0.44201137
## 47  0.7749825 1.119174 0.1219538 0.8602989 0.9414341  47    8548  0.42678319
## 48  0.7010294 1.982210 0.7367806 0.1788541 1.9773532  48    4880  0.39594038
## 49  0.3609397 1.922647 1.7671781 1.8368581 1.0451828  49    4183  0.56925830
## 50  0.4662874 1.655958 0.8090251 1.3143100 0.1731514  50    2143  0.51429818
## 51  0.8067193 1.606893 0.5764301 1.3970781 1.5319581  51    2330  0.43152663
## 52  0.3392371 1.481623 1.5866547 1.7006390 0.8173217  52    2020  0.54162727
## 53  0.6547475 1.663813 0.6159583 1.3053968 1.9677873  53    7875  0.30450810
## 54  0.4231423 1.173055 1.5909927 0.7201649 1.7930982  54    1268  0.55338884
## 55  0.6953461 1.310516 1.5763484 0.3429903 0.6775710  55    8684  0.52149878
## 56  0.4257431 1.802819 1.0702614 1.5861496 1.1394263  56    9211  0.32353331
## 57  0.9173439 1.108280 1.1504349 0.1481292 0.6703577  57    3145  0.49242847
## 58  0.3611257 1.942548 1.5829453 0.4283435 1.6720663  58    9133  0.26194838
## 59  0.4023864 1.725622 1.0336530 1.5428414 1.4855253  59    4955  0.41747576
## 60  0.1029674 1.895878 0.9713199 0.9437267 0.6635188  60    9984  0.37283641
## 61  0.2398201 1.269438 1.3630453 0.2555130 1.9682911  61    5942  0.42851130
## 62  0.5657578 1.699274 1.7350642 1.9852649 1.8089662  62    8628  0.45154690
## 63  0.9134312 1.927786 1.7098080 0.5491959 1.1974579  63     957 -1.90713474
## 64  0.4087299 1.838281 0.5001039 0.5105957 0.4259500  64    2285  0.38249280
## 65  0.1576350 1.267852 0.7351321 0.4346573 1.5267460  65    5681  0.47483903
## 66  0.7227281 1.098196 1.9822744 0.2319058 0.8760266  66    1947  0.49976833
## 67  0.8740734 1.622351 0.8777977 1.1823886 0.5309829  67     845  0.48631475
## 68  0.5116014 1.877803 1.6568406 1.2911159 0.3520610  68    7539  0.36725757
## 69  0.1043446 1.884650 1.4608019 0.6609094 1.1351344  69    4271  0.36595511
## 70  0.5167536 1.119411 1.0020938 1.7034683 1.2504541  70    8331  0.42637857
## 71  0.7321770 1.587419 1.8824240 0.5364835 0.7560616  71    5865  0.46938370
## 72  0.5303160 1.273739 0.1602665 1.5403275 0.4443254  72    2316  0.37027879
## 73  0.2823715 1.888729 1.7940037 1.1612943 1.1100907  73    4499  0.57685305
## 74  0.6031492 1.470844 0.8485784 1.7306747 1.7029189  74    6289  0.43403797
## 75  0.6067251 1.017915 0.9090705 1.1682898 0.4638096  75    1154  0.51344963
## 76  0.2389526 1.207515 1.0472773 0.7922654 0.5028838  76    7725  0.44140631
## 77  0.8183783 1.151163 1.6909829 0.6514329 1.5508190  77    9197  0.47125598
## 78  0.1890553 1.085917 1.7917308 1.8942517 1.8363142  78    8428  0.42820353
## 79  0.9039337 1.225147 1.1097854 1.7296965 0.2086141  79    4200  0.48309103
## 80  0.2141346 1.965886 1.3062652 0.8471567 0.6849244  80    2527  0.26593394
## 81  0.3982131 1.075209 1.0002238 1.2533147 1.9453240  81    9755  0.43777155
## 82  0.7262259 1.512598 0.6390635 1.8647809 1.7652581  82    9075  0.49238981
## 83  0.1602076 1.248644 1.1139539 1.3251101 0.6170666  83    3905  0.29843291
## 84  0.3022057 1.278082 1.9487846 0.9299134 0.8390537  84    2249  0.45355581
## 85  0.9443189 1.794227 0.7456548 1.6719572 0.5983341  85    5395  0.42334241
## 86  0.6871752 1.368389 1.9170100 0.8812996 0.8780708  86    3468  0.46083695
## 87  0.3894855 1.589910 1.2216554 0.9372036 1.1720598  87    7965  0.53222712
## 88  0.9848534 1.772705 0.8671940 1.7860344 1.0641455  88    1059  0.51604259
## 89  0.1138917 1.220230 1.5467404 1.4556207 1.3425294  89    3243 -0.97354312
## 90  0.3913392 1.854240 1.4591839 1.7998938 1.3816965  90    3422  0.54110312
## 91  0.8020529 1.717630 1.1272127 1.7877772 1.3672699  91    1976  0.45255504
## 92  0.4519378 1.031732 1.7582843 1.9109898 1.5069229  92    7203  0.52551679
## 93  0.9359588 1.222103 1.4178769 0.7000315 1.3374936  93    8203  0.51583805
## 94  0.2260445 1.733849 1.7512208 1.8849729 1.9252816  94    9396  0.30531882
## 95  0.5864369 1.613954 1.7237974 1.9055427 1.5576671  95    9671  0.38864519
## 96  0.5184576 1.668828 1.9737770 1.3743234 0.1460003  96    1610  0.41442451
## 97  0.5781218 1.408159 0.3342801 0.7341729 1.5193627  97    4396  0.45073314
## 98  0.8448135 1.238113 1.1840689 0.2000965 0.9007070  98    2500  0.51353485
## 99  0.3644972 1.426229 0.2035409 1.3471088 0.5743651  99    4276  0.41814231
## 100 0.1824002 1.261826 1.3843192 0.3036789 1.6543126 100    8228  0.52454805
## 101 0.9770902 1.506994 0.1330287 1.5865991 1.9857508 101    4848  0.36126875
## 102 0.2960067 1.700788 0.1783883 0.7263070 0.3426174 102    6491  0.42621852
## 103 0.1010367 1.148296 1.8072445 0.5281314 1.8146136 103    8302  0.47687553
## 104 0.2446619 1.689150 1.9254960 0.6772172 1.5577410 104    1026  0.34132195
## 105 0.1732364 1.722980 0.1132590 0.1629137 1.0322452 105    3912  0.47868978
## 106 0.4770520 1.440039 1.0946250 1.6822009 1.6661133 106    6007  0.52777475
## 107 0.9411201 1.706236 0.9369930 0.7418955 1.2455891 107     876  0.43903739
## 108 0.4164512 1.203028 1.6516975 0.2811060 0.2652905 108    3483  0.41480750
## 109 0.8691420 1.622468 0.7881594 0.4581952 0.8344956 109     375  0.35935591
## 110 0.5930767 1.992251 1.5376344 1.5970949 0.3677350 110    3968  0.40829127
## 111 0.5373446 1.301064 0.3427828 1.4713491 1.1545687 111    5346  0.43357012
## 112 0.7299441 1.475577 0.5607066 1.9131312 1.9563841 112    9673  0.44302322
## 113 0.7648324 1.735384 1.4747708 1.9064473 1.6919508 113    6712  0.49902751
## 114 0.9939214 1.370060 1.1538367 1.1061251 1.5742408 114    2079  0.51683645
## 115 0.9488705 1.834362 0.9925333 0.1677415 0.3028531 115    4810  0.47571086
## 116 0.9907196 1.087219 1.8245058 1.8153820 1.6686304 116    1793  0.51878374
## 117 0.2324361 1.314174 0.2774932 0.2219844 1.4360485 117    2795  0.40254779
## 118 0.8113679 1.846874 0.4647595 0.1125369 0.2796997 118    6082  0.43608647
## 119 0.6540369 1.519089 1.0218438 0.9700511 1.0506610 119    7437  0.48119062
## 120 0.3788631 1.945699 0.7229007 1.5753993 1.0127118 120    7348  0.45911643
## 121 0.3565116 1.104670 0.6481077 1.6097515 1.5842461 121    3948  0.39453287
## 122 0.7712741 1.596894 1.8603426 1.7809312 0.8063125 122    1587  0.46334335
## 123 0.5319367 1.988797 0.8686139 1.4146791 1.4203240 123    4045  0.43544205
## 124 0.8777057 1.931710 1.6028624 1.6439319 1.8319045 124    3717  0.41011326
## 125 0.4986869 1.824550 1.3028174 1.6510326 1.7069165 125    8380  0.54914289
## 126 0.6857233 1.731275 0.9535439 0.5654755 1.4751119 126    8735 -0.51833548
## 127 0.9909522 1.199111 1.4008128 0.5828178 1.8546103 127    9025  0.08633359
## 128 0.7903447 1.308595 1.0412713 1.6882814 1.7845142 128    4562  0.40767450
## 129 0.2358183 1.637676 1.3263462 1.2137031 0.1075825 129    6985  0.27402997
## 130 0.4944341 1.256595 1.2850418 1.4420176 0.6330931 130    8747  0.55869700
## 131 0.7491883 1.362206 0.7707655 0.8507148 0.1737646 131    4800  0.49468157
## 132 0.8497211 1.978994 1.3587446 1.2975044 1.0622923 132      45  0.51784206
## 133 0.5461652 1.382095 0.2284736 1.2075014 0.9643034 133    2187  0.36348228
## 134 0.5364486 1.917176 1.0250913 1.0903407 0.5974655 134    1196  0.43082447
## 135 0.2858342 1.343734 1.7841685 0.2703308 0.3953771 135    6110  0.33975979
## 136 0.2545562 1.456646 1.6066604 1.9966373 0.7812533 136    9971  0.41852945
## 137 0.1017840 1.215610 1.0751875 1.2290681 0.1817609 137     931  0.29213356
## 138 0.8925405 1.053376 0.3090296 0.8589498 1.8134557 138    9163  0.45247976
## 139 0.4633693 1.768176 0.4447964 1.9351294 1.6211408 139    4864  0.48093502
## 140 0.2677577 1.206783 0.4496588 1.3539189 1.3148902 140    9182  0.28142280
## 141 0.8739679 1.234111 0.3951928 1.5633054 1.3191087 141    6996  0.41967261
## 142 0.4170257 1.093175 0.1032073 0.4891047 1.4303958 142    3457  0.39185978
## 143 0.3192292 1.244905 0.5666888 0.8283532 0.6508318 143    1492  0.31200670
## 144 0.2295410 1.830657 1.2940180 0.2510849 1.9270428 144    4758 -0.88261754
## 145 0.3039034 1.797718 1.3810875 0.6042756 1.7676304 145    9670  0.45508949
## 146 0.7076037 1.897334 0.6006708 1.6141968 0.7931006 146    3456  0.49909179
## 147 0.9513885 1.766138 0.1854722 1.6016338 1.7371530 147    3982  0.33761707
## 148 0.6303228 1.473222 1.0589404 0.6005708 0.6134246 148    2678  0.52041450
## 149 0.3616049 1.052176 1.7778879 0.1136267 1.2022655 149    4360  0.36879673
## 150 0.1179867 1.335647 0.3188069 1.1888536 0.8521090 150    7667  0.41035150
## 151 0.1656758 1.760657 0.4173679 1.0743201 0.3850700 151    6283  0.31071869
## 152 0.1203709 1.284212 1.0125490 1.2627971 1.0882511 152    2017  0.45916297
## 153 0.2599626 1.814201 0.6430869 1.6338019 1.8920706 153    2788  0.51480946
## 154 0.5963412 1.671546 1.2576336 0.4290395 0.2736196 154    3773  0.37301337
## 155 0.7990457 1.960575 0.7073373 0.9286347 1.4949391 155    8591  0.41160020
## 156 0.6372070 1.843659 1.2343696 1.0417615 1.0754909 156    2435  0.54113174
## 157 0.9251704 1.753979 1.3343816 0.1260691 1.3611393 157    3293  0.49997127
## 158 0.8521267 1.682237 0.8115295 1.8226988 0.2126946 158    8271  0.51736317
## 159 0.3681972 1.574113 1.6669638 1.9535908 0.8608421 159    8837  0.57185955
## 160 0.3141412 1.817805 1.4383489 0.1064938 0.5858059 160    7722  0.42895914
## 161 0.4136634 1.161507 0.9251244 0.5065498 1.2015339 161    2796  0.28678170
## 162 0.5556816 1.175738 0.9109953 0.1404188 1.5969471 162    8277  0.47140865
## 163 0.4894011 1.390807 0.5374263 0.8112909 0.2628929 163    7091  0.50168605
## 164 0.9092920 1.545775 1.1641820 1.2732627 0.2268417 164    9286  0.51542582
## 165 0.5140914 1.462373 1.0481193 1.1454374 1.4047692 165    1959  0.36817767
## 166 0.6216900 1.194379 0.6529417 0.8391238 0.3074667 166    4827  0.45959901
## 167 0.6749858 1.393753 1.4781267 1.7340715 1.0726063 167    9304  0.54595912
## 168 0.9009370 1.839565 1.9335385 0.3086293 1.6421173 168    1926  0.45380968
## 169 0.8600742 1.061966 0.6314816 0.3043096 0.6029331 169    6261  0.41656576
## 170 0.3055720 1.407068 1.7328504 0.5755190 1.4348930 170    2799  0.47678652
## 171 0.2123924 1.785464 0.5887529 0.6292987 1.3014530 171    7486  0.42482706
## 172 0.7475227 1.858103 1.5462597 0.8919750 0.3753434 172    8598  0.38585887
## 173 0.9927075 1.331067 1.4105950 0.8222017 0.7943906 173    1788  0.52860074
## 174 0.9563708 1.972304 1.6806198 0.7362753 1.2754766 174    5374  0.49574719
## 175 0.8252559 1.884526 0.2536385 1.8708804 0.5470453 175    3846  0.39686632
## 176 0.1448404 1.210054 0.1487693 1.0505763 1.7194543 176    8347  0.33690734
## 177 0.4427051 1.187511 0.6710835 0.3299363 1.5467531 177    6037  0.37982972
## 178 0.7102452 1.596645 1.9620480 0.4099895 0.7825564 178    1102  0.51629680
## 179 0.2040285 1.603233 0.4573923 1.4686293 1.9408512 179    5182  0.48873031
## 180 0.4868565 1.381962 0.8218856 1.5279642 0.9781273 180    8008  0.52000140
## 181 0.8886664 1.404344 0.9695570 1.2437340 1.2341145 181    1235  0.42071435
## 182 0.4585114 1.337961 1.5119045 1.0054768 1.5809498 182    8667  0.43994833
## 183 0.9327815 1.056411 0.8605852 1.4541394 0.6159441 183    6155  0.49367401
## 184 0.7374550 1.317708 1.0524003 0.3168248 1.3682026 184    6435  0.52001516
## 185 0.6444897 1.414906 0.9869165 0.1191471 1.3962181 185    4015  0.33444192
## 186 0.4698743 1.182857 0.3195071 0.1459851 1.5704044 186     410  0.39938768
## 187 0.6185742 1.524077 1.7588786 1.1647862 0.3337552 187    9865  0.49064656
## 188 0.3790526 1.027566 1.5556837 1.2729775 0.8651659 188    8281  0.41128252
## 189 0.2384358 1.564945 1.5319796 1.2653367 0.4688404 189    5985  0.53661100
## 190 0.7815756 1.557064 1.0843094 1.0243521 0.8801281 190    4114  0.45255495
## 191 0.1110389 1.201020 0.1893227 0.9598376 1.1303977 191    4248  0.47805441
## 192 0.2618014 1.959193 0.1420368 0.9980998 1.2181060 192    7905  0.45383519
## 193 0.9854477 1.590400 1.4832742 1.3930883 0.4312915 193    2725  0.51914626
## 194 0.5788082 1.164015 1.8934381 1.8381362 0.6898617 194    5954  0.48900351
## 195 0.1384351 1.892572 0.8404353 0.8548761 0.3414839 195    1734  0.28821905
## 196 0.5290107 1.166905 1.9748449 0.3621645 0.2486284 196    6934  0.43540983
## 197 0.4372890 1.260874 0.8972546 0.9538776 1.8229468 197    6106  0.45286264
## 198 0.7465465 1.520926 1.5264981 0.8058978 1.1220484 198    2197  0.42685546
## 199 0.2025982 1.579606 1.7809520 0.6166248 0.7436985 199    4009  0.40438409
## 200 0.4785887 1.067709 0.2970624 1.7115130 0.9018132 200    3522  0.40902709
##          lnNSE         KGE         smNSE       smlnNSE        smKGE      calNSE
## 1   0.38443733  0.38880300  -4.640952677  -3.202064810 -0.077950270  -1.1652716
## 2   0.30681589  0.48735120  -1.062585026  -0.932470271 -0.117615929  -2.0390033
## 3   0.23608509  0.42077119  -0.252913946  -0.156572388 -0.206618586  -1.6148755
## 4   0.59322160  0.65086622  -2.351368799  -1.820165799 -0.304622639  -1.4117125
## 5   0.45296729  0.50693572   0.065341562   0.029058349  0.024401982  -1.2005169
## 6   0.47734817  0.57184205  -1.215977523  -1.043513494 -0.265656999  -1.7203651
## 7   0.59040483  0.64958913   0.219662194   0.152561663  0.259739683  -1.2938033
## 8   0.48786128  0.63882929  -0.041363185   0.002724506  0.171746159  -1.5661731
## 9   0.51753158  0.62405506  -0.300988251  -0.209370519 -0.228207780  -1.5584772
## 10  0.54448586  0.63310366  -1.245706141  -1.063811231 -0.205243603  -1.6784562
## 11  0.29334476  0.58406580  -1.482752046  -1.580604973 -0.404731530  -2.9292870
## 12  0.23519280  0.49218881  -6.932311771  -4.427214218 -0.049434827  -2.2763237
## 13  0.14802432  0.34377852  -0.209074996  -0.249379056  0.015188602  -2.0075998
## 14  0.17143006  0.28268142  -0.399360831  -0.273413199  0.325724150  -1.1914297
## 15  0.51861719  0.61487359  -1.105358065  -0.924353804  0.075194223  -3.4817493
## 16  0.39540264  0.64123570  -8.699496923 -14.012081848 -0.150700886  -2.5903580
## 17  0.39977450  0.61577985 -10.364529558 -18.359844360 -0.189354487  -2.7686413
## 18  0.07581194  0.37283287   0.138840075   0.211300375  0.404295013  -1.7435212
## 19  0.11443330  0.10999934 -19.676827161 -55.873605460 -0.731668157  -7.1751515
## 20  0.40624894  0.45060970  -4.550213573  -5.959673972  0.326968339  -0.8525408
## 21  0.40141580  0.41331867   0.229871742   0.172871485  0.211129036  -0.7717903
## 22  0.39233081  0.59136371  -2.235939965  -1.743193390 -0.285998141  -2.1694810
## 23  0.12786976  0.27161096 -11.004022599 -20.419405265 -0.614296213  -4.9578455
## 24  0.50884291  0.71112803  -1.066600893  -1.070035818 -0.172511633  -1.9139161
## 25  0.39585886  0.59322472  -0.916168490  -0.817058227  0.144256583  -2.0623319
## 26  0.26370481  0.36132596  -0.060280881   0.051128887  0.312749798  -0.9378616
## 27  0.10873683  0.38242781  -6.371583857  -9.860604863 -0.502173414  -3.7329472
## 28  0.32008531  0.45338376  -1.954278049  -2.056186643  0.334337764  -1.1240320
## 29  0.17283143  0.37772766  -1.404876843  -1.155334931  0.053443515  -1.7222699
## 30  0.44707549  0.45634421  -3.005592579  -3.379086528  0.189669980  -1.0529058
## 31  0.39145918  0.63547691  -3.604118198  -2.597251547 -0.242808125  -2.4660135
## 32  0.35116408  0.61284050  -1.762520421  -1.882627181 -0.239996774  -2.6677311
## 33  0.14404204  0.36388741  -1.285257707  -1.217205668  0.260381650  -1.8069095
## 34  0.36871613  0.40305148   0.389816611   0.425990048  0.391432275  -0.8721737
## 35  0.41736459  0.64762182  -0.541706370  -0.516995580 -0.216031553  -2.2893706
## 36  0.18447029  0.43947691  -7.218454028  -4.572013757 -0.038823902  -2.0479227
## 37  0.50754287  0.63305096  -1.595753931  -1.305737615 -0.166748884  -1.6013684
## 38  0.53201438  0.63064765  -0.701054648  -0.650160318 -0.298532828  -1.4196153
## 39  0.39957125  0.49472768   0.358207430   0.408242393  0.425865984  -1.5013494
## 40  0.55726077  0.60488538  -6.991055708  -4.480357656 -0.215696854  -1.3456449
## 41  0.37877699  0.62882748 -10.155652846 -17.330924368 -0.465436288  -2.5576819
## 42  0.50303307  0.56377016  -2.981098095  -2.218511691 -0.282252520  -1.4675130
## 43  0.46559080  0.52217770  -0.179896458  -0.209288846 -0.237698580  -1.4033813
## 44  0.46647844  0.67726131  -3.047991016  -3.711948688 -0.265869495  -2.0306505
## 45  0.39219761  0.46082966 -15.199328182 -36.533225861 -0.200200936  -4.0167889
## 46  0.35683577  0.43081435  -0.132349751  -0.065402843 -0.240380237  -1.1094269
## 47  0.30633495  0.58171833  -3.878597367  -2.763354170 -0.362053681  -2.6079823
## 48  0.20632441  0.37138942  -0.151482436  -0.055087146  0.001934042  -1.3271312
## 49  0.59358178  0.60833571  -1.521711841  -1.497798161  0.218961748  -1.2308302
## 50  0.41356623  0.59337735  -1.380110174  -1.310695895 -0.131344775  -1.7948127
## 51  0.29866349  0.44241971  -0.708709879  -0.662403942 -0.306612221  -1.5835721
## 52  0.54494387  0.57131546  -0.065066716   0.006734640  0.161448131  -1.2818535
## 53  0.14165185  0.29920447   0.091648490   0.034265289  0.105287393  -1.5648963
## 54  0.54056793  0.63729219  -0.894512075  -0.802626045 -0.334799759  -1.6094253
## 55  0.49587863  0.56497525  -2.222215748  -1.738247136 -0.287151597  -1.4485242
## 56  0.22002822  0.30366104  -0.767390268  -0.606503066  0.143462861  -1.1485608
## 57  0.44300371  0.56062505  -7.572993119  -4.794198873 -0.416270502  -1.7082226
## 58  0.13027215  0.22847674  -1.454066678  -1.427853998  0.309286343  -1.0106683
## 59  0.26901799  0.38274552  -0.437518281  -0.286542809  0.185693738  -0.9750407
## 60  0.38110813  0.62249628 -17.301887711 -42.088299811 -0.288094608  -2.7981392
## 61  0.29832069  0.40104251   0.283447091   0.290416161  0.213970646  -1.0887362
## 62  0.47138768  0.43038479   0.182660975   0.220519908  0.126719598  -0.6645702
## 63  0.06684219 -0.08930385 -24.232481290 -92.026990625 -0.742057511 -12.2294685
## 64  0.15900968  0.36397922  -1.030297251  -0.907688056  0.108728991  -1.6225107
## 65  0.27000040  0.47806887   0.407271422   0.352082985  0.369588866  -1.5374550
## 66  0.52023292  0.54734814  -5.551031028  -3.725197289 -0.357073085  -1.2821814
## 67  0.42164492  0.53152798  -0.566227518  -0.543853019 -0.272925819  -1.5942310
## 68  0.33604389  0.35367667   0.206778955   0.274485232  0.358598493  -0.8888740
## 69  0.25876797  0.50979177  -1.426922024  -1.423632570  0.374520921  -2.9918882
## 70  0.41551744  0.64561290  -0.946478525  -0.802811688 -0.056763682  -2.2144185
## 71  0.40798528  0.44999610  -0.201331454  -0.224797596  0.083597616  -0.7858007
## 72  0.08854499  0.35559254  -1.271844715  -1.046968989  0.111549172  -1.8854278
## 73  0.55670023  0.62583392  -2.177229203  -2.306124077  0.240508126  -1.4007372
## 74  0.44757886  0.57057240  -0.200857067  -0.219093152  0.154517207  -2.2784416
## 75  0.43295575  0.56630294  -5.145144056  -3.480817352 -0.098676142  -1.6803601
## 76  0.30067430  0.41733673   0.184844414   0.135212089  0.125347892  -1.1363077
## 77  0.45552832  0.69145025  -2.773223902  -2.086343949 -0.315643039  -1.9572469
## 78  0.44294499  0.42490257   0.061945654   0.023399418  0.386912654  -0.8660849
## 79  0.45340989  0.68828201  -3.263909519  -2.392986615 -0.353820204  -2.0452283
## 80  0.11105529  0.23090596  -2.788330607  -3.179455558  0.320785461  -0.9628727
## 81  0.36204575  0.53703272  -7.546630433  -4.439797620  0.155960948  -1.7213954
## 82  0.41529947  0.63550654  -0.301833735  -0.310232488 -0.339100288  -2.3311144
## 83  0.14388619  0.27636753   0.442206384   0.402809122  0.401986844  -1.0001690
## 84  0.45056153  0.44176279   0.167155490   0.120293815  0.120461678  -0.9601271
## 85  0.27913153  0.40386228  -0.465799362  -0.459058764 -0.012932443  -1.2885203
## 86  0.41591630  0.44844830  -1.424185560  -1.146691517  0.131018363  -0.7575451
## 87  0.48539882  0.66399483  -2.143802167  -2.278975791 -0.192941932  -1.8547545
## 88  0.48371503  0.66607061  -0.282092829  -0.291068801 -0.333161364  -1.8863433
## 89  0.20086064  0.16989737 -23.665922598 -89.398278480 -0.553942751  -7.9584824
## 90  0.53471988  0.58785323   0.416190680   0.439080951  0.410187644  -1.4170107
## 91  0.41126515  0.45094803  -0.044629458  -0.086323977  0.021584013  -1.1441926
## 92  0.58397558  0.56115257  -2.636896490  -2.003117606 -0.258589977  -1.0172620
## 93  0.51028275  0.65048671  -1.650675152  -1.314481118 -0.165467422  -1.6424275
## 94  0.48934133  0.62361969 -12.234290610 -23.779990218 -0.220471993  -2.4961733
## 95  0.43233347  0.39443917   0.230445127   0.216800785  0.143507818  -1.0044398
## 96  0.44777060  0.41068331   0.149782200   0.182587111  0.122188221  -0.9416232
## 97  0.29132574  0.49686186  -0.520447441  -0.509570673 -0.329506966  -1.9666892
## 98  0.41015586  0.52929551  -3.987637435  -2.817621014 -0.068750091  -1.3310136
## 99  0.17899119  0.42825254   0.093634624   0.096670692 -0.020488215  -2.0113865
## 100 0.40852147  0.54683935   0.228855794   0.162560346  0.376361962  -1.5098836
## 101 0.10222332  0.36865535  -2.386094277  -1.795946318  0.088609032  -1.9826494
## 102 0.15704038  0.42907956  -1.199340861  -1.116825591  0.223959497  -2.0463901
## 103 0.40530927  0.49723337  -2.509284608  -1.783687353  0.400293800  -1.4189593
## 104 0.25045324  0.31225237  -0.622968270  -0.504854610  0.369312139  -0.8399518
## 105 0.20009906  0.49564652  -3.182465968  -3.624123064  0.128534515  -1.9667232
## 106 0.49612791  0.65363416  -0.399443100  -0.362374171  0.176472869  -1.8381669
## 107 0.37664163  0.65447542  -1.151227464  -1.217859413 -0.288203878  -2.1956326
## 108 0.37251404  0.43603800  -0.739160148  -0.658821981  0.149965882  -1.3845761
## 109 0.21480173  0.36044219  -0.777082450  -0.697261399  0.044164878  -1.5005107
## 110 0.39245693  0.39056059  -0.648774043  -0.492855382  0.050353102  -0.9423010
## 111 0.35570516  0.61547325  -0.524627887  -0.524323326 -0.258939754  -2.4792486
## 112 0.34697839  0.48638402  -1.076929364  -0.943037839 -0.312955671  -1.8309590
## 113 0.54424953  0.53810019  -0.057125975  -0.091970920 -0.264259544  -1.2524458
## 114 0.48860414  0.64626656  -3.526631956  -2.558185940 -0.322606621  -1.9487315
## 115 0.42503390  0.63457028  -2.175319362  -2.508206974 -0.174018021  -1.8695500
## 116 0.56745185  0.55763984  -9.277031982  -5.618584612 -0.128525451  -1.0326212
## 117 0.17693772  0.41836557   0.303049436   0.291336135  0.235499912  -2.0041128
## 118 0.25215956  0.44597785   0.046806757   0.014442617 -0.108684631  -1.7934210
## 119 0.41911798  0.66104603  -0.255051542  -0.243398051 -0.286139806  -2.2179915
## 120 0.29644756  0.45568360  -1.612736541  -1.595948659  0.240623406  -1.5239584
## 121 0.28092789  0.40940766  -1.271459150  -1.074530116 -0.020139819  -1.6568007
## 122 0.48385485  0.44930000  -0.329498764  -0.325278640  0.133265246  -0.6753880
## 123 0.42983936  0.65378826  -5.673041902  -7.714410164 -0.338587969  -2.3094410
## 124 0.50695266  0.66397148  -7.363092167 -11.445576223 -0.341218406  -2.0891295
## 125 0.53114966  0.65936315  -1.238511067  -1.142182858 -0.222200823  -1.7567027
## 126 0.22359785  0.32236575 -13.215094968 -29.545536026 -0.198445284  -5.8101868
## 127 0.25696614  0.51044241  -2.657180927  -3.520726668 -0.368437126  -3.2340476
## 128 0.35558411  0.41013449  -2.775407554  -2.076296463 -0.017555892  -1.2851136
## 129 0.14889592  0.24001103  -1.113576105  -1.019575868  0.295189948  -0.9056818
## 130 0.52702284  0.62211582  -0.713057278  -0.662599184  0.079847932  -1.5915891
## 131 0.41824737  0.56602442  -1.968267468  -1.570953555 -0.374362055  -1.8564537
## 132 0.50364896  0.56807803  -0.005922605   0.007713541 -0.280587692  -1.4225931
## 133 0.13577423  0.36409945  -0.569930678  -0.542406290 -0.029670983  -1.8634150
## 134 0.33053688  0.60033031  -0.440303621  -0.296786182  0.256850135  -2.8674058
## 135 0.23859775  0.32733283  -0.379537723  -0.315996443  0.450198230  -0.8982658
## 136 0.37317076  0.38077602   0.423835067   0.454580782  0.419377242  -0.4869317
## 137 0.15504116  0.27767539   0.308945591   0.363972604  0.366610589  -1.1397373
## 138 0.26033974  0.47675422  -8.444575118  -5.227222807 -0.327221057  -1.9067748
## 139 0.35852377  0.60797003  -1.216896850  -1.135549383 -0.038902703  -2.4066061
## 140 0.04518005  0.26767260   0.092420362   0.031167142  0.210847695  -1.6332239
## 141 0.37120906  0.62354717  -1.540024172  -1.263115547 -0.257634557  -2.4281826
## 142 0.17996640  0.44079409  -1.759622836  -1.391555911  0.058039090  -2.3277628
## 143 0.11824708  0.30382638   0.013443194  -0.041960810  0.162645052  -1.6311947
## 144 0.21907519  0.19227953 -24.557035583 -90.827842090 -0.711892592  -6.3611190
## 145 0.35880852  0.47005777  -1.944943212  -1.986368853  0.229374943  -1.5689481
## 146 0.37991046  0.56549531  -0.784465434  -0.678806295 -0.326764372  -2.0013275
## 147 0.10526181  0.34432792  -0.613364083  -0.577825940 -0.052340913  -1.9833714
## 148 0.45159872  0.59795479  -0.373778812  -0.396550442  0.032596965  -1.8254426
## 149 0.28131698  0.34406009  -1.957169862  -1.489555358  0.257478661  -0.8172607
## 150 0.16919069  0.46387565   0.046825623   0.138061977  0.320444061  -1.7780015
## 151 0.01300310  0.27498668  -1.688677468  -1.725233226  0.309860653  -1.3680817
## 152 0.26978656  0.42724494   0.474812940   0.442655313  0.415815478  -0.7646559
## 153 0.40072820  0.61627192  -3.879558569  -4.674964597  0.122561031  -2.0937857
## 154 0.24700675  0.34938652   0.220098071   0.200923774  0.131333540  -1.1031041
## 155 0.38395320  0.54979773   0.172678484   0.207831562  0.118325177  -3.3499453
## 156 0.48384112  0.61698990   0.046255812   0.095338238  0.212040161  -1.7024841
## 157 0.43294218  0.57413851  -0.201894277  -0.149893467 -0.067227539  -1.2415231
## 158 0.43365482  0.54679892  -0.195271320  -0.223803133 -0.255006550  -1.4849462
## 159 0.59131612  0.60980467  -0.744090636  -0.638201420  0.101127067  -0.9606836
## 160 0.31143200  0.39916032  -2.362123856  -2.481461634  0.136903644  -0.9656335
## 161 0.18686998  0.37649785  -1.161075170  -0.970331958  0.113021344  -0.7844801
## 162 0.33208196  0.48054431  -2.362038658  -1.806072941  0.044727983  -1.5689399
## 163 0.36412155  0.56399808  -0.045462384  -0.045864496 -0.215664008  -1.8047166
## 164 0.48584436  0.68054954  -0.633679760  -0.587744615 -0.296303358  -1.9267664
## 165 0.28585707  0.39598974  -0.047952024  -0.107700668  0.181222146  -1.6422690
## 166 0.36292166  0.61292351  -1.415053288  -1.158420104 -0.171638112  -2.7260788
## 167 0.51608907  0.69828832  -0.425389107  -0.419349415 -0.187149502  -1.8644591
## 168 0.43658485  0.54995557   0.133435032   0.093131996  0.187885383  -2.0625550
## 169 0.25903142  0.43251979  -7.873485318  -4.922880844 -0.096255993  -1.7138446
## 170 0.44580795  0.67968333  -6.123194762  -8.763223284 -0.199823328  -2.1838644
## 171 0.21033999  0.41715811  -1.760588031  -1.792868612  0.283946112  -1.5871157
## 172 0.31109070  0.36215536   0.201629195   0.215915234  0.115463971  -0.9775676
## 173 0.47896444  0.57284396  -3.206289812  -2.335126909 -0.053371494  -1.3823870
## 174 0.50133174  0.52855007  -0.040566051  -0.073702030 -0.294462705  -1.3387246
## 175 0.15492530  0.39405730   0.158103844   0.137447123  0.069182283  -1.8323937
## 176 0.29917845  0.58331795  -2.240373610  -2.525755262 -0.041427757  -2.8465949
## 177 0.26316577  0.41466704  -1.318968932  -1.115620418 -0.099362414  -1.9247699
## 178 0.50415413  0.54689875  -0.171817227  -0.215673535  0.141388821  -1.3238826
## 179 0.36819078  0.62471152  -1.605320135  -1.591587265  0.198567958  -2.3198213
## 180 0.44393279  0.61035681  -0.161140268  -0.199694461 -0.183471109  -1.9617425
## 181 0.37056581  0.44560314  -3.080363390  -2.286056036 -0.202373790  -1.5246733
## 182 0.43642023  0.45388277  -0.308289855  -0.333088882 -0.154079628  -1.2967734
## 183 0.45018215  0.60730729  -8.008933683  -5.011073202 -0.407931054  -1.9845566
## 184 0.45737348  0.63096576  -0.861722226  -0.760768951 -0.236873172  -1.8106149
## 185 0.28400792  0.61141838  -4.983169214  -6.700991580 -0.430984173  -2.7270989
## 186 0.17115948  0.40539484  -1.679191716  -1.338465099  0.152153344  -1.9640016
## 187 0.53543390  0.52333416  -0.284381913  -0.310410335 -0.296152830  -1.2637937
## 188 0.38805729  0.39494127  -2.355351268  -1.785669154  0.098956124  -0.9165933
## 189 0.49617771  0.56491026  -1.889967933  -1.918519839  0.115814722  -1.3599593
## 190 0.43140683  0.66361852  -1.859701535  -2.094339156 -0.324763943  -2.1141924
## 191 0.21326172  0.50500062   0.186880435   0.243405674  0.285207616  -2.1011306
## 192 0.17784663  0.46084895  -2.746687760  -3.031315622  0.184080241  -1.9852750
## 193 0.50617084  0.70311479  -0.583006450  -0.558670635 -0.276236317  -1.8703260
## 194 0.55376851  0.50865178  -2.362346208  -1.797352283  0.049349852  -0.9640089
## 195 0.38904501  0.58893994 -10.918875839 -19.988006657 -0.115572153  -2.8470878
## 196 0.41529170  0.43063278  -2.043928067  -1.579339733  0.096760707  -0.9816779
## 197 0.45478125  0.65478248  -0.795519657  -0.799814444 -0.212190985  -2.1050763
## 198 0.39173457  0.42822363  -0.727269540  -0.654837902  0.068692150  -1.1356140
## 199 0.32752624  0.41501093  -0.157475227  -0.036995991  0.393550524  -1.3709818
## 200 0.19480666  0.42098556  -2.923241267  -2.160189015  0.022021441  -1.8492855
##       callnNSE       calKGE      calsmNSE    calsmlnNSE     calsmKGE
## 1   -0.8783800  0.348358049  -5.123724332  -3.492869590 -0.055371821
## 2   -1.1426712  0.198671262  -1.425505396  -1.217113895 -0.074932410
## 3   -1.1862256  0.312466186  -0.014514648   0.031893217 -0.076657772
## 4   -0.4223053  0.171471587  -2.819554568  -2.144387912 -0.161520446
## 5   -0.6950940  0.348491618  -0.031042216  -0.083961525  0.075423938
## 6   -0.7503935  0.187455938  -1.577966481  -1.325133779 -0.177037981
## 7   -0.4773513  0.241444690   0.131687684   0.046633087  0.313054265
## 8   -0.4960327  0.107641232   0.310586335   0.305590918  0.306805474
## 9   -0.5876178  0.169577523  -0.034380715   0.008089262 -0.112201676
## 10  -0.6726558  0.170121348  -1.611817622  -1.346988856 -0.128016771
## 11  -1.0811007 -0.183254193  -1.059806983  -1.082702065 -0.425224845
## 12  -1.2479127  0.146492470  -7.404696774  -4.674746374 -0.035388577
## 13  -1.5283415  0.235986767  -0.440860752  -0.458807306  0.019150372
## 14  -1.1495457  0.220897407  -0.026808628   0.082137046  0.341389690
## 15  -0.9607568 -0.340757779  -1.436287654  -1.178903010  0.128919609
## 16  -0.7045327 -0.230022756  -6.699678671 -10.470612605 -0.053181456
## 17  -0.7091671 -0.291883975  -8.130547049 -14.002587729 -0.095277456
## 18  -1.4628798  0.284314491   0.456345056   0.482285240  0.461854374
## 19  -0.9991763 -1.274261700 -16.719573548 -47.735753983 -0.760483535
## 20  -0.6462532  0.433993761  -3.083883464  -3.995808619  0.405833478
## 21  -0.6337695  0.434738492   0.116221788   0.051591247  0.214898033
## 22  -0.9276325  0.072940749  -2.685841693  -2.058874482 -0.179070050
## 23  -1.1145820 -0.800407453  -9.068874159 -16.568106629 -0.628898533
## 24  -0.4556051 -0.050792320  -0.422879350  -0.404472451 -0.031101095
## 25  -1.0296259  0.141637077  -0.343101026  -0.244367739  0.206230518
## 26  -0.8939473  0.379319062   0.198669404   0.278921305  0.323520398
## 27  -0.7917085 -0.630081181  -4.879429959  -7.199737245 -0.475449400
## 28  -0.8689030  0.383333238  -1.113563511  -1.101929077  0.378768230
## 29  -1.3012528  0.296457990  -1.771026820  -1.431097906  0.063269335
## 30  -0.7687266  0.384406286  -2.067178911  -2.238909847  0.212982301
## 31  -0.6957666 -0.177658638  -3.976059822  -2.799141823 -0.137697140
## 32  -0.9234233 -0.152435152  -0.935502177  -0.938657004 -0.122626386
## 33  -1.4263488  0.253556693  -0.671901264  -0.566634632  0.282176631
## 34  -0.7343064  0.409281426   0.499493510   0.498847455  0.410385253
## 35  -0.6884617 -0.100123328  -0.524354353  -0.511082322 -0.078845421
## 36  -1.2477993  0.217795369  -7.729683227  -4.833403245 -0.017056114
## 37  -0.5522329  0.153144036  -1.994292357  -1.601251413 -0.068497458
## 38  -0.4532662  0.181903439  -0.983833399  -0.889313009 -0.151490364
## 39  -0.8578706  0.282691317   0.531734903   0.538858022  0.462154519
## 40  -0.5021923  0.234131888  -7.537060204  -4.763491529 -0.119374059
## 41  -0.8358592 -0.154150961  -8.073234205 -13.503941632 -0.406574056
## 42  -0.6481484  0.238383261  -3.484853197  -2.550193126 -0.148882031
## 43  -0.7783289  0.297418960  -0.327757360  -0.361132369 -0.090983062
## 44  -0.5265266 -0.080698593  -1.893869852  -2.232739151 -0.134936145
## 45  -0.6643511 -0.599268183 -11.600524272 -26.895828511 -0.024850376
## 46  -0.8145122  0.389785805   0.017108347   0.035995865 -0.120839225
## 47  -1.0394633 -0.056087559  -4.316241065  -3.044215592 -0.301955819
## 48  -1.1381671  0.352777440   0.034388454   0.085560084  0.026703482
## 49  -0.5482330  0.301934249  -0.849210435  -0.769716342  0.241654707
## 50  -0.8507868  0.153729105  -0.675698655  -0.578739788  0.013720675
## 51  -1.0480749  0.304241906  -1.017400836  -0.919607911 -0.205914695
## 52  -0.6684951  0.310178276   0.220199422   0.241167926  0.220021473
## 53  -1.4066437  0.265745974  -0.055693092  -0.115358244  0.108533064
## 54  -0.6032150  0.163030787  -1.209880396  -1.060144097 -0.221486768
## 55  -0.6639568  0.255752873  -2.663398585  -2.049757796 -0.199709610
## 56  -1.0720334  0.310367821  -0.329741612  -0.180274134  0.167966512
## 57  -0.7625453  0.192268268  -8.102831474  -5.063837066 -0.346102235
## 58  -1.1092786  0.211787740  -0.834324558  -0.750376829  0.323852496
## 59  -0.8773927  0.401922394  -0.090785106   0.035273752  0.202820583
## 60  -0.8030713 -0.265811827 -14.244956497 -34.166509627 -0.205171700
## 61  -0.9341067  0.377303081   0.328361801   0.299146816  0.237404618
## 62  -0.4808246  0.453688714   0.250989951   0.249009147  0.154303444
## 63  -1.2080543 -2.008905830 -20.539532947 -78.272222361 -0.729677857
## 64  -1.3969452  0.299550689  -0.530203496  -0.403033078  0.124085018
## 65  -1.0537509  0.311657509   0.380566583   0.295263280  0.421068309
## 66  -0.5746286  0.297143315  -6.099574820  -4.036773144 -0.266598093
## 67  -0.7949463  0.242113950  -0.830547107  -0.772856624 -0.135991292
## 68  -0.8252398  0.368797245   0.377576554   0.410214735  0.366261360
## 69  -1.4626470 -0.080574477  -0.724341842  -0.659167192  0.412379064
## 70  -0.5513529 -0.129741318  -1.200151174  -1.003088411  0.081146486
## 71  -0.5695684  0.443906855  -0.412634819  -0.417335580  0.119795982
## 72  -1.5256799  0.273874872  -1.626512194  -1.315223240  0.119229952
## 73  -0.6425769  0.258830760  -1.325073205  -1.327963165  0.275293704
## 74  -0.8419734  0.009549703  -0.422060440  -0.415275280  0.182878047
## 75  -0.7837296  0.204241831  -5.634597310  -3.765399213 -0.052124424
## 76  -0.9411189  0.385675074   0.091328975   0.025923073  0.136822219
## 77  -0.4540886 -0.076030866  -3.161955667  -2.341591341 -0.226740713
## 78  -0.6466434  0.377750418  -0.136866129  -0.153795918  0.404191294
## 79  -0.5334714 -0.067394921  -3.719652654  -2.689160446 -0.269237234
## 80  -1.0956376  0.241900550  -1.900048791  -2.102340033  0.341450155
## 81  -0.7634530  0.178546462  -7.445450435  -4.443174810  0.018414084
## 82  -0.8388722 -0.038554018  -0.419797538  -0.435849489 -0.211277913
## 83  -1.0445506  0.227560365   0.385351511   0.329173593  0.420645999
## 84  -0.6943463  0.401026944   0.072548099   0.010793060  0.142434957
## 85  -1.0243108  0.356528135  -0.731580999  -0.688629898  0.008161845
## 86  -0.5117609  0.439290214  -1.760033099  -1.398178255  0.146536217
## 87  -0.5918782  0.035498362  -1.215513232  -1.220129624 -0.052262028
## 88  -0.5728296  0.027190435  -0.379801643  -0.400784186 -0.203191503
## 89  -0.8996012 -1.408605028 -19.792426589 -73.998543687 -0.491104623
## 90  -0.6004563  0.249318163   0.543310166   0.523665692  0.437649380
## 91  -0.7782050  0.376532391  -0.197278693  -0.241192969  0.070263519
## 92  -0.4038684  0.335752698  -3.129887787  -2.335703937 -0.115935198
## 93  -0.5331610  0.088078569  -1.982535803  -1.556422620 -0.008984576
## 94  -0.4718334 -0.282821374  -9.672462307 -18.257971060 -0.117263427
## 95  -0.7089705  0.363746125   0.202035686   0.161217390  0.175601532
## 96  -0.7096565  0.397465861   0.239509971   0.230736287  0.147939565
## 97  -1.0918430  0.199687223  -0.782789032  -0.738361212 -0.219764285
## 98  -0.7291015  0.307545985  -4.469657456  -3.117321305 -0.019551026
## 99  -1.4558266  0.257037943   0.133053983   0.095148592  0.033881406
## 100 -0.7745493  0.268489483   0.065179694   0.005197550  0.394866546
## 101 -1.4961372  0.259980132  -2.803729406  -2.083125860  0.104830470
## 102 -1.4913881  0.253690605  -0.539830259  -0.417250328  0.268019327
## 103 -0.7847276  0.287693102  -2.965504978  -2.079342121  0.409426829
## 104 -0.8691159  0.300215578  -0.172087921  -0.054739920  0.390791688
## 105 -1.2528047  0.225075766  -1.945721443  -2.086324282  0.223323263
## 106 -0.6812262  0.066637337   0.156240734   0.159523310  0.332546818
## 107 -0.6398485 -0.099095302  -0.589436063  -0.613969311 -0.164141457
## 108 -0.9044809  0.320301353  -1.042652850  -0.902581034  0.166897242
## 109 -1.1975208  0.316498248  -1.088855648  -0.950108109  0.066882929
## 110 -0.7651134  0.396681378  -0.264927437  -0.134699241  0.078045248
## 111 -0.9131357 -0.077800493  -0.268242482  -0.287163087 -0.144400133
## 112 -1.0164744  0.229593429  -1.430132987  -1.222284364 -0.222326858
## 113 -0.5608561  0.298300404  -0.166283159  -0.216423048 -0.135450948
## 114 -0.6908564  0.064730773  -4.020896012  -2.875813475 -0.231294737
## 115 -0.6620088  0.042915324  -1.146622872  -1.296938540 -0.005370569
## 116 -0.4156892  0.335075312  -9.753262007  -5.834158355 -0.099077733
## 117 -1.4321828  0.255371424   0.338228136   0.289382218  0.249965749
## 118 -1.2063623  0.276618980  -0.023824018  -0.079036082 -0.051867628
## 119 -0.6554035 -0.076201950  -0.126008442  -0.154795795 -0.157553706
## 120 -1.0793371  0.321858505  -0.946511061  -0.864457557  0.256664567
## 121 -1.1576225  0.299170776  -1.634304288  -1.353383899 -0.005129409
## 122 -0.4407752  0.452100881  -0.559948737  -0.526046402  0.160582902
## 123 -0.6617564 -0.127905410  -4.096851290  -5.381494665 -0.230136287
## 124 -0.4836040 -0.121101435  -5.407610486  -8.159488403 -0.219109217
## 125 -0.5945046  0.099060977  -0.656750795  -0.552663574 -0.116902347
## 126 -1.0153992 -0.913353049 -10.014114970 -21.891533773 -0.030725976
## 127 -0.7770564 -0.455266384  -1.834400282  -2.232372592 -0.304021090
## 128 -0.9344242  0.346347537  -3.218256846  -2.374823722  0.018578499
## 129 -1.0225338  0.239537479  -0.571042036  -0.450351835  0.311464892
## 130 -0.6758485  0.197465956  -1.037042277  -0.926322442  0.127629068
## 131 -0.8446607  0.160771395  -2.404695260  -1.884932205 -0.260678958
## 132 -0.5913816  0.236810483   0.035799544   0.007690584 -0.151877100
## 133 -1.4472169  0.277755535  -0.856003196  -0.783956624  0.005196192
## 134 -1.0710886 -0.093832531  -0.065756882   0.057783967  0.274658150
## 135 -0.8914772  0.279549453  -0.655656107  -0.536749532  0.458369252
## 136 -0.5306678  0.431397978   0.525082715   0.520389197  0.442403580
## 137 -1.1409630  0.251753112   0.453783598   0.468849046  0.390420049
## 138 -1.1701747  0.236275739  -8.970987312  -5.480875336 -0.248237042
## 139 -1.0115615  0.001185124  -0.574150409  -0.474073465  0.063137624
## 140 -1.5570580  0.198019442  -0.085595251  -0.139268112  0.221264159
## 141 -0.7729433 -0.119862225  -1.796786399  -1.449031429 -0.128654903
## 142 -1.4477395  0.186453527  -2.149257732  -1.673481068  0.085138635
## 143 -1.4662472  0.251061661  -0.176388450  -0.220500019  0.170168549
## 144 -0.8814800 -1.116018727 -20.871824073 -77.306148778 -0.719797722
## 145 -1.0207313  0.300332915  -1.193947756  -1.140774420  0.254732258
## 146 -0.9894581  0.145905423  -0.310147360  -0.233240764 -0.183035233
## 147 -1.5618182  0.254121056  -0.911784198  -0.827344878 -0.015915199
## 148 -0.8140570  0.163034673  -0.641275298  -0.629195467  0.068821800
## 149 -0.8064073  0.338501040  -2.344055721  -1.760553231  0.258899848
## 150 -1.1118815  0.253239318   0.374963675   0.415801792  0.379674989
## 151 -1.4218503  0.253450708  -0.944344423  -0.894218788  0.340679993
## 152 -0.7177168  0.452333379   0.472883583   0.411143451  0.455621709
## 153 -0.9481601  0.090573996  -2.577109347  -2.981048485  0.207936887
## 154 -0.9627045  0.368398047   0.174961294   0.132133544  0.145058596
## 155 -1.4436906 -0.120180093   0.237197442   0.233012321  0.143053565
## 156 -0.8126803  0.197282133   0.299577853   0.296695971  0.267716854
## 157 -0.5616817  0.256574635   0.120556891   0.109677222  0.116227224
## 158 -0.7602552  0.256271591  -0.350132841  -0.380713964 -0.116054488
## 159 -0.3983751  0.331618763  -0.189746510  -0.099770351  0.192149989
## 160 -0.8745643  0.410259307  -1.543951309  -1.537169023  0.162406481
## 161 -0.7601483  0.366989938  -1.508508972  -1.235982599  0.130396906
## 162 -0.9620957  0.292154625  -2.785040443  -2.099504022  0.058523555
## 163 -0.8531721  0.159731424   0.011861372  -0.033795350 -0.060156321
## 164 -0.5316404 -0.012113274  -0.810668984  -0.748285754 -0.173975518
## 165 -1.2067993  0.265808705  -0.265979281  -0.306769612  0.187735988
## 166 -0.6536856 -0.222920136  -1.761737135  -1.418435613 -0.031970832
## 167 -0.5126424  0.012547985  -0.560541933  -0.551194854 -0.063431245
## 168 -1.0877575  0.164793379   0.005757039  -0.037860991  0.212773663
## 169 -1.1557075  0.285846314  -8.363677148  -5.165891226 -0.078902581
## 170 -0.6118844 -0.109811736  -4.438736742  -6.132880128 -0.092476575
## 171 -1.2127962  0.316737286  -1.025709528  -0.971881792  0.309100925
## 172 -0.8435085  0.367153362   0.228441720   0.206698092  0.146753715
## 173 -0.6429753  0.259268070  -3.664225922  -2.631980049  0.035994769
## 174 -0.6472760  0.292215928  -0.145460109  -0.194889607 -0.177778886
## 175 -1.3669496  0.283458411   0.105134172   0.060178799  0.096014804
## 176 -1.0981365 -0.157413934  -1.256561557  -1.343537070  0.105384132
## 177 -1.2710947  0.253146984  -1.693012409  -1.401952242 -0.072007671
## 178 -0.6866594  0.311910836  -0.400123995  -0.420336738  0.161796912
## 179 -1.0111522  0.025242735  -0.783027139  -0.696999743  0.274556783
## 180 -0.8010936  0.101284201  -0.329928620  -0.366497510 -0.099172527
## 181 -0.9672574  0.305843723  -3.541911454  -2.593945841 -0.166760188
## 182 -0.8218620  0.342677649  -0.538200332  -0.542275725 -0.089111583
## 183 -0.7650686  0.082288371  -8.572853948  -5.288590302 -0.312237075
## 184 -0.6632706  0.090910379  -1.100349160  -0.962111045 -0.100655281
## 185 -0.7760852 -0.270851564  -3.636209273  -4.719677170 -0.364092222
## 186 -1.4449837  0.261029655  -2.084251164  -1.632271939  0.151239687
## 187 -0.6241420  0.314056432  -0.500898230  -0.511381902 -0.185151395
## 188 -0.7299533  0.395692523  -2.757653437  -2.063752549  0.111974841
## 189 -0.7708384  0.302570532  -1.068697832  -1.007744285  0.184350155
## 190 -0.6186075 -0.073244879  -1.096677553  -1.192576524 -0.219135940
## 191 -1.2608431  0.199116984   0.437190063   0.438954886  0.347649064
## 192 -1.3274082  0.244643779  -1.723559123  -1.804124526  0.235209109
## 193 -0.4753049 -0.023855235  -0.594465940  -0.571923201 -0.160698878
## 194 -0.4823157  0.379728313  -2.775187357  -2.082402216  0.087690570
## 195 -0.9189315 -0.231743478  -8.575786007 -15.240205970 -0.009294407
## 196 -0.6580792  0.391925285  -2.429611817  -1.852190065  0.116098934
## 197 -0.5753832 -0.085084450  -0.297418208  -0.310819761 -0.059995722
## 198 -0.7869623  0.372009009  -1.022208259  -0.896057183  0.089867246
## 199 -0.9731665  0.303019245   0.187840644   0.282636138  0.420618462
## 200 -1.2509048  0.268721761  -3.364414976  -2.454359383  0.037515606
##          valNSE   vallnNSE      valKGE     valsmNSE    valsmlnNSE      valsmKGE
## 1    0.33599753  0.6964969  0.29607575  -6.14490357   -5.16929298 -0.1876111290
## 2    0.49906205  0.8270752  0.47444196  -0.58086044   -0.63494657 -0.0651411317
## 3    0.44622783  0.7733069  0.37489393  -2.49987133   -2.83911042 -0.5791179352
## 4    0.63709515  0.8699585  0.62953954  -2.24110652   -2.11212040 -0.5763926766
## 5    0.51431989  0.8320725  0.44440948  -0.09312402   -0.06110210 -0.1214454360
## 6    0.54486358  0.8467880  0.55351197  -0.85296182   -0.88332797 -0.4439534926
## 7    0.60441826  0.8663462  0.58844618   0.12889559    0.13185310  0.2058189730
## 8    0.64977041  0.8594037  0.67750607  -2.76016892   -3.42906457 -0.0304073356
## 9    0.65090634  0.8788414  0.61853052  -2.73965573   -3.17685709 -0.4371342070
## 10   0.56399527  0.8441908  0.59536855  -0.88188148   -0.91189944 -0.2881119526
## 11   0.68027598  0.8228903  0.84184780  -5.66152603   -8.18079374 -0.5517102316
## 12   0.56941669  0.8556326  0.53439374 -10.19000317   -7.98840026 -0.0775617112
## 13   0.27576798  0.6244103  0.24883276   0.17871016    0.14505305  0.1133690973
## 14   0.21321648  0.5150002  0.15998326  -3.49721392   -4.40639695  0.4398906157
## 15   0.43695108  0.7725876  0.49499713  -0.83235403   -0.85837526 -0.1187125873
## 16   0.64040461  0.7418087  0.77770290 -26.94807813  -57.53613261 -0.3526577440
## 17   0.60313566  0.7376716  0.76257388 -31.14171338  -72.81321110 -0.4079508357
## 18   0.40992745  0.6823517  0.30519860  -2.25592725   -2.75349855  0.4949900724
## 19  -1.68973747  0.2494422 -0.08458647 -51.35076879 -178.74265652 -0.8721459051
## 20   0.49996336  0.7412946  0.40910391 -16.77450333  -28.70823926  0.2324854706
## 21   0.46978491  0.7510392  0.37222192   0.28876657    0.29532666  0.2878496825
## 22   0.60762809  0.8576715  0.65524657  -2.14142265   -2.02478619 -0.4303353564
## 23  -0.73669180  0.4707516  0.18013121 -30.60068331  -72.94405491 -0.7546812129
## 24   0.70835703  0.8155592  0.82449874  -6.15921617   -8.48622533 -0.3959943083
## 25   0.59278390  0.8502818  0.62547501  -5.50637866   -7.23517467  0.1519220412
## 26   0.41064012  0.6935592  0.31566930  -2.27837688   -2.73269322  0.4257377912
## 27  -0.39158531  0.4170709  0.27898797 -20.08712782  -42.12599053 -0.6578993583
## 28   0.45858081  0.7660547  0.36466751  -8.79430447  -12.77850118  0.3755257530
## 29   0.45979900  0.7616886  0.37668836  -1.15867051   -1.15578454  0.0580488868
## 30   0.40141811  0.7444034  0.33738989 -11.16461566  -16.93219397  0.2514887718
## 31   0.66023099  0.7754637  0.83013947  -4.95391864   -4.65654846 -0.5144515915
## 32   0.69160976  0.8198331  0.84507784  -8.38478831  -12.34563904 -0.4164285072
## 33   0.31386712  0.6437157  0.26000726  -6.37168205   -8.66387482  0.3688520150
## 34   0.43085644  0.7557738  0.34447696  -0.66891034   -0.74069097  0.4926764462
## 35   0.71164181  0.8270909  0.82840084  -1.77904217   -2.11206515 -0.4789924364
## 36   0.47854175  0.8039948  0.41917973 -10.47298437   -8.17026382 -0.0309725335
## 37   0.60199199  0.8579352  0.63058169  -1.31159336   -1.30210561 -0.3324396305
## 38   0.63243900  0.8668455  0.63665272  -0.39524756   -0.42748651 -0.5879956908
## 39   0.41081939  0.7513326  0.36748339  -1.07730707   -1.23689761  0.5081159201
## 40   0.60723112  0.8725738  0.57729959  -9.88477932   -7.81180414 -0.5229823983
## 41   0.69345605  0.8134253  0.84705118 -29.93936237  -66.51769564 -0.6652134894
## 42   0.56794571  0.8654818  0.54038690  -3.14015153   -2.85708608 -0.5754305047
## 43   0.52089553  0.8365606  0.46850900  -0.23500198   -0.23309825 -0.5903880424
## 44   0.69825107  0.8084550  0.84127172 -12.43225707  -20.30489965 -0.5500511510
## 45   0.02703847  0.4749505  0.56220061 -47.10938138 -151.53917137 -0.5916292189
## 46   0.47503048  0.7994709  0.39564954  -1.79780094   -1.96102143 -0.4820131339
## 47   0.67475846  0.8555092  0.75505278  -5.06795498   -4.36268656 -0.5092523232
## 48   0.45108783  0.7433547  0.35448726  -2.03262771   -2.25292575 -0.0507434379
## 49   0.54070205  0.8454398  0.49489666  -7.11052328   -9.84836388  0.3346130245
## 50   0.63979060  0.8725043  0.61629294  -7.04070622   -9.50151750 -0.4334963659
## 51   0.48272936  0.8131733  0.41743551  -0.26515596   -0.30829551 -0.5321578783
## 52   0.52853231  0.8357372  0.48332460  -2.43235349   -2.87556806  0.1895082338
## 53   0.29579628  0.6298299  0.23737332   0.23468889    0.24123987  0.1977016804
## 54   0.61546366  0.8718109  0.61843890  -0.55154781   -0.58899517 -0.5805921692
## 55   0.54287219  0.8533810  0.51439334  -2.16579425   -2.04805932 -0.5312051915
## 56   0.29818726  0.6306787  0.23647722  -4.49797260   -5.64255243  0.1399117671
## 57   0.53461510  0.8424018  0.54459679 -10.98698841   -8.55324316 -0.5948910419
## 58   0.21196077  0.4978826  0.15588456  -6.70079966   -9.30369072  0.4253428625
## 59   0.47040087  0.7215359  0.36726075  -3.42072053   -4.16414322  0.2238534295
## 60   0.64965452  0.7571479  0.80420412 -47.76937805 -149.13578365 -0.5287378079
## 61   0.42094765  0.7350286  0.32824985  -0.49559019   -0.50354978  0.2697039173
## 62   0.44989957  0.7666505  0.36822115  -0.80057532   -0.80223486  0.0156448762
## 63  -2.80832665 -0.1455225 -0.33572220 -63.35067771 -296.51813060 -0.9207422077
## 64   0.40134410  0.7079786  0.30966254  -5.30111424   -6.87596028  0.2068705832
## 65   0.51046186  0.8087157  0.42282984   0.11628524    0.14346542  0.4036722770
## 66   0.44829467  0.7963818  0.45974842  -7.36467466   -6.06008374 -0.5084852685
## 67   0.54450380  0.8559572  0.51621591  -0.26277438   -0.29369147 -0.5955929178
## 68   0.34757355  0.6908272  0.28068824  -1.32572672   -1.54781363  0.5022235061
## 69   0.32630281  0.6464356  0.28570316  -7.11203637   -9.98841214  0.4360053571
## 70   0.64165122  0.8119142  0.77472306  -0.98344541   -1.04559662 -0.2837902680
## 71   0.51936736  0.7992320  0.42485410   0.07882414    0.06009418 -0.0100439816
## 72   0.46004516  0.7128852  0.35417171  -0.99070805   -0.99675100  0.1553337524
## 73   0.57597031  0.8582233  0.54171857  -9.24562659  -13.47385729  0.3099057691
## 74   0.44990582  0.7727902  0.48991841   0.13444236    0.10071298  0.1307583201
## 75   0.58308665  0.8701852  0.55530237  -6.98535930   -5.78181651 -0.3386217050
## 76   0.49739745  0.7649831  0.39324387   0.09896965    0.12361457  0.2070156421
## 77   0.67537466  0.7813545  0.83673223  -3.41500049   -3.19958327 -0.4774035554
## 78   0.35063087  0.6951441  0.28966071   0.46786486    0.43924140  0.4730343970
## 79   0.68040465  0.7960317  0.83456042  -3.89805082   -3.49258308 -0.4780728375
## 80   0.25008348  0.5512837  0.18801323 -10.50905824  -16.02648589  0.4131965786
## 81   0.56165746  0.8194439  0.67901420 -14.43354821   -9.96115185  0.2284642218
## 82   0.69317335  0.8496132  0.76887991  -0.61267604   -0.64606971 -0.5600947153
## 83   0.26221715  0.5165934  0.19225925   0.34395054    0.38009746  0.5255595888
## 84   0.43014039  0.7626960  0.35444979   0.07422945    0.09517488  0.1446332484
## 85   0.45482867  0.7590788  0.36258178  -0.07990909   -0.11786454 -0.0467138492
## 86   0.50536224  0.7864648  0.41615587  -1.35998522   -1.33182546  0.0683587111
## 87   0.70062798  0.8646639  0.74982958  -9.60881993  -14.06197340 -0.4222579759
## 88   0.68529609  0.8544410  0.76450384  -0.69042466   -0.73412541 -0.5544569026
## 89  -1.25863708  0.1304393  0.05619101 -63.36396548 -304.17250877 -0.7615852394
## 90   0.56145530  0.8555476  0.51619367  -0.71954986   -0.80777667  0.5088197214
## 91   0.46670311  0.8038359  0.39842214   0.02690245    0.03944271 -0.1429863962
## 92   0.54607856  0.8549188  0.50540634  -2.60071671   -2.41488652 -0.5851950108
## 93   0.66140441  0.8684516  0.70013286  -1.77620709   -1.74683967 -0.4805138413
## 94   0.51743600  0.7223894  0.72168224 -36.21012448  -93.03310117 -0.4452466387
## 95   0.31025031  0.6761773  0.28046928  -0.18200828   -0.13963612  0.0140875300
## 96   0.37937360  0.7399516  0.32919143  -0.97622761   -1.03558599  0.1299418542
## 97   0.51655129  0.8366199  0.48234627  -0.19405152   -0.22615279 -0.6077201494
## 98   0.58731402  0.8577758  0.50765226  -5.01211008   -4.32197124 -0.3138098590
## 99   0.45552461  0.7666247  0.38173352  -0.79550301   -0.81331193 -0.0504753209
## 100  0.52742928  0.8302085  0.45972904   0.56387357    0.56217677  0.4929478392
## 101  0.43927052  0.7476638  0.35566797  -2.58131659   -2.35846495  0.1176220971
## 102  0.48778870  0.7759193  0.38826380  -6.47760752   -8.85156281  0.3060603775
## 103  0.43824537  0.7721623  0.37089987  -2.58214852   -2.26590824  0.5463480276
## 104  0.28249728  0.5802006  0.21388930  -4.31986965   -5.62745644  0.4743049650
## 105  0.62408339  0.8458694  0.51543994 -13.12356937  -20.59496415  0.0357936817
## 106  0.68164668  0.8753145  0.70785802  -4.51091863   -5.91215466 -0.0511474046
## 107  0.68010146  0.7636370  0.84068839  -5.85303925   -8.29302170 -0.5575363368
## 108  0.34440110  0.7090345  0.32701069  -0.34691835   -0.40812890  0.1602183768
## 109  0.37300043  0.7224961  0.31760284  -0.36708460   -0.41335964  0.0147581267
## 110  0.38534897  0.7232517  0.31408101  -3.99377361   -4.87059224 -0.0012212658
## 111  0.70507271  0.8495278  0.82272867  -3.07227654   -3.96988987 -0.4643669261
## 112  0.48548749  0.8225425  0.46250852  -0.65960202   -0.69933456 -0.5385841296
## 113  0.50034258  0.8327695  0.47827970  -0.23555643   -0.21449175 -0.5838085394
## 114  0.62445410  0.8516464  0.69074708  -4.14206411   -3.65514241 -0.4721907110
## 115  0.69573843  0.8600572  0.77048004 -10.21938509  -15.73923672 -0.5240217739
## 116  0.56386193  0.8479787  0.51968503 -14.24919950  -10.64906983 -0.3212426031
## 117  0.46598226  0.7807414  0.38561546  -0.40759157   -0.41656950  0.3645020284
## 118  0.47475941  0.7990067  0.40486268  -0.26791256   -0.24642792 -0.1531463023
## 119  0.67267824  0.7945565  0.80925253  -1.89834782   -2.21860658 -0.5067346157
## 120  0.50784526  0.8024857  0.41194693  -7.23419725  -10.07371524  0.3505629286
## 121  0.43251102  0.7715793  0.37922120  -0.94477694   -0.96799009 -0.0424069996
## 122  0.48202119  0.7895375  0.39775343  -0.03825432   -0.07720473  0.0271002048
## 123  0.69340675  0.8048466  0.84488040 -19.33657720  -35.19064781 -0.5575821024
## 124  0.62566747  0.8029837  0.81563690 -24.37697000  -50.31766561 -0.6344346453
## 125  0.63729526  0.8601018  0.68149712  -6.11545728   -8.02607080 -0.3973202796
## 126 -0.19660326  0.3740114  0.47368918 -41.45445495 -121.65171772 -0.6057311514
## 127  0.19835865  0.5621502  0.51855613  -9.91829744  -18.39162910 -0.6515458178
## 128  0.37029329  0.7313408  0.32663891  -3.11928145   -2.83422984 -0.1827074767
## 129  0.24334136  0.5343802  0.18129425  -5.68093347   -7.61636419  0.3912885606
## 130  0.61874907  0.8759942  0.58782524  -0.18807516   -0.25667345  0.1449518472
## 131  0.56243454  0.8595950  0.56091160  -1.75016965   -1.69052907 -0.5923686343
## 132  0.58372692  0.8584120  0.54723088  -0.98150582   -1.00497828 -0.5803226042
## 133  0.42173569  0.7383862  0.34173021  -0.14882502   -0.19069406 -0.0832718232
## 134  0.44827667  0.6997275  0.42160331  -3.57950494   -4.44583254  0.3101782209
## 135  0.26078996  0.5615839  0.20133654   0.12742041    0.10105222  0.6050479526
## 136  0.39300391  0.6827430  0.29709603  -0.56305601   -0.62673784  0.5179681206
## 137  0.25119453  0.5703074  0.19487905  -1.00425171   -1.12117585  0.4583829595
## 138  0.53365076  0.8408751  0.46384720 -12.52275031   -9.55512878 -0.5316737005
## 139  0.68586632  0.8542847  0.73619770  -6.41537688   -8.58604267 -0.1017577887
## 140  0.27423818  0.5455953  0.19840702   0.40580086    0.40092557  0.3402332831
## 141  0.70835268  0.8331826  0.84185837  -1.99928329   -2.08975453 -0.4897131916
## 142  0.45974712  0.7906588  0.43442916  -1.64604919   -1.58369064  0.0140888648
## 143  0.31650540  0.6398012  0.24762944   0.33375531    0.31781114  0.2532228771
## 144 -1.08126997  0.3218616  0.09349804 -63.87267374 -292.21524067 -0.8429177176
## 145  0.41125128  0.7617861  0.38012289  -8.28149939  -11.77159204  0.2903430162
## 146  0.61982825  0.8742386  0.61250695  -4.73063903   -5.94299785 -0.5898049596
## 147  0.37740711  0.7049593  0.31053395  -0.15607235   -0.19870157 -0.0536589408
## 148  0.59804936  0.8657390  0.59303396   0.08972373    0.03287229  0.1353099301
## 149  0.31029177  0.6185004  0.23977159  -2.00505178   -1.86865052  0.3638946915
## 150  0.57100854  0.8222697  0.61522164  -2.47490832   -2.95533546  0.3592018749
## 151  0.34956781  0.5749430  0.24843864  -7.79865061  -11.12788174  0.4222589145
## 152  0.53304313  0.7415444  0.41605874   0.09670405    0.12478275  0.4888182032
## 153  0.66422244  0.8789506  0.69057640 -14.70035751  -23.96149595  0.0389383149
## 154  0.40882113  0.7104966  0.32192620  -0.10743586   -0.06643579  0.1424264580
## 155  0.32271066  0.6717320  0.34656150  -0.79686073   -0.80150196  0.0688823452
## 156  0.57369711  0.8477517  0.57946543  -2.06182276   -2.43298981  0.2538702528
## 157  0.61044525  0.8440423  0.57978265  -2.87627669   -3.39246892 -0.4649943505
## 158  0.58910486  0.8687126  0.52047966  -0.22301291   -0.22201906 -0.5964843035
## 159  0.60821400  0.8667361  0.53994887  -5.10328816   -6.60095023  0.0479970970
## 160  0.44810271  0.7694125  0.35811971  -9.37931059  -13.55817026  0.1878398132
## 161  0.21564708  0.5745784  0.19404039  -0.83797324   -0.86273635  0.1224011678
## 162  0.54767039  0.8317857  0.46391444  -2.50975067   -2.32913048  0.0519173507
## 163  0.64605843  0.8804019  0.59014420  -1.13666499   -1.20963417 -0.5250896453
## 164  0.69196948  0.8362783  0.79581583  -0.86349959   -0.92814047 -0.5121630261
## 165  0.26666998  0.6142319  0.24258691   0.38296187    0.34867255  0.3228664548
## 166  0.68621465  0.8629598  0.76324308  -1.28411778   -1.28756238 -0.4126858173
## 167  0.65976966  0.8300464  0.76473488  -0.73256289   -0.81678090 -0.3510415419
## 168  0.50478988  0.7920743  0.49976283   0.19857907    0.21170013  0.1328776701
## 169  0.44475897  0.7874451  0.39355541 -11.72935783   -9.02540522 -0.1325772057
## 170  0.70026271  0.7976615  0.84951001 -20.71918813  -39.67720405 -0.4066927513
## 171  0.47730598  0.7737762  0.38009303  -7.87146819  -11.18462000  0.3870877342
## 172  0.35070769  0.6853391  0.27979667  -0.53778802   -0.51101165  0.0329233046
## 173  0.62569844  0.8786911  0.57268000  -3.78563897   -3.37025516 -0.4472399785
## 174  0.49422126  0.8307650  0.46496753  -0.23033220   -0.20360956 -0.5449822562
## 175  0.48041121  0.7686966  0.38453283  -0.17197137   -0.12711451  0.0522777113
## 176  0.68203752  0.8402152  0.84206450 -10.08418020  -15.54276421 -0.3618842546
## 177  0.39165969  0.7493779  0.37208098  -0.96547900   -0.99137331 -0.1170352676
## 178  0.47261225  0.8097011  0.44528986   0.22429440    0.17517585  0.2204771330
## 179  0.70188725  0.8768885  0.76868774  -8.08506291  -11.36467120  0.1499902567
## 180  0.64264906  0.8650660  0.64738978  -0.08653569   -0.09445144 -0.2989252869
## 181  0.41223944  0.7719676  0.38426207  -3.54650059   -3.18324388 -0.4327918383
## 182  0.41536338  0.7755111  0.38075546  -0.00433071   -0.02598395 -0.2574205355
## 183  0.60775518  0.8591935  0.65776667 -11.55701845   -8.92831928 -0.5775319717
## 184  0.67699604  0.8810808  0.69860881  -0.91921757   -0.95231212 -0.5190489737
## 185  0.60317194  0.6626388  0.76613701 -16.86730181  -30.34140371 -0.6383693575
## 186  0.45250244  0.7631440  0.36535228  -1.42070743   -1.38173865  0.2880848437
## 187  0.45450246  0.8063803  0.43480475  -0.03685553   -0.04568364 -0.5389412725
## 188  0.39726540  0.7310432  0.31986470  -2.61267696   -2.41025833  0.0835610751
## 189  0.52925016  0.8247768  0.48532417  -8.57476935  -12.15406260  0.0896993281
## 190  0.69554544  0.8049059  0.84743613  -8.19972789  -12.43656270 -0.5725769151
## 191  0.58446084  0.8425884  0.49590067  -1.80042358   -2.08754165  0.3136190550
## 192  0.58104919  0.8153225  0.47378365 -11.18291200  -16.92290629  0.2316625397
## 193  0.70167126  0.8286164  0.83059776  -1.69145564   -2.04341799 -0.4885369605
## 194  0.46934946  0.8174431  0.43563416  -2.56652102   -2.37831630 -0.1613631433
## 195  0.55337682  0.7854664  0.73822107 -32.71029896  -79.20824709 -0.3787343487
## 196  0.38764878  0.7443850  0.33649194  -2.16268882   -2.03528185  0.0381127237
## 197  0.70330246  0.8350820  0.82138924  -4.88150813   -6.53341201 -0.5003269764
## 198  0.42069411  0.7686935  0.36639373  -0.37356826   -0.42036780 -0.0016750433
## 199  0.31190828  0.6563450  0.27069270  -2.92552210   -3.64258425  0.4899864351
## 200  0.48870631  0.7973577  0.41005277  -3.38582765   -3.03837506  0.0001488719
ssurgodist$treatment<- 'SSURGO'
dsmdist$treatment<- 'RSS'
staticdist$treatment<- 'Static'


combineddist<- rbind(ssurgodist, dsmdist, staticdist)

ggplot(combineddist, aes(calsmKGE, fill = treatment))+ geom_density(alpha=0.3)

ggplot(combineddist, aes(calKGE, fill = treatment))+ geom_density(alpha=0.3)

smKGEplot<- ggplot(combineddist, aes(calsmKGE, y = treatment, fill = treatment))+ geom_boxplot()+ xlab("Soil Moisture KGE - Calibration") +ylab("Soil Map Input")

KGEplot<- ggplot(combineddist, aes(calKGE, y = treatment, fill = treatment))+ geom_boxplot()+ xlab("Streamflow KGE - Calibration")+ylab(NULL)

ggarrange(smKGEplot,KGEplot, common.legend = TRUE, legend = "top")

smKGEplot<- ggplot(combineddist, aes(calsmKGE, y = treatment, fill = treatment))+ geom_boxplot()+ xlab("Soil Moisture KGE - Calibration") +ylab("Soil Map Input")

KGEplot<- ggplot(combineddist, aes(calKGE, y = treatment, fill = treatment))+ geom_boxplot()+ xlab("Streamflow KGE - Calibration")+ylab(NULL)

ggarrange(smKGEplot,KGEplot, common.legend = TRUE, legend = "top")

text <- "Coweeta Watershed 32 Calibration Performance"
# Create a text grob
tgrob <- text_grob(text,size = 16)
# Draw the text
plot_0 <- as_ggplot(tgrob) + theme(plot.margin = margin(0,3,0,12, "cm"))

ggarrange(plot_0,NULL,smKGEplot,KGEplot,
          ncol = 2,nrow = 2,heights = c(1,5), common.legend = TRUE, legend = "none")

smKGEviolinplot<- ggplot(combineddist, aes(calsmKGE, y = treatment, fill = treatment))+ geom_violin()+ xlab("Soil Moisture KGE - Calibration") +ylab("Soil Map Input")

KGEviolinplot<- ggplot(combineddist, aes(calKGE, y = treatment, fill = treatment))+ geom_violin()+ xlab("Streamflow KGE - Calibration")+ylab(NULL)

ggarrange(smKGEviolinplot,KGEviolinplot, common.legend = TRUE, legend = "top")

library(multcompView)
library(datasets)

oneway.test(valsmKGE~treatment, data= combineddist, var.equal = TRUE)
## 
##  One-way analysis of means
## 
## data:  valsmKGE and treatment
## F = 30.257, num df = 2, denom df = 597, p-value = 0.0000000000003045
anova<- aov(valsmKGE~treatment, data = combineddist)

summary(anova)
##              Df Sum Sq Mean Sq F value            Pr(>F)    
## treatment     2   7.11   3.553   30.26 0.000000000000305 ***
## Residuals   597  70.09   0.117                              
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
tukey <- TukeyHSD(anova)
print(tukey)
##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = valsmKGE ~ treatment, data = combineddist)
## 
## $treatment
##                      diff         lwr         upr     p adj
## SSURGO-RSS    -0.01362556 -0.09413429  0.06688316 0.9165516
## Static-RSS    -0.23735275 -0.31786147 -0.15684403 0.0000000
## Static-SSURGO -0.22372718 -0.30423591 -0.14321846 0.0000000
cld <- multcompLetters4(anova,tukey)

print(cld)
## $treatment
##    RSS SSURGO Static 
##    "a"    "a"    "b"

Run top n model runs for validation

50/50 weighting

validation will only run 2 years before prediction time period

combineddist
##              m          k  soil_dep        m_v        k_v       gw1       gw2
## 1    4.9049692 22.4993762 0.1154618 13.6255312 12.5386328 0.2030855 0.1083525
## 2    2.4067495 30.7678763 0.4274962 12.1701530  1.0369840 0.2142909 0.3266745
## 3    3.4793874  8.3914200 0.2487633  5.5504568  8.8394967 0.1527464 0.1883463
## 4    2.1599461 26.5094511 0.3286098  4.3943265  7.6371606 0.2303580 0.5121772
## 5    3.0063998 35.7747194 0.3365424  4.5989563  9.7362040 0.1455488 0.5601428
## 6    1.8859355 40.8242880 0.1249976  7.5896634  3.7390950 0.2750464 0.2456923
## 7    1.7485066 18.6882125 0.4796338  2.5456431  7.5370872 0.1891872 0.2871406
## 8    2.6748460  3.1997660 0.3001760  0.8934533  0.6250054 0.1563588 0.4098198
## 9    1.8209964 19.8916598 0.1374903  5.8753606 13.7107657 0.2101497 0.5752031
## 10   1.8332943 45.7929593 0.2428886 12.7425242  7.4705120 0.1350219 0.2388537
## 11   0.7164907 34.6138654 0.4693476  1.7972628 12.9542933 0.2241619 0.1320184
## 12   2.9535724 33.0292292 0.1714317  2.8495289  5.0497037 0.2409353 0.3160109
## 13   3.2501004 42.9691576 0.4211703 14.0574182  1.7734201 0.1438809 0.1011326
## 14   3.8534676 55.1976732 0.1552641  9.8427705  6.4341494 0.1202316 0.2481015
## 15   4.2681957 12.2258897 0.4985123  1.6648460  4.1514824 0.1095405 0.4079000
## 16   0.6257779 36.2622953 0.1136078 12.3059438  1.8828807 0.2039728 0.4657808
## 17   0.7144826 11.4803103 0.4956568 10.2977158  0.9399384 0.2552123 0.4845960
## 18   3.5253193 14.1171369 0.4682764  2.6957420  2.2181307 0.1337797 0.5334391
## 19   0.6134446  4.8349892 0.2515768  4.8603898  5.9877848 0.1180730 0.5875913
## 20   4.0644502  1.9449133 0.1843174  1.0332215  6.8139056 0.2856574 0.2166484
## 21   3.6576849 44.9838395 0.1270450 10.3652048  1.3430104 0.2719348 0.5348846
## 22   1.5993592 33.8004731 0.1814927 11.5614277  3.1666692 0.2336306 0.2225341
## 23   0.5040241 22.4032795 0.3382123 14.0263645 11.0491563 0.1111075 0.2975083
## 24   1.0401288 21.4973618 0.1823970 13.2047289  5.4278869 0.2425757 0.5045802
## 25   1.0647582 59.0530925 0.4597748  5.9401712  3.2172008 0.2237443 0.1471745
## 26   3.4091517 59.7769746 0.1083893  8.1862551  6.6990591 0.2877357 0.3813863
## 27   0.5482016 34.3894715 0.3329838  9.2959094  2.8836320 0.1087318 0.5266662
## 28   2.8769132 10.6498938 0.1456415 11.9589233  7.0920403 0.1563051 0.4079164
## 29   4.3347045 55.8351771 0.4613700  8.9034059  2.6176789 0.2843536 0.3731314
## 30   2.5350528 28.5243036 0.1734294  5.4400082 14.4098298 0.1329949 0.3231158
## 31   1.4372836  9.6666566 0.4729182  8.0825788  5.8026485 0.2075037 0.4311370
## 32   0.9769224 25.8535502 0.3178894  2.6963389  3.6663905 0.1161783 0.3402870
## 33   2.7176909 56.9855883 0.4775040 10.8896031 14.0153559 0.1551780 0.1906773
## 34   3.0784224 17.3217009 0.1416683  3.5122041  4.0066938 0.2917786 0.2889545
## 35   1.3276351 12.1563627 0.2567973  8.8064187  5.7696602 0.2266615 0.5015913
## 36   3.9728964 31.1827413 0.2948250  3.8103050  2.6314292 0.1108767 0.4852571
## 37   1.8623035 47.2850879 0.4304697  3.0566511  1.7077179 0.1577646 0.4853655
## 38   1.7707499 23.5847309 0.1539863  8.4871822 14.5050745 0.2891983 0.3730947
## 39   2.1659590 49.1811894 0.2864038  1.9368631  3.5838811 0.1304920 0.3104428
## 40   2.9864116 22.3259287 0.1258648  4.4893663  8.7349865 0.2168823 0.4550546
## 41   0.6484681 25.0094206 0.1715894  3.9918671  9.3636306 0.2472575 0.1977263
## 42   2.4821616  9.9635777 0.3491509  8.5404903  9.2608536 0.2998646 0.2173434
## 43   2.7325437  8.6462636 0.2899923  4.3047151  8.4104286 0.1969951 0.1594193
## 44   0.9802123 13.1041531 0.2573512 12.8380156 10.3994116 0.2196136 0.3348719
## 45   2.0408686  0.6797004 0.1471462 10.1287523  6.8571545 0.2071671 0.3543407
## 46   3.6509550 14.2861381 0.3307821 11.3036247 12.8655790 0.2622874 0.3160165
## 47   1.5346075 15.6421771 0.1286037 10.4461764  2.7570551 0.2923546 0.3215411
## 48   4.6480602 26.5519515 0.4067555 13.9193774 12.2908231 0.2292113 0.4373144
## 49   1.6639788 55.5144779 0.1391758 14.1639417  5.4866553 0.1459596 0.5428872
## 50   1.9705515  6.4841342 0.2874455  1.4652498  9.8421513 0.1505302 0.3367494
## 51   3.5002318 20.4014273 0.3065796 10.4691408 10.8979570 0.2441804 0.2819572
## 52   2.1447729 10.9139041 0.3607568  6.3834153  4.9269465 0.1764151 0.2233103
## 53   4.3011453 23.5003529 0.2374251 13.7887621  2.3851435 0.2174891 0.1694230
## 54   2.0281112 35.3829032 0.1987422  5.2409142 12.0166630 0.1076959 0.4896331
## 55   2.6751037 55.0455542 0.4286164  7.9593624  6.7540113 0.1428810 0.5168689
## 56   4.2031632 57.3806082 0.3860317  7.0837388 13.0254319 0.1909434 0.2576967
## 57   2.5782015 47.6418908 0.3509838  6.1071974 14.6168390 0.1987970 0.1717061
## 58   4.6992350 50.2970370 0.3019598  3.6267867  6.6362231 0.1648381 0.2509845
## 59   4.1451515 44.4935435 0.3707940  7.4975574  9.5231157 0.2758972 0.5672285
## 60   0.6009209 16.0779568 0.2209888  2.6218411  6.0750399 0.2791817 0.3971882
## 61   3.6189140 25.3444081 0.3945591  4.0358619 13.4477909 0.1798469 0.4663153
## 62   3.7453649 58.1664890 0.3650659 12.1915163  9.4466096 0.2177848 0.5239239
## 63   0.9210099  1.3187419 0.1623704 10.6725250  9.9052333 0.1240813 0.3475561
## 64   3.4465804 26.8204672 0.2080842  6.2832963  8.8985443 0.1511368 0.4610258
## 65   2.9137805  5.9137284 0.2587145 14.6220687  2.0760948 0.2254271 0.2805514
## 66   2.8235022 48.1994402 0.1317630 12.4285402  3.4531062 0.1428800 0.1360929
## 67   2.1162155 17.2351301 0.4452678 13.5427372 10.4939890 0.2969232 0.1975129
## 68   3.1552510 20.4877325 0.2311781  6.9383713  1.5330637 0.2834560 0.1998115
## 69   2.6433122 57.4898617 0.3242565  1.2779695  5.1351083 0.1557800 0.3789590
## 70   1.5090767 23.9151841 0.2596842  0.7887013  2.9130242 0.1267087 0.2843443
## 71   4.4725723 12.5721399 0.4342350  5.6642993  5.7789070 0.2604348 0.5089935
## 72   4.9923682 45.2023192 0.3642637 11.0886016  3.1069167 0.2487446 0.5931660
## 73   1.6011143 35.0926538 0.2684786 12.6200512  6.8977167 0.1128723 0.4786287
## 74   4.4874938 39.5455092 0.4399976  1.2113681  3.9141783 0.2762229 0.3226408
## 75   2.8492449 38.3251905 0.4597892  3.8098068 14.2369893 0.1621162 0.4473670
## 76   3.7138766 27.3318199 0.1900155 12.9452370 12.1485151 0.2888425 0.4960431
## 77   1.2598972 31.6696209 0.4032982 12.7990937 12.3561996 0.1038479 0.3278648
## 78   3.2928623 30.4936841 0.3412607  6.4920672  5.4268699 0.1430565 0.3624518
## 79   1.2228527 56.4673612 0.1656379 12.0275264 11.4752822 0.1212135 0.3152750
## 80   4.3789822 51.9100023 0.3834270  4.2358471  9.5751258 0.2740570 0.1763739
## 81   3.2719787 35.4695962 0.1629077  0.5019589  2.4314373 0.1827633 0.1429198
## 82   1.3472402 32.3007599 0.3673064  1.3095045 10.7243223 0.2397703 0.5062794
## 83   4.8953053 59.2611786 0.2118332  6.6375519  6.2607542 0.1446642 0.5410945
## 84   3.1942519 40.1588979 0.1018476 10.4794466  9.8882222 0.1822007 0.4387325
## 85   4.9592231 45.5560871 0.2741147 13.7798725 13.0949553 0.2058380 0.5000754
## 86   4.4553255 58.0499302 0.1511175  3.9354198 10.2859877 0.2822398 0.4996041
## 87   1.2180063 14.6740201 0.4211255  9.4935187 11.3689639 0.2306591 0.4015246
## 88   1.3048950 42.4651388 0.2241977 13.3408116  7.3686400 0.1502583 0.3598939
## 89   1.0085376  1.0710129 0.3972172 14.8204466  5.9577913 0.2216529 0.5275352
## 90   1.5817854 41.1294542 0.1776117  8.1157405  0.8713272 0.2477113 0.4291277
## 91   3.5304249 15.3551288 0.3691731  5.1527058  6.4147954 0.2130550 0.2827870
## 92   2.8326475 10.4552046 0.3093272 11.8020818  9.6480285 0.2908414 0.2705425
## 93   2.3736966  3.5719722 0.3715815  7.6808641 11.3181136 0.1658741 0.2135586
## 94   0.8064651  9.5129132 0.4626862  0.8048471  3.0682157 0.1438606 0.3495411
## 95   3.4212571 54.2188859 0.3226396  5.0832451 10.3290111 0.1254480 0.1003364
## 96   3.1754480 17.8301738 0.2478600  7.1410165  4.7336329 0.2337279 0.1926710
## 97   2.6528292 28.2847956 0.2171048 14.0064103 13.2668261 0.1061940 0.2413148
## 98   3.7701017 11.5718837 0.3480505  4.3564351  9.0187252 0.2279008 0.5216438
## 99   3.0266250 15.0794619 0.1437196  7.5815315  7.7254314 0.1138379 0.3310065
## 100  2.0053121 58.7884657 0.1079892 11.5820263  2.4571855 0.2011866 0.5522539
## 101  4.7516202 59.7274423 0.2270104  4.1024862  7.9009646 0.2364594 0.3187847
## 102  2.4600753 34.0023177 0.2375757  1.7313118  9.1960543 0.1673600 0.5299621
## 103  2.5697588 37.3606656 0.2922301 13.4735757  0.5494664 0.1951221 0.4109237
## 104  3.9454358 39.3691792 0.4857739  8.8359254  7.0339035 0.1388027 0.4170730
## 105  2.2544635  9.0098946 0.3541856 10.1954041 12.5460469 0.2330692 0.5803596
## 106  1.6233791  4.6589818 0.3887042  5.7285639  1.1171665 0.2490050 0.3492750
## 107  0.7568265 56.7689230 0.3721366 11.8397866 14.1715641 0.2438155 0.3742347
## 108  2.7763172 53.1212332 0.2174230  5.2099922  4.0960589 0.1855257 0.1501674
## 109  4.2114215 25.4475743 0.1028396  5.7556938  4.5407962 0.2432191 0.1663115
## 110  3.6980682 29.3732941 0.2808096  9.9001333  9.1245845 0.1395363 0.4024533
## 111  0.9951837 24.5184681 0.3265019 11.2444378  4.7058182 0.2157582 0.1825176
## 112  2.5739118 45.0957332 0.2007684 13.3021527  5.1578042 0.2372296 0.2544813
## 113  2.1278544 31.9620093 0.3120933  8.2842510 11.0048262 0.2831446 0.2064051
## 114  1.7252608 53.3552643 0.2639221  3.3827405  1.2807495 0.1776700 0.4745579
## 115  1.3265852  5.5293062 0.4835959 11.0570534 11.6997727 0.2677586 0.2907198
## 116  3.5586678 41.5915118 0.1326528  6.9336097  7.9162123 0.2905374 0.4131491
## 117  2.4272165 37.1346713 0.1113663  4.5965250  6.4870999 0.2905430 0.2961513
## 118  3.1184677 20.8922622 0.3144633  8.1614834  2.9925994 0.1243004 0.5133948
## 119  0.9387943 57.8172065 0.1170893  9.1531933  5.8078486 0.2955550 0.4538252
## 120  2.2947373 35.4907426 0.2844833  3.1413425  5.7721033 0.2586750 0.4433126
## 121  3.3966758 40.1242669 0.4604639 13.1389258  9.7918666 0.2696125 0.2531761
## 122  3.9958025 43.8320597 0.3453099  7.0220555  4.8424337 0.2259157 0.5277145
## 123  0.8349048 38.5305033 0.2193587  7.2106450 10.0937444 0.1004008 0.2857140
## 124  0.9417628  7.2957118 0.3561314  9.6286914  6.3644027 0.2122080 0.2191521
## 125  1.1872409 53.8235124 0.2840683 13.0619774  9.6249187 0.1865519 0.2779001
## 126  2.4650530  0.5130693 0.2733256  1.1888706 14.8487197 0.1873842 0.4363479
## 127  0.6945449 27.6468943 0.1235678  6.0633830  5.5490336 0.1583402 0.4446249
## 128  4.3191152 12.6873583 0.2496789  8.7177540  3.6554820 0.1682981 0.1207928
## 129  4.7317730 46.8267834 0.4369550  6.0288843 13.5539006 0.2125718 0.2239061
## 130  1.9225263 20.1774321 0.3176094  9.9782950  1.6024659 0.2314739 0.4932349
## 131  2.3222467 56.4064526 0.3590594  7.6435547 12.6868101 0.1117855 0.3043687
## 132  2.0378684 41.0089691 0.3436827 10.0416888  9.1079114 0.2959690 0.4250473
## 133  4.4829531 34.7942950 0.3170732 14.5283622 11.5730926 0.1544988 0.3952312
## 134  1.9557917 44.5700949 0.1603416  1.0560547  3.4589674 0.2723291 0.3463187
## 135  4.3440428 24.9495939 0.1354113 14.7157920  1.0607720 0.1155288 0.4201881
## 136  4.1721498 13.4175601 0.1133911 10.3453788  3.8324710 0.1717331 0.5797764
## 137  3.9166488 24.7432313 0.4095167 10.8278068 14.4487961 0.2700589 0.1259822
## 138  4.5508056 15.8507089 0.2336999 11.2384036  5.9171043 0.1191508 0.5461420
## 139  1.1133848 36.7662137 0.4491487  1.3851860  4.7960651 0.2931498 0.5468826
## 140  4.9194716 49.1247119 0.3880268  8.4162443  7.1615888 0.1755439 0.3295141
## 141  1.4912671 10.3044329 0.3325753  9.7169959  8.2188161 0.1812374 0.4401627
## 142  2.7460853 40.4689028 0.4281874  3.8454695  6.0717688 0.1594581 0.2567174
## 143  4.1074970 54.7283773 0.2445800  8.1601377  6.8755617 0.2389351 0.2318835
## 144  0.6802881  3.6660428 0.3843343  4.8721036  7.4215618 0.1122175 0.3851497
## 145  1.8552089 39.1647815 0.3769340  1.6653319 10.6073564 0.2317831 0.1451060
## 146  1.1199949 37.4854217 0.3373306  2.4414256  9.3079541 0.2897785 0.1036001
## 147  4.4988406 46.3638336 0.1945113 11.4873570  9.9918170 0.1706895 0.2010644
## 148  1.6806021 48.6271900 0.1757397 10.7837601  1.4769981 0.2211714 0.5185497
## 149  4.8169945 29.2175841 0.3740048  7.0046522  2.4999946 0.1725626 0.4294628
## 150  4.3091411  6.7817081 0.2009149  0.7117937  7.8275386 0.1057167 0.2966910
## 151  4.7601675 43.3007516 0.2120942 14.4448351 10.0649047 0.2093101 0.4770997
## 152  4.7770160  3.9076681 0.2098907  5.6443021  2.8026536 0.2790358 0.5774347
## 153  1.0496359 31.0848868 0.3579646  7.8581171  8.2810636 0.2347451 0.2673028
## 154  4.8855399 59.6121543 0.1211457 12.0140267  5.2625225 0.2703154 0.3876015
## 155  4.5806710 41.8384449 0.2510615  1.2644610 11.8923781 0.2412538 0.2354901
## 156  1.5431898 19.3725115 0.1681113  7.2755450  1.1757351 0.1534678 0.1845930
## 157  3.0599640  1.7544255 0.3757697 11.7514182  2.3469918 0.2516638 0.3711870
## 158  2.8656680  8.5092118 0.2978362  4.6732731  7.9679890 0.1687320 0.3987964
## 159  2.3452651  5.3087282 0.4123107 12.3332968  5.6017866 0.1871686 0.4698901
## 160  3.4707463  7.5532162 0.1077727  5.5858796 14.0331650 0.2770508 0.2719371
## 161  4.6383996 49.9360316 0.1994799  3.5631494  6.1543082 0.1405481 0.2099627
## 162  3.2129797 27.8843903 0.4647468  6.5265364  2.4101958 0.2612575 0.5431551
## 163  2.4160015  6.3021430 0.4884144 13.0034885  8.6035531 0.2008808 0.4702393
## 164  1.2596324 30.1054879 0.1852558 13.2512772  4.2333826 0.1965684 0.4056935
## 165  2.9236588 52.5658080 0.3306159  7.8266641  2.1508021 0.1085916 0.1210259
## 166  1.7950911 24.0183798 0.1881327  0.8204411 14.1034788 0.1501560 0.2329292
## 167  1.1490447 34.4471907 0.4785575 12.6403867  2.1646896 0.2550246 0.3436889
## 168  4.7252792 51.7348058 0.3087612  0.5874751 14.8294564 0.1500630 0.1154625
## 169  4.4789249 21.1821407 0.1958672  5.7192976 10.5714692 0.2014599 0.1814909
## 170  0.7423643 19.6640239 0.2412448 13.8506919  4.9906975 0.2691014 0.3008579
## 171  2.5083356 35.3402649 0.4139011  6.2730129  8.6493824 0.2679280 0.3836852
## 172  4.8321369 37.3531491 0.1921737  5.2894034 11.3713852 0.1101882 0.4333784
## 173  2.6848013 10.5611468 0.1801438  1.5395126 13.7827548 0.2453989 0.3520317
## 174  2.3867389 48.4249544 0.2350714 10.9631081  8.0418951 0.2118129 0.2737126
## 175  3.7389733 58.1819491 0.2789951  3.7412037  6.9852896 0.1841358 0.5541106
## 176  1.0698388 11.1001650 0.4923585  8.1444105  6.0025223 0.1220683 0.1323533
## 177  2.7091486 46.5317679 0.4160571 10.6030459  5.3140510 0.2844772 0.1548228
## 178  2.2415179 43.4068938 0.4895840  4.7981105  1.4032414 0.1339848 0.4134777
## 179  1.0255303 58.1411014 0.4487539  2.3546238  6.8813164 0.1758932 0.5615578
## 180  1.6576564 48.8012380 0.2125385  3.2823091  5.6582264 0.2433822 0.5823913
## 181  3.3711053 54.4530514 0.1573480 12.9201839  4.7554448 0.2189047 0.1789028
## 182  2.9936683 22.4186551 0.2053523 13.7105786  8.1522640 0.2357047 0.1825108
## 183  2.0187715 37.8814634 0.3112827  8.1920475  3.2555631 0.2538419 0.2598376
## 184  1.7039064 11.0625193 0.3443278 12.5850183 10.0233869 0.2196810 0.2449090
## 185  0.5742896 46.1899049 0.1060701 14.7476076 14.7716255 0.2730332 0.4289224
## 186  3.0659579 51.7909540 0.4078320  4.2561174  1.8412515 0.2357361 0.4275981
## 187  2.6138775 53.4695105 0.1141413 13.0982356 10.3640662 0.1521231 0.2289150
## 188  4.5914085 22.0299550 0.4242988 11.6739995  4.9255326 0.1958244 0.3802228
## 189  2.0646748  9.1154559 0.1556393  5.7379431 13.5019907 0.1379130 0.1375946
## 190  0.7199099 52.3555559 0.4865335  9.3683872  7.4755367 0.1987148 0.1446166
## 191  2.0864679 28.0782194 0.1303534  3.3572481 11.7925483 0.1996520 0.5650058
## 192  2.1864877 32.2140951 0.2659684  7.3287754  7.3874505 0.2816476 0.5965235
## 193  1.1064761 29.7931039 0.2034917  9.9148596  4.5877299 0.1490394 0.2015629
## 194  3.0945727 23.0823850 0.4184944  4.1252679 10.7595860 0.2369682 0.2039848
## 195  0.6721826 16.8697524 0.2932057  0.7896034  0.7638175 0.1859641 0.1310645
## 196  4.0705524 26.8747592 0.2628593  7.5240532  4.3420434 0.1293517 0.3662284
## 197  1.4601293  8.2036618 0.3303803 14.5463418 14.3456989 0.1287801 0.5897681
## 198  3.6539565 54.4964613 0.4537223  6.5952137  7.5911992 0.2064704 0.2660069
## 199  2.6005231 55.7769213 0.4508616  3.0671172  6.2633132 0.1196855 0.2155960
## 200  3.9591587 38.6888908 0.4848632  5.0572335  8.4751479 0.1848245 0.4842547
## 1100 4.9049692 22.4993762 0.1154618 13.6255312 12.5386328 0.2030855 0.1083525
## 210  2.4067495 30.7678763 0.4274962 12.1701530  1.0369840 0.2142909 0.3266745
## 310  3.4793874  8.3914200 0.2487633  5.5504568  8.8394967 0.1527464 0.1883463
## 410  2.1599461 26.5094511 0.3286098  4.3943265  7.6371606 0.2303580 0.5121772
## 510  3.0063998 35.7747194 0.3365424  4.5989563  9.7362040 0.1455488 0.5601428
## 610  1.8859355 40.8242880 0.1249976  7.5896634  3.7390950 0.2750464 0.2456923
## 710  1.7485066 18.6882125 0.4796338  2.5456431  7.5370872 0.1891872 0.2871406
## 810  2.6748460  3.1997660 0.3001760  0.8934533  0.6250054 0.1563588 0.4098198
## 910  1.8209964 19.8916598 0.1374903  5.8753606 13.7107657 0.2101497 0.5752031
## 1010 1.8332943 45.7929593 0.2428886 12.7425242  7.4705120 0.1350219 0.2388537
## 1110 0.7164907 34.6138654 0.4693476  1.7972628 12.9542933 0.2241619 0.1320184
## 1210 2.9535724 33.0292292 0.1714317  2.8495289  5.0497037 0.2409353 0.3160109
## 1310 3.2501004 42.9691576 0.4211703 14.0574182  1.7734201 0.1438809 0.1011326
## 1410 3.8534676 55.1976732 0.1552641  9.8427705  6.4341494 0.1202316 0.2481015
## 1510 4.2681957 12.2258897 0.4985123  1.6648460  4.1514824 0.1095405 0.4079000
## 1610 0.6257779 36.2622953 0.1136078 12.3059438  1.8828807 0.2039728 0.4657808
## 1710 0.7144826 11.4803103 0.4956568 10.2977158  0.9399384 0.2552123 0.4845960
## 1810 3.5253193 14.1171369 0.4682764  2.6957420  2.2181307 0.1337797 0.5334391
## 1910 0.6134446  4.8349892 0.2515768  4.8603898  5.9877848 0.1180730 0.5875913
## 201  4.0644502  1.9449133 0.1843174  1.0332215  6.8139056 0.2856574 0.2166484
## 211  3.6576849 44.9838395 0.1270450 10.3652048  1.3430104 0.2719348 0.5348846
## 221  1.5993592 33.8004731 0.1814927 11.5614277  3.1666692 0.2336306 0.2225341
## 231  0.5040241 22.4032795 0.3382123 14.0263645 11.0491563 0.1111075 0.2975083
## 241  1.0401288 21.4973618 0.1823970 13.2047289  5.4278869 0.2425757 0.5045802
## 251  1.0647582 59.0530925 0.4597748  5.9401712  3.2172008 0.2237443 0.1471745
## 261  3.4091517 59.7769746 0.1083893  8.1862551  6.6990591 0.2877357 0.3813863
## 271  0.5482016 34.3894715 0.3329838  9.2959094  2.8836320 0.1087318 0.5266662
## 281  2.8769132 10.6498938 0.1456415 11.9589233  7.0920403 0.1563051 0.4079164
## 291  4.3347045 55.8351771 0.4613700  8.9034059  2.6176789 0.2843536 0.3731314
## 301  2.5350528 28.5243036 0.1734294  5.4400082 14.4098298 0.1329949 0.3231158
## 311  1.4372836  9.6666566 0.4729182  8.0825788  5.8026485 0.2075037 0.4311370
## 321  0.9769224 25.8535502 0.3178894  2.6963389  3.6663905 0.1161783 0.3402870
## 331  2.7176909 56.9855883 0.4775040 10.8896031 14.0153559 0.1551780 0.1906773
## 341  3.0784224 17.3217009 0.1416683  3.5122041  4.0066938 0.2917786 0.2889545
## 351  1.3276351 12.1563627 0.2567973  8.8064187  5.7696602 0.2266615 0.5015913
## 361  3.9728964 31.1827413 0.2948250  3.8103050  2.6314292 0.1108767 0.4852571
## 371  1.8623035 47.2850879 0.4304697  3.0566511  1.7077179 0.1577646 0.4853655
## 381  1.7707499 23.5847309 0.1539863  8.4871822 14.5050745 0.2891983 0.3730947
## 391  2.1659590 49.1811894 0.2864038  1.9368631  3.5838811 0.1304920 0.3104428
## 401  2.9864116 22.3259287 0.1258648  4.4893663  8.7349865 0.2168823 0.4550546
## 411  0.6484681 25.0094206 0.1715894  3.9918671  9.3636306 0.2472575 0.1977263
## 421  2.4821616  9.9635777 0.3491509  8.5404903  9.2608536 0.2998646 0.2173434
## 431  2.7325437  8.6462636 0.2899923  4.3047151  8.4104286 0.1969951 0.1594193
## 441  0.9802123 13.1041531 0.2573512 12.8380156 10.3994116 0.2196136 0.3348719
## 451  2.0408686  0.6797004 0.1471462 10.1287523  6.8571545 0.2071671 0.3543407
## 461  3.6509550 14.2861381 0.3307821 11.3036247 12.8655790 0.2622874 0.3160165
## 471  1.5346075 15.6421771 0.1286037 10.4461764  2.7570551 0.2923546 0.3215411
## 481  4.6480602 26.5519515 0.4067555 13.9193774 12.2908231 0.2292113 0.4373144
## 491  1.6639788 55.5144779 0.1391758 14.1639417  5.4866553 0.1459596 0.5428872
## 501  1.9705515  6.4841342 0.2874455  1.4652498  9.8421513 0.1505302 0.3367494
## 511  3.5002318 20.4014273 0.3065796 10.4691408 10.8979570 0.2441804 0.2819572
## 521  2.1447729 10.9139041 0.3607568  6.3834153  4.9269465 0.1764151 0.2233103
## 531  4.3011453 23.5003529 0.2374251 13.7887621  2.3851435 0.2174891 0.1694230
## 541  2.0281112 35.3829032 0.1987422  5.2409142 12.0166630 0.1076959 0.4896331
## 551  2.6751037 55.0455542 0.4286164  7.9593624  6.7540113 0.1428810 0.5168689
## 561  4.2031632 57.3806082 0.3860317  7.0837388 13.0254319 0.1909434 0.2576967
## 571  2.5782015 47.6418908 0.3509838  6.1071974 14.6168390 0.1987970 0.1717061
## 581  4.6992350 50.2970370 0.3019598  3.6267867  6.6362231 0.1648381 0.2509845
## 591  4.1451515 44.4935435 0.3707940  7.4975574  9.5231157 0.2758972 0.5672285
## 601  0.6009209 16.0779568 0.2209888  2.6218411  6.0750399 0.2791817 0.3971882
## 611  3.6189140 25.3444081 0.3945591  4.0358619 13.4477909 0.1798469 0.4663153
## 621  3.7453649 58.1664890 0.3650659 12.1915163  9.4466096 0.2177848 0.5239239
## 631  0.9210099  1.3187419 0.1623704 10.6725250  9.9052333 0.1240813 0.3475561
## 641  3.4465804 26.8204672 0.2080842  6.2832963  8.8985443 0.1511368 0.4610258
## 651  2.9137805  5.9137284 0.2587145 14.6220687  2.0760948 0.2254271 0.2805514
## 661  2.8235022 48.1994402 0.1317630 12.4285402  3.4531062 0.1428800 0.1360929
## 671  2.1162155 17.2351301 0.4452678 13.5427372 10.4939890 0.2969232 0.1975129
## 681  3.1552510 20.4877325 0.2311781  6.9383713  1.5330637 0.2834560 0.1998115
## 691  2.6433122 57.4898617 0.3242565  1.2779695  5.1351083 0.1557800 0.3789590
## 701  1.5090767 23.9151841 0.2596842  0.7887013  2.9130242 0.1267087 0.2843443
## 711  4.4725723 12.5721399 0.4342350  5.6642993  5.7789070 0.2604348 0.5089935
## 721  4.9923682 45.2023192 0.3642637 11.0886016  3.1069167 0.2487446 0.5931660
## 731  1.6011143 35.0926538 0.2684786 12.6200512  6.8977167 0.1128723 0.4786287
## 741  4.4874938 39.5455092 0.4399976  1.2113681  3.9141783 0.2762229 0.3226408
## 751  2.8492449 38.3251905 0.4597892  3.8098068 14.2369893 0.1621162 0.4473670
## 761  3.7138766 27.3318199 0.1900155 12.9452370 12.1485151 0.2888425 0.4960431
## 771  1.2598972 31.6696209 0.4032982 12.7990937 12.3561996 0.1038479 0.3278648
## 781  3.2928623 30.4936841 0.3412607  6.4920672  5.4268699 0.1430565 0.3624518
## 791  1.2228527 56.4673612 0.1656379 12.0275264 11.4752822 0.1212135 0.3152750
## 801  4.3789822 51.9100023 0.3834270  4.2358471  9.5751258 0.2740570 0.1763739
## 811  3.2719787 35.4695962 0.1629077  0.5019589  2.4314373 0.1827633 0.1429198
## 821  1.3472402 32.3007599 0.3673064  1.3095045 10.7243223 0.2397703 0.5062794
## 831  4.8953053 59.2611786 0.2118332  6.6375519  6.2607542 0.1446642 0.5410945
## 841  3.1942519 40.1588979 0.1018476 10.4794466  9.8882222 0.1822007 0.4387325
## 851  4.9592231 45.5560871 0.2741147 13.7798725 13.0949553 0.2058380 0.5000754
## 861  4.4553255 58.0499302 0.1511175  3.9354198 10.2859877 0.2822398 0.4996041
## 871  1.2180063 14.6740201 0.4211255  9.4935187 11.3689639 0.2306591 0.4015246
## 881  1.3048950 42.4651388 0.2241977 13.3408116  7.3686400 0.1502583 0.3598939
## 891  1.0085376  1.0710129 0.3972172 14.8204466  5.9577913 0.2216529 0.5275352
## 901  1.5817854 41.1294542 0.1776117  8.1157405  0.8713272 0.2477113 0.4291277
## 911  3.5304249 15.3551288 0.3691731  5.1527058  6.4147954 0.2130550 0.2827870
## 921  2.8326475 10.4552046 0.3093272 11.8020818  9.6480285 0.2908414 0.2705425
## 931  2.3736966  3.5719722 0.3715815  7.6808641 11.3181136 0.1658741 0.2135586
## 941  0.8064651  9.5129132 0.4626862  0.8048471  3.0682157 0.1438606 0.3495411
## 951  3.4212571 54.2188859 0.3226396  5.0832451 10.3290111 0.1254480 0.1003364
## 961  3.1754480 17.8301738 0.2478600  7.1410165  4.7336329 0.2337279 0.1926710
## 971  2.6528292 28.2847956 0.2171048 14.0064103 13.2668261 0.1061940 0.2413148
## 981  3.7701017 11.5718837 0.3480505  4.3564351  9.0187252 0.2279008 0.5216438
## 991  3.0266250 15.0794619 0.1437196  7.5815315  7.7254314 0.1138379 0.3310065
## 1001 2.0053121 58.7884657 0.1079892 11.5820263  2.4571855 0.2011866 0.5522539
## 1011 4.7516202 59.7274423 0.2270104  4.1024862  7.9009646 0.2364594 0.3187847
## 1021 2.4600753 34.0023177 0.2375757  1.7313118  9.1960543 0.1673600 0.5299621
## 1031 2.5697588 37.3606656 0.2922301 13.4735757  0.5494664 0.1951221 0.4109237
## 1041 3.9454358 39.3691792 0.4857739  8.8359254  7.0339035 0.1388027 0.4170730
## 1051 2.2544635  9.0098946 0.3541856 10.1954041 12.5460469 0.2330692 0.5803596
## 1061 1.6233791  4.6589818 0.3887042  5.7285639  1.1171665 0.2490050 0.3492750
## 1071 0.7568265 56.7689230 0.3721366 11.8397866 14.1715641 0.2438155 0.3742347
## 1081 2.7763172 53.1212332 0.2174230  5.2099922  4.0960589 0.1855257 0.1501674
## 1091 4.2114215 25.4475743 0.1028396  5.7556938  4.5407962 0.2432191 0.1663115
## 1101 3.6980682 29.3732941 0.2808096  9.9001333  9.1245845 0.1395363 0.4024533
## 1111 0.9951837 24.5184681 0.3265019 11.2444378  4.7058182 0.2157582 0.1825176
## 1121 2.5739118 45.0957332 0.2007684 13.3021527  5.1578042 0.2372296 0.2544813
## 1131 2.1278544 31.9620093 0.3120933  8.2842510 11.0048262 0.2831446 0.2064051
## 1141 1.7252608 53.3552643 0.2639221  3.3827405  1.2807495 0.1776700 0.4745579
## 1151 1.3265852  5.5293062 0.4835959 11.0570534 11.6997727 0.2677586 0.2907198
## 1161 3.5586678 41.5915118 0.1326528  6.9336097  7.9162123 0.2905374 0.4131491
## 1171 2.4272165 37.1346713 0.1113663  4.5965250  6.4870999 0.2905430 0.2961513
## 1181 3.1184677 20.8922622 0.3144633  8.1614834  2.9925994 0.1243004 0.5133948
## 1191 0.9387943 57.8172065 0.1170893  9.1531933  5.8078486 0.2955550 0.4538252
## 1201 2.2947373 35.4907426 0.2844833  3.1413425  5.7721033 0.2586750 0.4433126
## 1211 3.3966758 40.1242669 0.4604639 13.1389258  9.7918666 0.2696125 0.2531761
## 1221 3.9958025 43.8320597 0.3453099  7.0220555  4.8424337 0.2259157 0.5277145
## 1231 0.8349048 38.5305033 0.2193587  7.2106450 10.0937444 0.1004008 0.2857140
## 1241 0.9417628  7.2957118 0.3561314  9.6286914  6.3644027 0.2122080 0.2191521
## 1251 1.1872409 53.8235124 0.2840683 13.0619774  9.6249187 0.1865519 0.2779001
## 1261 2.4650530  0.5130693 0.2733256  1.1888706 14.8487197 0.1873842 0.4363479
## 1271 0.6945449 27.6468943 0.1235678  6.0633830  5.5490336 0.1583402 0.4446249
## 1281 4.3191152 12.6873583 0.2496789  8.7177540  3.6554820 0.1682981 0.1207928
## 1291 4.7317730 46.8267834 0.4369550  6.0288843 13.5539006 0.2125718 0.2239061
## 1301 1.9225263 20.1774321 0.3176094  9.9782950  1.6024659 0.2314739 0.4932349
## 1311 2.3222467 56.4064526 0.3590594  7.6435547 12.6868101 0.1117855 0.3043687
## 1321 2.0378684 41.0089691 0.3436827 10.0416888  9.1079114 0.2959690 0.4250473
## 1331 4.4829531 34.7942950 0.3170732 14.5283622 11.5730926 0.1544988 0.3952312
## 1341 1.9557917 44.5700949 0.1603416  1.0560547  3.4589674 0.2723291 0.3463187
## 1351 4.3440428 24.9495939 0.1354113 14.7157920  1.0607720 0.1155288 0.4201881
## 1361 4.1721498 13.4175601 0.1133911 10.3453788  3.8324710 0.1717331 0.5797764
## 1371 3.9166488 24.7432313 0.4095167 10.8278068 14.4487961 0.2700589 0.1259822
## 1381 4.5508056 15.8507089 0.2336999 11.2384036  5.9171043 0.1191508 0.5461420
## 1391 1.1133848 36.7662137 0.4491487  1.3851860  4.7960651 0.2931498 0.5468826
## 1401 4.9194716 49.1247119 0.3880268  8.4162443  7.1615888 0.1755439 0.3295141
## 1411 1.4912671 10.3044329 0.3325753  9.7169959  8.2188161 0.1812374 0.4401627
## 1421 2.7460853 40.4689028 0.4281874  3.8454695  6.0717688 0.1594581 0.2567174
## 1431 4.1074970 54.7283773 0.2445800  8.1601377  6.8755617 0.2389351 0.2318835
## 1441 0.6802881  3.6660428 0.3843343  4.8721036  7.4215618 0.1122175 0.3851497
## 1451 1.8552089 39.1647815 0.3769340  1.6653319 10.6073564 0.2317831 0.1451060
## 1461 1.1199949 37.4854217 0.3373306  2.4414256  9.3079541 0.2897785 0.1036001
## 1471 4.4988406 46.3638336 0.1945113 11.4873570  9.9918170 0.1706895 0.2010644
## 1481 1.6806021 48.6271900 0.1757397 10.7837601  1.4769981 0.2211714 0.5185497
## 1491 4.8169945 29.2175841 0.3740048  7.0046522  2.4999946 0.1725626 0.4294628
## 1501 4.3091411  6.7817081 0.2009149  0.7117937  7.8275386 0.1057167 0.2966910
## 1511 4.7601675 43.3007516 0.2120942 14.4448351 10.0649047 0.2093101 0.4770997
## 1521 4.7770160  3.9076681 0.2098907  5.6443021  2.8026536 0.2790358 0.5774347
## 1531 1.0496359 31.0848868 0.3579646  7.8581171  8.2810636 0.2347451 0.2673028
## 1541 4.8855399 59.6121543 0.1211457 12.0140267  5.2625225 0.2703154 0.3876015
## 1551 4.5806710 41.8384449 0.2510615  1.2644610 11.8923781 0.2412538 0.2354901
## 1561 1.5431898 19.3725115 0.1681113  7.2755450  1.1757351 0.1534678 0.1845930
## 1571 3.0599640  1.7544255 0.3757697 11.7514182  2.3469918 0.2516638 0.3711870
## 1581 2.8656680  8.5092118 0.2978362  4.6732731  7.9679890 0.1687320 0.3987964
## 1591 2.3452651  5.3087282 0.4123107 12.3332968  5.6017866 0.1871686 0.4698901
## 1601 3.4707463  7.5532162 0.1077727  5.5858796 14.0331650 0.2770508 0.2719371
## 1611 4.6383996 49.9360316 0.1994799  3.5631494  6.1543082 0.1405481 0.2099627
## 1621 3.2129797 27.8843903 0.4647468  6.5265364  2.4101958 0.2612575 0.5431551
## 1631 2.4160015  6.3021430 0.4884144 13.0034885  8.6035531 0.2008808 0.4702393
## 1641 1.2596324 30.1054879 0.1852558 13.2512772  4.2333826 0.1965684 0.4056935
## 1651 2.9236588 52.5658080 0.3306159  7.8266641  2.1508021 0.1085916 0.1210259
## 1661 1.7950911 24.0183798 0.1881327  0.8204411 14.1034788 0.1501560 0.2329292
## 1671 1.1490447 34.4471907 0.4785575 12.6403867  2.1646896 0.2550246 0.3436889
## 1681 4.7252792 51.7348058 0.3087612  0.5874751 14.8294564 0.1500630 0.1154625
## 1691 4.4789249 21.1821407 0.1958672  5.7192976 10.5714692 0.2014599 0.1814909
## 1701 0.7423643 19.6640239 0.2412448 13.8506919  4.9906975 0.2691014 0.3008579
## 1711 2.5083356 35.3402649 0.4139011  6.2730129  8.6493824 0.2679280 0.3836852
## 1721 4.8321369 37.3531491 0.1921737  5.2894034 11.3713852 0.1101882 0.4333784
## 1731 2.6848013 10.5611468 0.1801438  1.5395126 13.7827548 0.2453989 0.3520317
## 1741 2.3867389 48.4249544 0.2350714 10.9631081  8.0418951 0.2118129 0.2737126
## 1751 3.7389733 58.1819491 0.2789951  3.7412037  6.9852896 0.1841358 0.5541106
## 1761 1.0698388 11.1001650 0.4923585  8.1444105  6.0025223 0.1220683 0.1323533
## 1771 2.7091486 46.5317679 0.4160571 10.6030459  5.3140510 0.2844772 0.1548228
## 1781 2.2415179 43.4068938 0.4895840  4.7981105  1.4032414 0.1339848 0.4134777
## 1791 1.0255303 58.1411014 0.4487539  2.3546238  6.8813164 0.1758932 0.5615578
## 1801 1.6576564 48.8012380 0.2125385  3.2823091  5.6582264 0.2433822 0.5823913
## 1811 3.3711053 54.4530514 0.1573480 12.9201839  4.7554448 0.2189047 0.1789028
## 1821 2.9936683 22.4186551 0.2053523 13.7105786  8.1522640 0.2357047 0.1825108
## 1831 2.0187715 37.8814634 0.3112827  8.1920475  3.2555631 0.2538419 0.2598376
## 1841 1.7039064 11.0625193 0.3443278 12.5850183 10.0233869 0.2196810 0.2449090
## 1851 0.5742896 46.1899049 0.1060701 14.7476076 14.7716255 0.2730332 0.4289224
## 1861 3.0659579 51.7909540 0.4078320  4.2561174  1.8412515 0.2357361 0.4275981
## 1871 2.6138775 53.4695105 0.1141413 13.0982356 10.3640662 0.1521231 0.2289150
## 1881 4.5914085 22.0299550 0.4242988 11.6739995  4.9255326 0.1958244 0.3802228
## 1891 2.0646748  9.1154559 0.1556393  5.7379431 13.5019907 0.1379130 0.1375946
## 1901 0.7199099 52.3555559 0.4865335  9.3683872  7.4755367 0.1987148 0.1446166
## 1911 2.0864679 28.0782194 0.1303534  3.3572481 11.7925483 0.1996520 0.5650058
## 1921 2.1864877 32.2140951 0.2659684  7.3287754  7.3874505 0.2816476 0.5965235
## 1931 1.1064761 29.7931039 0.2034917  9.9148596  4.5877299 0.1490394 0.2015629
## 1941 3.0945727 23.0823850 0.4184944  4.1252679 10.7595860 0.2369682 0.2039848
## 1951 0.6721826 16.8697524 0.2932057  0.7896034  0.7638175 0.1859641 0.1310645
## 1961 4.0705524 26.8747592 0.2628593  7.5240532  4.3420434 0.1293517 0.3662284
## 1971 1.4601293  8.2036618 0.3303803 14.5463418 14.3456989 0.1287801 0.5897681
## 1981 3.6539565 54.4964613 0.4537223  6.5952137  7.5911992 0.2064704 0.2660069
## 1991 2.6005231 55.7769213 0.4508616  3.0671172  6.2633132 0.1196855 0.2155960
## 2001 3.9591587 38.6888908 0.4848632  5.0572335  8.4751479 0.1848245 0.4842547
## 1102 4.9049692 22.4993762 0.1154618 13.6255312 12.5386328 0.2030855 0.1083525
## 212  2.4067495 30.7678763 0.4274962 12.1701530  1.0369840 0.2142909 0.3266745
## 312  3.4793874  8.3914200 0.2487633  5.5504568  8.8394967 0.1527464 0.1883463
## 412  2.1599461 26.5094511 0.3286098  4.3943265  7.6371606 0.2303580 0.5121772
## 512  3.0063998 35.7747194 0.3365424  4.5989563  9.7362040 0.1455488 0.5601428
## 612  1.8859355 40.8242880 0.1249976  7.5896634  3.7390950 0.2750464 0.2456923
## 712  1.7485066 18.6882125 0.4796338  2.5456431  7.5370872 0.1891872 0.2871406
## 812  2.6748460  3.1997660 0.3001760  0.8934533  0.6250054 0.1563588 0.4098198
## 912  1.8209964 19.8916598 0.1374903  5.8753606 13.7107657 0.2101497 0.5752031
## 1012 1.8332943 45.7929593 0.2428886 12.7425242  7.4705120 0.1350219 0.2388537
## 1112 0.7164907 34.6138654 0.4693476  1.7972628 12.9542933 0.2241619 0.1320184
## 1212 2.9535724 33.0292292 0.1714317  2.8495289  5.0497037 0.2409353 0.3160109
## 1312 3.2501004 42.9691576 0.4211703 14.0574182  1.7734201 0.1438809 0.1011326
## 1412 3.8534676 55.1976732 0.1552641  9.8427705  6.4341494 0.1202316 0.2481015
## 1512 4.2681957 12.2258897 0.4985123  1.6648460  4.1514824 0.1095405 0.4079000
## 1612 0.6257779 36.2622953 0.1136078 12.3059438  1.8828807 0.2039728 0.4657808
## 1712 0.7144826 11.4803103 0.4956568 10.2977158  0.9399384 0.2552123 0.4845960
## 1812 3.5253193 14.1171369 0.4682764  2.6957420  2.2181307 0.1337797 0.5334391
## 1912 0.6134446  4.8349892 0.2515768  4.8603898  5.9877848 0.1180730 0.5875913
## 202  4.0644502  1.9449133 0.1843174  1.0332215  6.8139056 0.2856574 0.2166484
## 213  3.6576849 44.9838395 0.1270450 10.3652048  1.3430104 0.2719348 0.5348846
## 222  1.5993592 33.8004731 0.1814927 11.5614277  3.1666692 0.2336306 0.2225341
## 232  0.5040241 22.4032795 0.3382123 14.0263645 11.0491563 0.1111075 0.2975083
## 242  1.0401288 21.4973618 0.1823970 13.2047289  5.4278869 0.2425757 0.5045802
## 252  1.0647582 59.0530925 0.4597748  5.9401712  3.2172008 0.2237443 0.1471745
## 262  3.4091517 59.7769746 0.1083893  8.1862551  6.6990591 0.2877357 0.3813863
## 272  0.5482016 34.3894715 0.3329838  9.2959094  2.8836320 0.1087318 0.5266662
## 282  2.8769132 10.6498938 0.1456415 11.9589233  7.0920403 0.1563051 0.4079164
## 292  4.3347045 55.8351771 0.4613700  8.9034059  2.6176789 0.2843536 0.3731314
## 302  2.5350528 28.5243036 0.1734294  5.4400082 14.4098298 0.1329949 0.3231158
## 313  1.4372836  9.6666566 0.4729182  8.0825788  5.8026485 0.2075037 0.4311370
## 322  0.9769224 25.8535502 0.3178894  2.6963389  3.6663905 0.1161783 0.3402870
## 332  2.7176909 56.9855883 0.4775040 10.8896031 14.0153559 0.1551780 0.1906773
## 342  3.0784224 17.3217009 0.1416683  3.5122041  4.0066938 0.2917786 0.2889545
## 352  1.3276351 12.1563627 0.2567973  8.8064187  5.7696602 0.2266615 0.5015913
## 362  3.9728964 31.1827413 0.2948250  3.8103050  2.6314292 0.1108767 0.4852571
## 372  1.8623035 47.2850879 0.4304697  3.0566511  1.7077179 0.1577646 0.4853655
## 382  1.7707499 23.5847309 0.1539863  8.4871822 14.5050745 0.2891983 0.3730947
## 392  2.1659590 49.1811894 0.2864038  1.9368631  3.5838811 0.1304920 0.3104428
## 402  2.9864116 22.3259287 0.1258648  4.4893663  8.7349865 0.2168823 0.4550546
## 413  0.6484681 25.0094206 0.1715894  3.9918671  9.3636306 0.2472575 0.1977263
## 422  2.4821616  9.9635777 0.3491509  8.5404903  9.2608536 0.2998646 0.2173434
## 432  2.7325437  8.6462636 0.2899923  4.3047151  8.4104286 0.1969951 0.1594193
## 442  0.9802123 13.1041531 0.2573512 12.8380156 10.3994116 0.2196136 0.3348719
## 452  2.0408686  0.6797004 0.1471462 10.1287523  6.8571545 0.2071671 0.3543407
## 462  3.6509550 14.2861381 0.3307821 11.3036247 12.8655790 0.2622874 0.3160165
## 472  1.5346075 15.6421771 0.1286037 10.4461764  2.7570551 0.2923546 0.3215411
## 482  4.6480602 26.5519515 0.4067555 13.9193774 12.2908231 0.2292113 0.4373144
## 492  1.6639788 55.5144779 0.1391758 14.1639417  5.4866553 0.1459596 0.5428872
## 502  1.9705515  6.4841342 0.2874455  1.4652498  9.8421513 0.1505302 0.3367494
## 513  3.5002318 20.4014273 0.3065796 10.4691408 10.8979570 0.2441804 0.2819572
## 522  2.1447729 10.9139041 0.3607568  6.3834153  4.9269465 0.1764151 0.2233103
## 532  4.3011453 23.5003529 0.2374251 13.7887621  2.3851435 0.2174891 0.1694230
## 542  2.0281112 35.3829032 0.1987422  5.2409142 12.0166630 0.1076959 0.4896331
## 552  2.6751037 55.0455542 0.4286164  7.9593624  6.7540113 0.1428810 0.5168689
## 562  4.2031632 57.3806082 0.3860317  7.0837388 13.0254319 0.1909434 0.2576967
## 572  2.5782015 47.6418908 0.3509838  6.1071974 14.6168390 0.1987970 0.1717061
## 582  4.6992350 50.2970370 0.3019598  3.6267867  6.6362231 0.1648381 0.2509845
## 592  4.1451515 44.4935435 0.3707940  7.4975574  9.5231157 0.2758972 0.5672285
## 602  0.6009209 16.0779568 0.2209888  2.6218411  6.0750399 0.2791817 0.3971882
## 613  3.6189140 25.3444081 0.3945591  4.0358619 13.4477909 0.1798469 0.4663153
## 622  3.7453649 58.1664890 0.3650659 12.1915163  9.4466096 0.2177848 0.5239239
## 632  0.9210099  1.3187419 0.1623704 10.6725250  9.9052333 0.1240813 0.3475561
## 642  3.4465804 26.8204672 0.2080842  6.2832963  8.8985443 0.1511368 0.4610258
## 652  2.9137805  5.9137284 0.2587145 14.6220687  2.0760948 0.2254271 0.2805514
## 662  2.8235022 48.1994402 0.1317630 12.4285402  3.4531062 0.1428800 0.1360929
## 672  2.1162155 17.2351301 0.4452678 13.5427372 10.4939890 0.2969232 0.1975129
## 682  3.1552510 20.4877325 0.2311781  6.9383713  1.5330637 0.2834560 0.1998115
## 692  2.6433122 57.4898617 0.3242565  1.2779695  5.1351083 0.1557800 0.3789590
## 702  1.5090767 23.9151841 0.2596842  0.7887013  2.9130242 0.1267087 0.2843443
## 713  4.4725723 12.5721399 0.4342350  5.6642993  5.7789070 0.2604348 0.5089935
## 722  4.9923682 45.2023192 0.3642637 11.0886016  3.1069167 0.2487446 0.5931660
## 732  1.6011143 35.0926538 0.2684786 12.6200512  6.8977167 0.1128723 0.4786287
## 742  4.4874938 39.5455092 0.4399976  1.2113681  3.9141783 0.2762229 0.3226408
## 752  2.8492449 38.3251905 0.4597892  3.8098068 14.2369893 0.1621162 0.4473670
## 762  3.7138766 27.3318199 0.1900155 12.9452370 12.1485151 0.2888425 0.4960431
## 772  1.2598972 31.6696209 0.4032982 12.7990937 12.3561996 0.1038479 0.3278648
## 782  3.2928623 30.4936841 0.3412607  6.4920672  5.4268699 0.1430565 0.3624518
## 792  1.2228527 56.4673612 0.1656379 12.0275264 11.4752822 0.1212135 0.3152750
## 802  4.3789822 51.9100023 0.3834270  4.2358471  9.5751258 0.2740570 0.1763739
## 813  3.2719787 35.4695962 0.1629077  0.5019589  2.4314373 0.1827633 0.1429198
## 822  1.3472402 32.3007599 0.3673064  1.3095045 10.7243223 0.2397703 0.5062794
## 832  4.8953053 59.2611786 0.2118332  6.6375519  6.2607542 0.1446642 0.5410945
## 842  3.1942519 40.1588979 0.1018476 10.4794466  9.8882222 0.1822007 0.4387325
## 852  4.9592231 45.5560871 0.2741147 13.7798725 13.0949553 0.2058380 0.5000754
## 862  4.4553255 58.0499302 0.1511175  3.9354198 10.2859877 0.2822398 0.4996041
## 872  1.2180063 14.6740201 0.4211255  9.4935187 11.3689639 0.2306591 0.4015246
## 882  1.3048950 42.4651388 0.2241977 13.3408116  7.3686400 0.1502583 0.3598939
## 892  1.0085376  1.0710129 0.3972172 14.8204466  5.9577913 0.2216529 0.5275352
## 902  1.5817854 41.1294542 0.1776117  8.1157405  0.8713272 0.2477113 0.4291277
## 913  3.5304249 15.3551288 0.3691731  5.1527058  6.4147954 0.2130550 0.2827870
## 922  2.8326475 10.4552046 0.3093272 11.8020818  9.6480285 0.2908414 0.2705425
## 932  2.3736966  3.5719722 0.3715815  7.6808641 11.3181136 0.1658741 0.2135586
## 942  0.8064651  9.5129132 0.4626862  0.8048471  3.0682157 0.1438606 0.3495411
## 952  3.4212571 54.2188859 0.3226396  5.0832451 10.3290111 0.1254480 0.1003364
## 962  3.1754480 17.8301738 0.2478600  7.1410165  4.7336329 0.2337279 0.1926710
## 972  2.6528292 28.2847956 0.2171048 14.0064103 13.2668261 0.1061940 0.2413148
## 982  3.7701017 11.5718837 0.3480505  4.3564351  9.0187252 0.2279008 0.5216438
## 992  3.0266250 15.0794619 0.1437196  7.5815315  7.7254314 0.1138379 0.3310065
## 1002 2.0053121 58.7884657 0.1079892 11.5820263  2.4571855 0.2011866 0.5522539
## 1013 4.7516202 59.7274423 0.2270104  4.1024862  7.9009646 0.2364594 0.3187847
## 1022 2.4600753 34.0023177 0.2375757  1.7313118  9.1960543 0.1673600 0.5299621
## 1032 2.5697588 37.3606656 0.2922301 13.4735757  0.5494664 0.1951221 0.4109237
## 1042 3.9454358 39.3691792 0.4857739  8.8359254  7.0339035 0.1388027 0.4170730
## 1052 2.2544635  9.0098946 0.3541856 10.1954041 12.5460469 0.2330692 0.5803596
## 1062 1.6233791  4.6589818 0.3887042  5.7285639  1.1171665 0.2490050 0.3492750
## 1072 0.7568265 56.7689230 0.3721366 11.8397866 14.1715641 0.2438155 0.3742347
## 1082 2.7763172 53.1212332 0.2174230  5.2099922  4.0960589 0.1855257 0.1501674
## 1092 4.2114215 25.4475743 0.1028396  5.7556938  4.5407962 0.2432191 0.1663115
## 1103 3.6980682 29.3732941 0.2808096  9.9001333  9.1245845 0.1395363 0.4024533
## 1113 0.9951837 24.5184681 0.3265019 11.2444378  4.7058182 0.2157582 0.1825176
## 1122 2.5739118 45.0957332 0.2007684 13.3021527  5.1578042 0.2372296 0.2544813
## 1132 2.1278544 31.9620093 0.3120933  8.2842510 11.0048262 0.2831446 0.2064051
## 1142 1.7252608 53.3552643 0.2639221  3.3827405  1.2807495 0.1776700 0.4745579
## 1152 1.3265852  5.5293062 0.4835959 11.0570534 11.6997727 0.2677586 0.2907198
## 1162 3.5586678 41.5915118 0.1326528  6.9336097  7.9162123 0.2905374 0.4131491
## 1172 2.4272165 37.1346713 0.1113663  4.5965250  6.4870999 0.2905430 0.2961513
## 1182 3.1184677 20.8922622 0.3144633  8.1614834  2.9925994 0.1243004 0.5133948
## 1192 0.9387943 57.8172065 0.1170893  9.1531933  5.8078486 0.2955550 0.4538252
## 1202 2.2947373 35.4907426 0.2844833  3.1413425  5.7721033 0.2586750 0.4433126
## 1213 3.3966758 40.1242669 0.4604639 13.1389258  9.7918666 0.2696125 0.2531761
## 1222 3.9958025 43.8320597 0.3453099  7.0220555  4.8424337 0.2259157 0.5277145
## 1232 0.8349048 38.5305033 0.2193587  7.2106450 10.0937444 0.1004008 0.2857140
## 1242 0.9417628  7.2957118 0.3561314  9.6286914  6.3644027 0.2122080 0.2191521
## 1252 1.1872409 53.8235124 0.2840683 13.0619774  9.6249187 0.1865519 0.2779001
## 1262 2.4650530  0.5130693 0.2733256  1.1888706 14.8487197 0.1873842 0.4363479
## 1272 0.6945449 27.6468943 0.1235678  6.0633830  5.5490336 0.1583402 0.4446249
## 1282 4.3191152 12.6873583 0.2496789  8.7177540  3.6554820 0.1682981 0.1207928
## 1292 4.7317730 46.8267834 0.4369550  6.0288843 13.5539006 0.2125718 0.2239061
## 1302 1.9225263 20.1774321 0.3176094  9.9782950  1.6024659 0.2314739 0.4932349
## 1313 2.3222467 56.4064526 0.3590594  7.6435547 12.6868101 0.1117855 0.3043687
## 1322 2.0378684 41.0089691 0.3436827 10.0416888  9.1079114 0.2959690 0.4250473
## 1332 4.4829531 34.7942950 0.3170732 14.5283622 11.5730926 0.1544988 0.3952312
## 1342 1.9557917 44.5700949 0.1603416  1.0560547  3.4589674 0.2723291 0.3463187
## 1352 4.3440428 24.9495939 0.1354113 14.7157920  1.0607720 0.1155288 0.4201881
## 1362 4.1721498 13.4175601 0.1133911 10.3453788  3.8324710 0.1717331 0.5797764
## 1372 3.9166488 24.7432313 0.4095167 10.8278068 14.4487961 0.2700589 0.1259822
## 1382 4.5508056 15.8507089 0.2336999 11.2384036  5.9171043 0.1191508 0.5461420
## 1392 1.1133848 36.7662137 0.4491487  1.3851860  4.7960651 0.2931498 0.5468826
## 1402 4.9194716 49.1247119 0.3880268  8.4162443  7.1615888 0.1755439 0.3295141
## 1413 1.4912671 10.3044329 0.3325753  9.7169959  8.2188161 0.1812374 0.4401627
## 1422 2.7460853 40.4689028 0.4281874  3.8454695  6.0717688 0.1594581 0.2567174
## 1432 4.1074970 54.7283773 0.2445800  8.1601377  6.8755617 0.2389351 0.2318835
## 1442 0.6802881  3.6660428 0.3843343  4.8721036  7.4215618 0.1122175 0.3851497
## 1452 1.8552089 39.1647815 0.3769340  1.6653319 10.6073564 0.2317831 0.1451060
## 1462 1.1199949 37.4854217 0.3373306  2.4414256  9.3079541 0.2897785 0.1036001
## 1472 4.4988406 46.3638336 0.1945113 11.4873570  9.9918170 0.1706895 0.2010644
## 1482 1.6806021 48.6271900 0.1757397 10.7837601  1.4769981 0.2211714 0.5185497
## 1492 4.8169945 29.2175841 0.3740048  7.0046522  2.4999946 0.1725626 0.4294628
## 1502 4.3091411  6.7817081 0.2009149  0.7117937  7.8275386 0.1057167 0.2966910
## 1513 4.7601675 43.3007516 0.2120942 14.4448351 10.0649047 0.2093101 0.4770997
## 1522 4.7770160  3.9076681 0.2098907  5.6443021  2.8026536 0.2790358 0.5774347
## 1532 1.0496359 31.0848868 0.3579646  7.8581171  8.2810636 0.2347451 0.2673028
## 1542 4.8855399 59.6121543 0.1211457 12.0140267  5.2625225 0.2703154 0.3876015
## 1552 4.5806710 41.8384449 0.2510615  1.2644610 11.8923781 0.2412538 0.2354901
## 1562 1.5431898 19.3725115 0.1681113  7.2755450  1.1757351 0.1534678 0.1845930
## 1572 3.0599640  1.7544255 0.3757697 11.7514182  2.3469918 0.2516638 0.3711870
## 1582 2.8656680  8.5092118 0.2978362  4.6732731  7.9679890 0.1687320 0.3987964
## 1592 2.3452651  5.3087282 0.4123107 12.3332968  5.6017866 0.1871686 0.4698901
## 1602 3.4707463  7.5532162 0.1077727  5.5858796 14.0331650 0.2770508 0.2719371
## 1613 4.6383996 49.9360316 0.1994799  3.5631494  6.1543082 0.1405481 0.2099627
## 1622 3.2129797 27.8843903 0.4647468  6.5265364  2.4101958 0.2612575 0.5431551
## 1632 2.4160015  6.3021430 0.4884144 13.0034885  8.6035531 0.2008808 0.4702393
## 1642 1.2596324 30.1054879 0.1852558 13.2512772  4.2333826 0.1965684 0.4056935
## 1652 2.9236588 52.5658080 0.3306159  7.8266641  2.1508021 0.1085916 0.1210259
## 1662 1.7950911 24.0183798 0.1881327  0.8204411 14.1034788 0.1501560 0.2329292
## 1672 1.1490447 34.4471907 0.4785575 12.6403867  2.1646896 0.2550246 0.3436889
## 1682 4.7252792 51.7348058 0.3087612  0.5874751 14.8294564 0.1500630 0.1154625
## 1692 4.4789249 21.1821407 0.1958672  5.7192976 10.5714692 0.2014599 0.1814909
## 1702 0.7423643 19.6640239 0.2412448 13.8506919  4.9906975 0.2691014 0.3008579
## 1713 2.5083356 35.3402649 0.4139011  6.2730129  8.6493824 0.2679280 0.3836852
## 1722 4.8321369 37.3531491 0.1921737  5.2894034 11.3713852 0.1101882 0.4333784
## 1732 2.6848013 10.5611468 0.1801438  1.5395126 13.7827548 0.2453989 0.3520317
## 1742 2.3867389 48.4249544 0.2350714 10.9631081  8.0418951 0.2118129 0.2737126
## 1752 3.7389733 58.1819491 0.2789951  3.7412037  6.9852896 0.1841358 0.5541106
## 1762 1.0698388 11.1001650 0.4923585  8.1444105  6.0025223 0.1220683 0.1323533
## 1772 2.7091486 46.5317679 0.4160571 10.6030459  5.3140510 0.2844772 0.1548228
## 1782 2.2415179 43.4068938 0.4895840  4.7981105  1.4032414 0.1339848 0.4134777
## 1792 1.0255303 58.1411014 0.4487539  2.3546238  6.8813164 0.1758932 0.5615578
## 1802 1.6576564 48.8012380 0.2125385  3.2823091  5.6582264 0.2433822 0.5823913
## 1813 3.3711053 54.4530514 0.1573480 12.9201839  4.7554448 0.2189047 0.1789028
## 1822 2.9936683 22.4186551 0.2053523 13.7105786  8.1522640 0.2357047 0.1825108
## 1832 2.0187715 37.8814634 0.3112827  8.1920475  3.2555631 0.2538419 0.2598376
## 1842 1.7039064 11.0625193 0.3443278 12.5850183 10.0233869 0.2196810 0.2449090
## 1852 0.5742896 46.1899049 0.1060701 14.7476076 14.7716255 0.2730332 0.4289224
## 1862 3.0659579 51.7909540 0.4078320  4.2561174  1.8412515 0.2357361 0.4275981
## 1872 2.6138775 53.4695105 0.1141413 13.0982356 10.3640662 0.1521231 0.2289150
## 1882 4.5914085 22.0299550 0.4242988 11.6739995  4.9255326 0.1958244 0.3802228
## 1892 2.0646748  9.1154559 0.1556393  5.7379431 13.5019907 0.1379130 0.1375946
## 1902 0.7199099 52.3555559 0.4865335  9.3683872  7.4755367 0.1987148 0.1446166
## 1913 2.0864679 28.0782194 0.1303534  3.3572481 11.7925483 0.1996520 0.5650058
## 1922 2.1864877 32.2140951 0.2659684  7.3287754  7.3874505 0.2816476 0.5965235
## 1932 1.1064761 29.7931039 0.2034917  9.9148596  4.5877299 0.1490394 0.2015629
## 1942 3.0945727 23.0823850 0.4184944  4.1252679 10.7595860 0.2369682 0.2039848
## 1952 0.6721826 16.8697524 0.2932057  0.7896034  0.7638175 0.1859641 0.1310645
## 1962 4.0705524 26.8747592 0.2628593  7.5240532  4.3420434 0.1293517 0.3662284
## 1972 1.4601293  8.2036618 0.3303803 14.5463418 14.3456989 0.1287801 0.5897681
## 1982 3.6539565 54.4964613 0.4537223  6.5952137  7.5911992 0.2064704 0.2660069
## 1992 2.6005231 55.7769213 0.4508616  3.0671172  6.2633132 0.1196855 0.2155960
## 2002 3.9591587 38.6888908 0.4848632  5.0572335  8.4751479 0.1848245 0.4842547
##             pa       po   vgseng1   vgseng2   vgseng3 run rowname         NSE
## 1    0.6783060 1.132501 1.3919695 1.4818469 0.5664533   1    3753  0.27659278
## 2    0.9879300 1.689656 0.4035990 1.8010754 1.8939901   2     180  0.37900232
## 3    0.7731696 1.996316 0.5262064 0.3912422 1.3903625   3      18  0.32469618
## 4    0.5566740 1.143725 1.7394242 1.7169723 0.3695991   4    1527  0.52747866
## 5    0.6925011 1.671186 1.6840984 0.4600854 0.4156485   5    3520  0.41789558
## 6    0.6403528 1.348976 1.2642375 0.9351488 0.1695635   6     760  0.44423051
## 7    0.1734727 1.022447 1.6112918 1.9421357 0.7210615   7    6883  0.55787028
## 8    0.9808765 1.908406 1.8541697 0.2786003 1.4339456   8    3075  0.52632625
## 9    0.4058827 1.533629 1.4452822 0.9008716 0.3867170   9      53  0.53682259
## 10   0.3307847 1.049119 1.1937643 1.9309638 0.7237700  10    2849  0.49530131
## 11   0.9953312 1.686353 0.1885252 1.1329191 0.4922245  11    7126  0.42257984
## 12   0.9687587 1.161083 0.1393509 1.2740430 0.4242682  12    9784  0.36172919
## 13   0.7835257 1.707009 0.4146203 1.2953692 1.7965766  13    4728  0.22811787
## 14   0.3046643 1.693944 1.2128841 1.1208335 0.3036915  14    2241  0.23336525
## 15   0.7038465 1.371923 1.3270466 0.7865092 1.8624942  15    9112  0.44804091
## 16   0.4006223 1.875979 1.1986187 1.4738338 0.4073993  16    2414  0.44620516
## 17   0.4640270 1.858524 1.1683431 1.5176102 1.2153475  17    7572  0.44429363
## 18   0.1720911 1.666780 0.2411949 1.5636298 0.6206267  18    3310  0.27462466
## 19   0.6563373 1.643688 1.4433680 0.5843720 1.2621579  19    9421 -0.20304711
## 20   0.1718767 1.898659 1.9071080 1.9782674 1.2238168  20    4270  0.47506333
## 21   0.8211265 1.867509 1.8264592 1.1013660 1.4483229  21     742  0.38407661
## 22   0.5427602 1.113051 0.6268198 0.8017157 0.9086077  22    1563  0.44528875
## 23   0.8334585 1.491971 0.4862823 0.3669615 1.4459058  23    3205 -0.01641226
## 24   0.4827580 1.485481 1.6079532 1.5046177 1.1797727  24    1972  0.56077677
## 25   0.4359428 1.790809 0.7010084 1.4349328 0.1420784  25     449  0.47569276
## 26   0.2758939 1.551759 1.2103743 1.1025986 1.4579780  26    4071  0.35579934
## 27   0.8269905 1.256200 1.7394743 0.1674132 0.1320862  27    5569  0.13610107
## 28   0.1351198 1.806480 1.2512131 0.8495926 0.1915091  28    7300  0.42184799
## 29   0.8310492 1.515287 0.3602487 1.6572156 0.4572146  29    8341  0.31648379
## 30   0.2928074 1.920315 1.8950099 1.3389780 1.1354766  30    8706  0.40479927
## 31   0.9656860 1.015178 0.7122407 1.7436741 0.1567522  31    2938  0.46492209
## 32   0.5859068 1.671456 0.3888726 1.2445087 0.7538126  32    3556  0.44364513
## 33   0.1836490 1.617650 0.5456082 0.9995934 0.6926106  33    3195  0.30104045
## 34   0.2495024 1.433364 1.4629396 1.6671877 1.9050454  34    9105  0.37956358
## 35   0.7149232 1.321293 0.6670285 1.6526669 1.8823944  35    1484  0.49596365
## 36   0.7963938 1.043942 0.2138989 1.8440551 0.6468270  36    3082  0.39981171
## 37   0.8829243 1.472098 1.4909552 0.1901553 0.5218096  37    4264  0.49478130
## 38   0.8578639 1.566705 1.8534863 0.3531618 0.8886306  38    3990  0.51529461
## 39   0.1585434 1.495566 1.3089013 1.6252998 0.8950849  39    5338  0.43697817
## 40   0.7588487 1.018313 1.8393594 0.9778787 0.9767565  40    7554  0.48867970
## 41   0.4587242 1.775144 0.7586659 0.7838023 1.3493877  41    5350  0.46863266
## 42   0.6629661 1.141354 1.4947749 0.9119686 0.5051173  42    5500  0.45911103
## 43   0.6477406 1.490181 1.0500842 1.9492833 1.7236081  43    1654  0.41566457
## 44   0.5052261 1.466623 1.5910667 0.4792167 0.2959472  44    1876  0.52724697
## 45   0.5524880 1.952062 1.6170086 1.7507534 0.3255139  45    3207  0.44387578
## 46   0.7170441 1.937923 1.3373281 0.2896211 1.8494068  46    6375  0.37291667
## 47   0.7749825 1.119174 0.1219538 0.8602989 0.9414341  47    8548  0.42506249
## 48   0.7010294 1.982210 0.7367806 0.1788541 1.9773532  48    4880  0.32151937
## 49   0.3609397 1.922647 1.7671781 1.8368581 1.0451828  49    4183  0.52816469
## 50   0.4662874 1.655958 0.8090251 1.3143100 0.1731514  50    2143  0.50828448
## 51   0.8067193 1.606893 0.5764301 1.3970781 1.5319581  51    2330  0.35776958
## 52   0.3392371 1.481623 1.5866547 1.7006390 0.8173217  52    2020  0.49008316
## 53   0.6547475 1.663813 0.6159583 1.3053968 1.9677873  53    7875  0.22999445
## 54   0.4231423 1.173055 1.5909927 0.7201649 1.7930982  54    1268  0.51005540
## 55   0.6953461 1.310516 1.5763484 0.3429903 0.6775710  55    8684  0.44520786
## 56   0.4257431 1.802819 1.0702614 1.5861496 1.1394263  56    9211  0.25539903
## 57   0.9173439 1.108280 1.1504349 0.1481292 0.6703577  57    3145  0.43075195
## 58   0.3611257 1.942548 1.5829453 0.4283435 1.6720663  58    9133  0.04847513
## 59   0.4023864 1.725622 1.0336530 1.5428414 1.4855253  59    4955  0.37171639
## 60   0.1029674 1.895878 0.9713199 0.9437267 0.6635188  60    9984  0.43601807
## 61   0.2398201 1.269438 1.3630453 0.2555130 1.9682911  61    5942  0.37140232
## 62   0.5657578 1.699274 1.7350642 1.9852649 1.8089662  62    8628  0.37556835
## 63   0.9134312 1.927786 1.7098080 0.5491959 1.1974579  63     957 -0.31286475
## 64   0.4087299 1.838281 0.5001039 0.5105957 0.4259500  64    2285  0.32589918
## 65   0.1576350 1.267852 0.7351321 0.4346573 1.5267460  65    5681  0.42286972
## 66   0.7227281 1.098196 1.9822744 0.2319058 0.8760266  66    1947  0.38580004
## 67   0.8740734 1.622351 0.8777977 1.1823886 0.5309829  67     845  0.42501083
## 68   0.5116014 1.877803 1.6568406 1.2911159 0.3520610  68    7539  0.31842348
## 69   0.1043446 1.884650 1.4608019 0.6609094 1.1351344  69    4271  0.38228274
## 70   0.5167536 1.119411 1.0020938 1.7034683 1.2504541  70    8331  0.44687199
## 71   0.7321770 1.587419 1.8824240 0.5364835 0.7560616  71    5865  0.40100664
## 72   0.5303160 1.273739 0.1602665 1.5403275 0.4443254  72    2316  0.32086858
## 73   0.2823715 1.888729 1.7940037 1.1612943 1.1100907  73    4499  0.54520740
## 74   0.6031492 1.470844 0.8485784 1.7306747 1.7029189  74    6289  0.42480613
## 75   0.6067251 1.017915 0.9090705 1.1682898 0.4638096  75    1154  0.44598870
## 76   0.2389526 1.207515 1.0472773 0.7922654 0.5028838  76    7725  0.40020408
## 77   0.8183783 1.151163 1.6909829 0.6514329 1.5508190  77    9197  0.50701680
## 78   0.1890553 1.085917 1.7917308 1.8942517 1.8363142  78    8428  0.36783123
## 79   0.9039337 1.225147 1.1097854 1.7296965 0.2086141  79    4200  0.49696170
## 80   0.2141346 1.965886 1.3062652 0.8471567 0.6849244  80    2527  0.23180778
## 81   0.3982131 1.075209 1.0002238 1.2533147 1.9453240  81    9755  0.41629763
## 82   0.7262259 1.512598 0.6390635 1.8647809 1.7652581  82    9075  0.48980388
## 83   0.1602076 1.248644 1.1139539 1.3251101 0.6170666  83    3905  0.25766584
## 84   0.3022057 1.278082 1.9487846 0.9299134 0.8390537  84    2249  0.38868504
## 85   0.9443189 1.794227 0.7456548 1.6719572 0.5983341  85    5395  0.34866263
## 86   0.6871752 1.368389 1.9170100 0.8812996 0.8780708  86    3468  0.39561343
## 87   0.3894855 1.589910 1.2216554 0.9372036 1.1720598  87    7965  0.54221750
## 88   0.9848534 1.772705 0.8671940 1.7860344 1.0641455  88    1059  0.50021984
## 89   0.1138917 1.220230 1.5467404 1.4556207 1.3425294  89    3243  0.01865329
## 90   0.3913392 1.854240 1.4591839 1.7998938 1.3816965  90    3422  0.49847249
## 91   0.8020529 1.717630 1.1272127 1.7877772 1.3672699  91    1976  0.36294931
## 92   0.4519378 1.031732 1.7582843 1.9109898 1.5069229  92    7203  0.46311527
## 93   0.9359588 1.222103 1.4178769 0.7000315 1.3374936  93    8203  0.53743477
## 94   0.2260445 1.733849 1.7512208 1.8849729 1.9252816  94    9396  0.47442092
## 95   0.5864369 1.613954 1.7237974 1.9055427 1.5576671  95    9671  0.26604862
## 96   0.5184576 1.668828 1.9737770 1.3743234 0.1460003  96    1610  0.34212357
## 97   0.5781218 1.408159 0.3342801 0.7341729 1.5193627  97    4396  0.36382458
## 98   0.8448135 1.238113 1.1840689 0.2000965 0.9007070  98    2500  0.45300936
## 99   0.3644972 1.426229 0.2035409 1.3471088 0.5743651  99    4276  0.34792359
## 100  0.1824002 1.261826 1.3843192 0.3036789 1.6543126 100    8228  0.48165647
## 101  0.9770902 1.506994 0.1330287 1.5865991 1.9857508 101    4848  0.28279733
## 102  0.2960067 1.700788 0.1783883 0.7263070 0.3426174 102    6491  0.26896247
## 103  0.1010367 1.148296 1.8072445 0.5281314 1.8146136 103    8302  0.42589266
## 104  0.2446619 1.689150 1.9254960 0.6772172 1.5577410 104    1026  0.28720549
## 105  0.1732364 1.722980 0.1132590 0.1629137 1.0322452 105    3912  0.45292449
## 106  0.4770520 1.440039 1.0946250 1.6822009 1.6661133 106    6007  0.55503612
## 107  0.9411201 1.706236 0.9369930 0.7418955 1.2455891 107     876  0.45898291
## 108  0.4164512 1.203028 1.6516975 0.2811060 0.2652905 108    3483  0.33479321
## 109  0.8691420 1.622468 0.7881594 0.4581952 0.8344956 109     375  0.25865394
## 110  0.5930767 1.992251 1.5376344 1.5970949 0.3677350 110    3968  0.32269313
## 111  0.5373446 1.301064 0.3427828 1.4713491 1.1545687 111    5346  0.45817441
## 112  0.7299441 1.475577 0.5607066 1.9131312 1.9563841 112    9673  0.36794258
## 113  0.7648324 1.735384 1.4747708 1.9064473 1.6919508 113    6712  0.42954370
## 114  0.9939214 1.370060 1.1538367 1.1061251 1.5742408 114    2079  0.49330222
## 115  0.9488705 1.834362 0.9925333 0.1677415 0.3028531 115    4810  0.51208838
## 116  0.9907196 1.087219 1.8245058 1.8153820 1.6686304 116    1793  0.46082416
## 117  0.2324361 1.314174 0.2774932 0.2219844 1.4360485 117    2795  0.36520994
## 118  0.8113679 1.846874 0.4647595 0.1125369 0.2796997 118    6082  0.35849084
## 119  0.6540369 1.519089 1.0218438 0.9700511 1.0506610 119    7437  0.48930889
## 120  0.3788631 1.945699 0.7229007 1.5753993 1.0127118 120    7348  0.42240309
## 121  0.3565116 1.104670 0.6481077 1.6097515 1.5842461 121    3948  0.33441626
## 122  0.7712741 1.596894 1.8603426 1.7809312 0.8063125 122    1587  0.38105110
## 123  0.5319367 1.988797 0.8686139 1.4146791 1.4203240 123    4045  0.48313214
## 124  0.8777057 1.931710 1.6028624 1.6439319 1.8319045 124    3717  0.54564667
## 125  0.4986869 1.824550 1.3028174 1.6510326 1.7069165 125    8380  0.52815396
## 126  0.6857233 1.731275 0.9535439 0.5654755 1.4751119 126    8735  0.34117990
## 127  0.9909522 1.199111 1.4008128 0.5828178 1.8546103 127    9025  0.32000691
## 128  0.7903447 1.308595 1.0412713 1.6882814 1.7845142 128    4562  0.28102578
## 129  0.2358183 1.637676 1.3263462 1.2137031 0.1075825 129    6985  0.23242151
## 130  0.4944341 1.256595 1.2850418 1.4420176 0.6330931 130    8747  0.52280732
## 131  0.7491883 1.362206 0.7707655 0.8507148 0.1737646 131    4800  0.41967971
## 132  0.8497211 1.978994 1.3587446 1.2975044 1.0622923 132      45  0.47357019
## 133  0.5461652 1.382095 0.2284736 1.2075014 0.9643034 133    2187  0.27370813
## 134  0.5364486 1.917176 1.0250913 1.0903407 0.5974655 134    1196  0.45858413
## 135  0.2858342 1.343734 1.7841685 0.2703308 0.3953771 135    6110  0.27371620
## 136  0.2545562 1.456646 1.6066604 1.9966373 0.7812533 136    9971  0.36362158
## 137  0.1017840 1.215610 1.0751875 1.2290681 0.1817609 137     931  0.24452003
## 138  0.8925405 1.053376 0.3090296 0.8589498 1.8134557 138    9163  0.35638967
## 139  0.4633693 1.768176 0.4447964 1.9351294 1.6211408 139    4864  0.48254757
## 140  0.2677577 1.206783 0.4496588 1.3539189 1.3148902 140    9182  0.23586416
## 141  0.8739679 1.234111 0.3951928 1.5633054 1.3191087 141    6996  0.46337706
## 142  0.4170257 1.093175 0.1032073 0.4891047 1.4303958 142    3457  0.32120212
## 143  0.3192292 1.244905 0.5666888 0.8283532 0.6508318 143    1492  0.25817222
## 144  0.2295410 1.830657 1.2940180 0.2510849 1.9270428 144    4758 -0.07464610
## 145  0.3039034 1.797718 1.3810875 0.6042756 1.7676304 145    9670  0.40030139
## 146  0.7076037 1.897334 0.6006708 1.6141968 0.7931006 146    3456  0.45404984
## 147  0.9513885 1.766138 0.1854722 1.6016338 1.7371530 147    3982  0.23329994
## 148  0.6303228 1.473222 1.0589404 0.6005708 0.6134246 148    2678  0.49133822
## 149  0.3616049 1.052176 1.7778879 0.1136267 1.2022655 149    4360  0.30758704
## 150  0.1179867 1.335647 0.3188069 1.1888536 0.8521090 150    7667  0.40867869
## 151  0.1656758 1.760657 0.4173679 1.0743201 0.3850700 151    6283  0.27697087
## 152  0.1203709 1.284212 1.0125490 1.2627971 1.0882511 152    2017  0.41853087
## 153  0.2599626 1.814201 0.6430869 1.6338019 1.8920706 153    2788  0.49838884
## 154  0.5963412 1.671546 1.2576336 0.4290395 0.2736196 154    3773  0.31451495
## 155  0.7990457 1.960575 0.7073373 0.9286347 1.4949391 155    8591  0.34806716
## 156  0.6372070 1.843659 1.2343696 1.0417615 1.0754909 156    2435  0.50436752
## 157  0.9251704 1.753979 1.3343816 0.1260691 1.3611393 157    3293  0.49960285
## 158  0.8521267 1.682237 0.8115295 1.8226988 0.2126946 158    8271  0.45129215
## 159  0.3681972 1.574113 1.6669638 1.9535908 0.8608421 159    8837  0.54263678
## 160  0.3141412 1.817805 1.4383489 0.1064938 0.5858059 160    7722  0.37955227
## 161  0.4136634 1.161507 0.9251244 0.5065498 1.2015339 161    2796 -0.38886967
## 162  0.5556816 1.175738 0.9109953 0.1404188 1.5969471 162    8277  0.42580686
## 163  0.4894011 1.390807 0.5374263 0.8112909 0.2628929 163    7091  0.47875975
## 164  0.9092920 1.545775 1.1641820 1.2732627 0.2268417 164    9286  0.51649313
## 165  0.5140914 1.462373 1.0481193 1.1454374 1.4047692 165    1959  0.28833471
## 166  0.6216900 1.194379 0.6529417 0.8391238 0.3074667 166    4827  0.43201796
## 167  0.6749858 1.393753 1.4781267 1.7340715 1.0726063 167    9304  0.54054856
## 168  0.9009370 1.839565 1.9335385 0.3086293 1.6421173 168    1926  0.29259740
## 169  0.8600742 1.061966 0.6314816 0.3043096 0.6029331 169    6261  0.32544602
## 170  0.3055720 1.407068 1.7328504 0.5755190 1.4348930 170    2799  0.52093392
## 171  0.2123924 1.785464 0.5887529 0.6292987 1.3014530 171    7486  0.39102393
## 172  0.7475227 1.858103 1.5462597 0.8919750 0.3753434 172    8598  0.26401459
## 173  0.9927075 1.331067 1.4105950 0.8222017 0.7943906 173    1788  0.45092074
## 174  0.9563708 1.972304 1.6806198 0.7362753 1.2754766 174    5374  0.41568478
## 175  0.8252559 1.884526 0.2536385 1.8708804 0.5470453 175    3846  0.31847741
## 176  0.1448404 1.210054 0.1487693 1.0505763 1.7194543 176    8347  0.42467591
## 177  0.4427051 1.187511 0.6710835 0.3299363 1.5467531 177    6037  0.31492925
## 178  0.7102452 1.596645 1.9620480 0.4099895 0.7825564 178    1102  0.44297805
## 179  0.2040285 1.603233 0.4573923 1.4686293 1.9408512 179    5182  0.48608323
## 180  0.4868565 1.381962 0.8218856 1.5279642 0.9781273 180    8008  0.50589315
## 181  0.8886664 1.404344 0.9695570 1.2437340 1.2341145 181    1235  0.31629886
## 182  0.4585114 1.337961 1.5119045 1.0054768 1.5809498 182    8667  0.35790709
## 183  0.9327815 1.056411 0.8605852 1.4541394 0.6159441 183    6155  0.44522010
## 184  0.7374550 1.317708 1.0524003 0.3168248 1.3682026 184    6435  0.49908975
## 185  0.6444897 1.414906 0.9869165 0.1191471 1.3962181 185    4015  0.40065771
## 186  0.4698743 1.182857 0.3195071 0.1459851 1.5704044 186     410  0.35677963
## 187  0.6185742 1.524077 1.7588786 1.1647862 0.3337552 187    9865  0.39279759
## 188  0.3790526 1.027566 1.5556837 1.2729775 0.8651659 188    8281  0.33228670
## 189  0.2384358 1.564945 1.5319796 1.2653367 0.4688404 189    5985  0.49793013
## 190  0.7815756 1.557064 1.0843094 1.0243521 0.8801281 190    4114  0.49110863
## 191  0.1110389 1.201020 0.1893227 0.9598376 1.1303977 191    4248  0.44438517
## 192  0.2618014 1.959193 0.1420368 0.9980998 1.2181060 192    7905  0.42669828
## 193  0.9854477 1.590400 1.4832742 1.3930883 0.4312915 193    2725  0.53664939
## 194  0.5788082 1.164015 1.8934381 1.8381362 0.6898617 194    5954  0.40093776
## 195  0.1384351 1.892572 0.8404353 0.8548761 0.3414839 195    1734  0.39984438
## 196  0.5290107 1.166905 1.9748449 0.3621645 0.2486284 196    6934  0.33331792
## 197  0.4372890 1.260874 0.8972546 0.9538776 1.8229468 197    6106  0.52082947
## 198  0.7465465 1.520926 1.5264981 0.8058978 1.1220484 198    2197  0.32638572
## 199  0.2025982 1.579606 1.7809520 0.6166248 0.7436985 199    4009  0.34958516
## 200  0.4785887 1.067709 0.2970624 1.7115130 0.9018132 200    3522  0.33704815
## 1100 0.6783060 1.132501 1.3919695 1.4818469 0.5664533   1    3753  0.38486881
## 210  0.9879300 1.689656 0.4035990 1.8010754 1.8939901   2     180  0.44884338
## 310  0.7731696 1.996316 0.5262064 0.3912422 1.3903625   3      18  0.40008723
## 410  0.5566740 1.143725 1.7394242 1.7169723 0.3695991   4    1527  0.59024644
## 510  0.6925011 1.671186 1.6840984 0.4600854 0.4156485   5    3520  0.48164652
## 610  0.6403528 1.348976 1.2642375 0.9351488 0.1695635   6     760  0.51460457
## 710  0.1734727 1.022447 1.6112918 1.9421357 0.7210615   7    6883  0.61395346
## 810  0.9808765 1.908406 1.8541697 0.2786003 1.4339456   8    3075  0.53098556
## 910  0.4058827 1.533629 1.4452822 0.9008716 0.3867170   9      53  0.58216112
## 1010 0.3307847 1.049119 1.1937643 1.9309638 0.7237700  10    2849  0.57375017
## 1110 0.9953312 1.686353 0.1885252 1.1329191 0.4922245  11    7126  0.41262026
## 1210 0.9687587 1.161083 0.1393509 1.2740430 0.4242682  12    9784  0.43161019
## 1310 0.7835257 1.707009 0.4146203 1.2953692 1.7965766  13    4728  0.30654345
## 1410 0.3046643 1.693944 1.2128841 1.1208335 0.3036915  14    2241  0.30606989
## 1510 0.7038465 1.371923 1.3270466 0.7865092 1.8624942  15    9112  0.44459294
## 1610 0.4006223 1.875979 1.1986187 1.4738338 0.4073993  16    2414  0.47705051
## 1710 0.4640270 1.858524 1.1683431 1.5176102 1.2153475  17    7572  0.46413385
## 1810 0.1720911 1.666780 0.2411949 1.5636298 0.6206267  18    3310  0.24107965
## 1910 0.6563373 1.643688 1.4433680 0.5843720 1.2621579  19    9421 -0.05402174
## 201  0.1718767 1.898659 1.9071080 1.9782674 1.2238168  20    4270  0.53597776
## 211  0.8211265 1.867509 1.8264592 1.1013660 1.4483229  21     742  0.42719438
## 221  0.5427602 1.113051 0.6268198 0.8017157 0.9086077  22    1563  0.51908500
## 231  0.8334585 1.491971 0.4862823 0.3669615 1.4459058  23    3205  0.02907731
## 241  0.4827580 1.485481 1.6079532 1.5046177 1.1797727  24    1972  0.61786487
## 251  0.4359428 1.790809 0.7010084 1.4349328 0.1420784  25     449  0.53962151
## 261  0.2758939 1.551759 1.2103743 1.1025986 1.4579780  26    4071  0.39844081
## 271  0.8269905 1.256200 1.7394743 0.1674132 0.1320862  27    5569  0.16205412
## 281  0.1351198 1.806480 1.2512131 0.8495926 0.1915091  28    7300  0.48271906
## 291  0.8310492 1.515287 0.3602487 1.6572156 0.4572146  29    8341  0.36364488
## 301  0.2928074 1.920315 1.8950099 1.3389780 1.1354766  30    8706  0.47949402
## 311  0.9656860 1.015178 0.7122407 1.7436741 0.1567522  31    2938  0.48254570
## 321  0.5859068 1.671456 0.3888726 1.2445087 0.7538126  32    3556  0.46600115
## 331  0.1836490 1.617650 0.5456082 0.9995934 0.6926106  33    3195  0.36874797
## 341  0.2495024 1.433364 1.4629396 1.6671877 1.9050454  34    9105  0.44247451
## 351  0.7149232 1.321293 0.6670285 1.6526669 1.8823944  35    1484  0.52729944
## 361  0.7963938 1.043942 0.2138989 1.8440551 0.6468270  36    3082  0.38620052
## 371  0.8829243 1.472098 1.4909552 0.1901553 0.5218096  37    4264  0.55578166
## 381  0.8578639 1.566705 1.8534863 0.3531618 0.8886306  38    3990  0.56822995
## 391  0.1585434 1.495566 1.3089013 1.6252998 0.8950849  39    5338  0.41549323
## 401  0.7588487 1.018313 1.8393594 0.9778787 0.9767565  40    7554  0.55394753
## 411  0.4587242 1.775144 0.7586659 0.7838023 1.3493877  41    5350  0.48423515
## 421  0.6629661 1.141354 1.4947749 0.9119686 0.5051173  42    5500  0.52708593
## 431  0.6477406 1.490181 1.0500842 1.9492833 1.7236081  43    1654  0.49108845
## 441  0.5052261 1.466623 1.5910667 0.4792167 0.2959472  44    1876  0.54798848
## 451  0.5524880 1.952062 1.6170086 1.7507534 0.3255139  45    3207  0.39943284
## 461  0.7170441 1.937923 1.3373281 0.2896211 1.8494068  46    6375  0.42451987
## 471  0.7749825 1.119174 0.1219538 0.8602989 0.9414341  47    8548  0.47090193
## 481  0.7010294 1.982210 0.7367806 0.1788541 1.9773532  48    4880  0.37488887
## 491  0.3609397 1.922647 1.7671781 1.8368581 1.0451828  49    4183  0.59086766
## 501  0.4662874 1.655958 0.8090251 1.3143100 0.1731514  50    2143  0.53999410
## 511  0.8067193 1.606893 0.5764301 1.3970781 1.5319581  51    2330  0.42654891
## 521  0.3392371 1.481623 1.5866547 1.7006390 0.8173217  52    2020  0.55808510
## 531  0.6547475 1.663813 0.6159583 1.3053968 1.9677873  53    7875  0.29520514
## 541  0.4231423 1.173055 1.5909927 0.7201649 1.7930982  54    1268  0.57671559
## 551  0.6953461 1.310516 1.5763484 0.3429903 0.6775710  55    8684  0.51371656
## 561  0.4257431 1.802819 1.0702614 1.5861496 1.1394263  56    9211  0.31530988
## 571  0.9173439 1.108280 1.1504349 0.1481292 0.6703577  57    3145  0.50000380
## 581  0.3611257 1.942548 1.5829453 0.4283435 1.6720663  58    9133 -0.28403567
## 591  0.4023864 1.725622 1.0336530 1.5428414 1.4855253  59    4955  0.40898306
## 601  0.1029674 1.895878 0.9713199 0.9437267 0.6635188  60    9984  0.44020158
## 611  0.2398201 1.269438 1.3630453 0.2555130 1.9682911  61    5942  0.42585949
## 621  0.5657578 1.699274 1.7350642 1.9852649 1.8089662  62    8628  0.42986024
## 631  0.9134312 1.927786 1.7098080 0.5491959 1.1974579  63     957 -0.07397819
## 641  0.4087299 1.838281 0.5001039 0.5105957 0.4259500  64    2285  0.38542603
## 651  0.1576350 1.267852 0.7351321 0.4346573 1.5267460  65    5681  0.48720177
## 661  0.7227281 1.098196 1.9822744 0.2319058 0.8760266  66    1947  0.47156471
## 671  0.8740734 1.622351 0.8777977 1.1823886 0.5309829  67     845  0.49514451
## 681  0.5116014 1.877803 1.6568406 1.2911159 0.3520610  68    7539  0.38463882
## 691  0.1043446 1.884650 1.4608019 0.6609094 1.1351344  69    4271  0.37193128
## 701  0.5167536 1.119411 1.0020938 1.7034683 1.2504541  70    8331  0.51670314
## 711  0.7321770 1.587419 1.8824240 0.5364835 0.7560616  71    5865  0.44218820
## 721  0.5303160 1.273739 0.1602665 1.5403275 0.4443254  72    2316  0.36513216
## 731  0.2823715 1.888729 1.7940037 1.1612943 1.1100907  73    4499  0.59782640
## 741  0.6031492 1.470844 0.8485784 1.7306747 1.7029189  74    6289  0.13967238
## 751  0.6067251 1.017915 0.9090705 1.1682898 0.4638096  75    1154  0.51660183
## 761  0.2389526 1.207515 1.0472773 0.7922654 0.5028838  76    7725  0.43859664
## 771  0.8183783 1.151163 1.6909829 0.6514329 1.5508190  77    9197  0.54357620
## 781  0.1890553 1.085917 1.7917308 1.8942517 1.8363142  78    8428  0.46073430
## 791  0.9039337 1.225147 1.1097854 1.7296965 0.2086141  79    4200  0.54648472
## 801  0.2141346 1.965886 1.3062652 0.8471567 0.6849244  80    2527  0.27128908
## 811  0.3982131 1.075209 1.0002238 1.2533147 1.9453240  81    9755  0.48251249
## 821  0.7262259 1.512598 0.6390635 1.8647809 1.7652581  82    9075  0.54037250
## 831  0.1602076 1.248644 1.1139539 1.3251101 0.6170666  83    3905  0.32551010
## 841  0.3022057 1.278082 1.9487846 0.9299134 0.8390537  84    2249  0.45375688
## 851  0.9443189 1.794227 0.7456548 1.6719572 0.5983341  85    5395  0.42569839
## 861  0.6871752 1.368389 1.9170100 0.8812996 0.8780708  86    3468  0.45171040
## 871  0.3894855 1.589910 1.2216554 0.9372036 1.1720598  87    7965  0.58523812
## 881  0.9848534 1.772705 0.8671940 1.7860344 1.0641455  88    1059  0.56067161
## 891  0.1138917 1.220230 1.5467404 1.4556207 1.3425294  89    3243  0.14566816
## 901  0.3913392 1.854240 1.4591839 1.7998938 1.3816965  90    3422  0.57586983
## 911  0.8020529 1.717630 1.1272127 1.7877772 1.3672699  91    1976  0.43275331
## 921  0.4519378 1.031732 1.7582843 1.9109898 1.5069229  92    7203  0.53645552
## 931  0.9359588 1.222103 1.4178769 0.7000315 1.3374936  93    8203  0.55063752
## 941  0.2260445 1.733849 1.7512208 1.8849729 1.9252816  94    9396  0.44853572
## 951  0.5864369 1.613954 1.7237974 1.9055427 1.5576671  95    9671  0.36637332
## 961  0.5184576 1.668828 1.9737770 1.3743234 0.1460003  96    1610  0.41444790
## 971  0.5781218 1.408159 0.3342801 0.7341729 1.5193627  97    4396  0.44960853
## 981  0.8448135 1.238113 1.1840689 0.2000965 0.9007070  98    2500  0.50432576
## 991  0.3644972 1.426229 0.2035409 1.3471088 0.5743651  99    4276  0.41890652
## 1001 0.1824002 1.261826 1.3843192 0.3036789 1.6543126 100    8228  0.54396962
## 1011 0.9770902 1.506994 0.1330287 1.5865991 1.9857508 101    4848  0.35880001
## 1021 0.2960067 1.700788 0.1783883 0.7263070 0.3426174 102    6491 -0.02655148
## 1031 0.1010367 1.148296 1.8072445 0.5281314 1.8146136 103    8302  0.51539719
## 1041 0.2446619 1.689150 1.9254960 0.6772172 1.5577410 104    1026  0.35519316
## 1051 0.1732364 1.722980 0.1132590 0.1629137 1.0322452 105    3912  0.48898880
## 1061 0.4770520 1.440039 1.0946250 1.6822009 1.6661133 106    6007  0.57474075
## 1071 0.9411201 1.706236 0.9369930 0.7418955 1.2455891 107     876  0.48697203
## 1081 0.4164512 1.203028 1.6516975 0.2811060 0.2652905 108    3483  0.40652056
## 1091 0.8691420 1.622468 0.7881594 0.4581952 0.8344956 109     375  0.33302520
## 1101 0.5930767 1.992251 1.5376344 1.5970949 0.3677350 110    3968  0.39500227
## 1111 0.5373446 1.301064 0.3427828 1.4713491 1.1545687 111    5346  0.48744415
## 1121 0.7299441 1.475577 0.5607066 1.9131312 1.9563841 112    9673  0.44010596
## 1131 0.7648324 1.735384 1.4747708 1.9064473 1.6919508 113    6712  0.50971561
## 1141 0.9939214 1.370060 1.1538367 1.1061251 1.5742408 114    2079  0.56652684
## 1151 0.9488705 1.834362 0.9925333 0.1677415 0.3028531 115    4810  0.51644820
## 1161 0.9907196 1.087219 1.8245058 1.8153820 1.6686304 116    1793  0.52973215
## 1171 0.2324361 1.314174 0.2774932 0.2219844 1.4360485 117    2795  0.41974845
## 1181 0.8113679 1.846874 0.4647595 0.1125369 0.2796997 118    6082  0.42672652
## 1191 0.6540369 1.519089 1.0218438 0.9700511 1.0506610 119    7437  0.54436420
## 1201 0.3788631 1.945699 0.7229007 1.5753993 1.0127118 120    7348  0.47381703
## 1211 0.3565116 1.104670 0.6481077 1.6097515 1.5842461 121    3948  0.39174770
## 1221 0.7712741 1.596894 1.8603426 1.7809312 0.8063125 122    1587  0.43759932
## 1231 0.5319367 1.988797 0.8686139 1.4146791 1.4203240 123    4045  0.51384996
## 1241 0.8777057 1.931710 1.6028624 1.6439319 1.8319045 124    3717  0.55466379
## 1251 0.4986869 1.824550 1.3028174 1.6510326 1.7069165 125    8380  0.59943377
## 1261 0.6857233 1.731275 0.9535439 0.5654755 1.4751119 126    8735  0.25624230
## 1271 0.9909522 1.199111 1.4008128 0.5828178 1.8546103 127    9025  0.31970754
## 1281 0.7903447 1.308595 1.0412713 1.6882814 1.7845142 128    4562  0.36950265
## 1291 0.2358183 1.637676 1.3263462 1.2137031 0.1075825 129    6985  0.28421261
## 1301 0.4944341 1.256595 1.2850418 1.4420176 0.6330931 130    8747  0.58365409
## 1311 0.7491883 1.362206 0.7707655 0.8507148 0.1737646 131    4800  0.50286613
## 1321 0.8497211 1.978994 1.3587446 1.2975044 1.0622923 132      45  0.53040868
## 1331 0.5461652 1.382095 0.2284736 1.2075014 0.9643034 133    2187  0.34781742
## 1341 0.5364486 1.917176 1.0250913 1.0903407 0.5974655 134    1196  0.53184328
## 1351 0.2858342 1.343734 1.7841685 0.2703308 0.3953771 135    6110  0.35466205
## 1361 0.2545562 1.456646 1.6066604 1.9966373 0.7812533 136    9971  0.43533938
## 1371 0.1017840 1.215610 1.0751875 1.2290681 0.1817609 137     931  0.30546977
## 1381 0.8925405 1.053376 0.3090296 0.8589498 1.8134557 138    9163  0.43921597
## 1391 0.4633693 1.768176 0.4447964 1.9351294 1.6211408 139    4864  0.52677170
## 1401 0.2677577 1.206783 0.4496588 1.3539189 1.3148902 140    9182  0.29719581
## 1411 0.8739679 1.234111 0.3951928 1.5633054 1.3191087 141    6996  0.47449767
## 1421 0.4170257 1.093175 0.1032073 0.4891047 1.4303958 142    3457  0.40402945
## 1431 0.3192292 1.244905 0.5666888 0.8283532 0.6508318 143    1492  0.31498534
## 1441 0.2295410 1.830657 1.2940180 0.2510849 1.9270428 144    4758 -0.01744736
## 1451 0.3039034 1.797718 1.3810875 0.6042756 1.7676304 145    9670  0.46294807
## 1461 0.7076037 1.897334 0.6006708 1.6141968 0.7931006 146    3456  0.51847673
## 1471 0.9513885 1.766138 0.1854722 1.6016338 1.7371530 147    3982  0.32708639
## 1481 0.6303228 1.473222 1.0589404 0.6005708 0.6134246 148    2678  0.55370543
## 1491 0.3616049 1.052176 1.7778879 0.1136267 1.2022655 149    4360  0.37172758
## 1501 0.1179867 1.335647 0.3188069 1.1888536 0.8521090 150    7667  0.38248660
## 1511 0.1656758 1.760657 0.4173679 1.0743201 0.3850700 151    6283  0.32423028
## 1521 0.1203709 1.284212 1.0125490 1.2627971 1.0882511 152    2017  0.46568813
## 1531 0.2599626 1.814201 0.6430869 1.6338019 1.8920706 153    2788  0.54993950
## 1541 0.5963412 1.671546 1.2576336 0.4290395 0.2736196 154    3773  0.35329004
## 1551 0.7990457 1.960575 0.7073373 0.9286347 1.4949391 155    8591 -0.14854191
## 1561 0.6372070 1.843659 1.2343696 1.0417615 1.0754909 156    2435  0.56816491
## 1571 0.9251704 1.753979 1.3343816 0.1260691 1.3611393 157    3293  0.50576590
## 1581 0.8521267 1.682237 0.8115295 1.8226988 0.2126946 158    8271  0.51286229
## 1591 0.3681972 1.574113 1.6669638 1.9535908 0.8608421 159    8837  0.58792384
## 1601 0.3141412 1.817805 1.4383489 0.1064938 0.5858059 160    7722  0.42149538
## 1611 0.4136634 1.161507 0.9251244 0.5065498 1.2015339 161    2796 -0.09977266
## 1621 0.5556816 1.175738 0.9109953 0.1404188 1.5969471 162    8277  0.46916459
## 1631 0.4894011 1.390807 0.5374263 0.8112909 0.2628929 163    7091  0.52126490
## 1641 0.9092920 1.545775 1.1641820 1.2732627 0.2268417 164    9286  0.57576507
## 1651 0.5140914 1.462373 1.0481193 1.1454374 1.4047692 165    1959  0.37529134
## 1661 0.6216900 1.194379 0.6529417 0.8391238 0.3074667 166    4827  0.48188549
## 1671 0.6749858 1.393753 1.4781267 1.7340715 1.0726063 167    9304  0.61737232
## 1681 0.9009370 1.839565 1.9335385 0.3086293 1.6421173 168    1926 -0.29059784
## 1691 0.8600742 1.061966 0.6314816 0.3043096 0.6029331 169    6261  0.41334965
## 1701 0.3055720 1.407068 1.7328504 0.5755190 1.4348930 170    2799  0.55440561
## 1711 0.2123924 1.785464 0.5887529 0.6292987 1.3014530 171    7486  0.44130269
## 1721 0.7475227 1.858103 1.5462597 0.8919750 0.3753434 172    8598  0.35262857
## 1731 0.9927075 1.331067 1.4105950 0.8222017 0.7943906 173    1788  0.40459736
## 1741 0.9563708 1.972304 1.6806198 0.7362753 1.2754766 174    5374  0.49208331
## 1751 0.8252559 1.884526 0.2536385 1.8708804 0.5470453 175    3846  0.38046145
## 1761 0.1448404 1.210054 0.1487693 1.0505763 1.7194543 176    8347  0.40358777
## 1771 0.4427051 1.187511 0.6710835 0.3299363 1.5467531 177    6037  0.38161694
## 1781 0.7102452 1.596645 1.9620480 0.4099895 0.7825564 178    1102  0.51501051
## 1791 0.2040285 1.603233 0.4573923 1.4686293 1.9408512 179    5182  0.52737935
## 1801 0.4868565 1.381962 0.8218856 1.5279642 0.9781273 180    8008  0.55439654
## 1811 0.8886664 1.404344 0.9695570 1.2437340 1.2341145 181    1235  0.40161183
## 1821 0.4585114 1.337961 1.5119045 1.0054768 1.5809498 182    8667  0.42871857
## 1831 0.9327815 1.056411 0.8605852 1.4541394 0.6159441 183    6155  0.52576806
## 1841 0.7374550 1.317708 1.0524003 0.3168248 1.3682026 184    6435  0.54466165
## 1851 0.6444897 1.414906 0.9869165 0.1191471 1.3962181 185    4015  0.40583047
## 1861 0.4698743 1.182857 0.3195071 0.1459851 1.5704044 186     410  0.41127939
## 1871 0.6185742 1.524077 1.7588786 1.1647862 0.3337552 187    9865  0.47997745
## 1881 0.3790526 1.027566 1.5556837 1.2729775 0.8651659 188    8281  0.40296302
## 1891 0.2384358 1.564945 1.5319796 1.2653367 0.4688404 189    5985  0.55143144
## 1901 0.7815756 1.557064 1.0843094 1.0243521 0.8801281 190    4114  0.51720612
## 1911 0.1110389 1.201020 0.1893227 0.9598376 1.1303977 191    4248  0.49463298
## 1921 0.2618014 1.959193 0.1420368 0.9980998 1.2181060 192    7905  0.46563418
## 1931 0.9854477 1.590400 1.4832742 1.3930883 0.4312915 193    2725  0.59022384
## 1941 0.5788082 1.164015 1.8934381 1.8381362 0.6898617 194    5954  0.48941157
## 1951 0.1384351 1.892572 0.8404353 0.8548761 0.3414839 195    1734  0.40350741
## 1961 0.5290107 1.166905 1.9748449 0.3621645 0.2486284 196    6934  0.40629605
## 1971 0.4372890 1.260874 0.8972546 0.9538776 1.8229468 197    6106  0.52587090
## 1981 0.7465465 1.520926 1.5264981 0.8058978 1.1220484 198    2197  0.40142709
## 1991 0.2025982 1.579606 1.7809520 0.6166248 0.7436985 199    4009  0.42623869
## 2001 0.4785887 1.067709 0.2970624 1.7115130 0.9018132 200    3522  0.40270905
## 1102 0.6783060 1.132501 1.3919695 1.4818469 0.5664533   1    3753  0.38658640
## 212  0.9879300 1.689656 0.4035990 1.8010754 1.8939901   2     180  0.43745087
## 312  0.7731696 1.996316 0.5262064 0.3912422 1.3903625   3      18  0.42077832
## 412  0.5566740 1.143725 1.7394242 1.7169723 0.3695991   4    1527  0.56792335
## 512  0.6925011 1.671186 1.6840984 0.4600854 0.4156485   5    3520  0.50355921
## 612  0.6403528 1.348976 1.2642375 0.9351488 0.1695635   6     760  0.50360657
## 712  0.1734727 1.022447 1.6112918 1.9421357 0.7210615   7    6883  0.58853996
## 812  0.9808765 1.908406 1.8541697 0.2786003 1.4339456   8    3075  0.54311245
## 912  0.4058827 1.533629 1.4452822 0.9008716 0.3867170   9      53  0.55708990
## 1012 0.3307847 1.049119 1.1937643 1.9309638 0.7237700  10    2849  0.54312636
## 1112 0.9953312 1.686353 0.1885252 1.1329191 0.4922245  11    7126  0.35110117
## 1212 0.9687587 1.161083 0.1393509 1.2740430 0.4242682  12    9784  0.43095282
## 1312 0.7835257 1.707009 0.4146203 1.2953692 1.7965766  13    4728  0.31495189
## 1412 0.3046643 1.693944 1.2128841 1.1208335 0.3036915  14    2241  0.29201691
## 1512 0.7038465 1.371923 1.3270466 0.7865092 1.8624942  15    9112  0.51504976
## 1612 0.4006223 1.875979 1.1986187 1.4738338 0.4073993  16    2414  0.39149710
## 1712 0.4640270 1.858524 1.1683431 1.5176102 1.2153475  17    7572  0.33623052
## 1812 0.1720911 1.666780 0.2411949 1.5636298 0.6206267  18    3310  0.38642848
## 1912 0.6563373 1.643688 1.4433680 0.5843720 1.2621579  19    9421 -1.12772878
## 202  0.1718767 1.898659 1.9071080 1.9782674 1.2238168  20    4270  0.46679611
## 213  0.8211265 1.867509 1.8264592 1.1013660 1.4483229  21     742  0.43881740
## 222  0.5427602 1.113051 0.6268198 0.8017157 0.9086077  22    1563  0.47780604
## 232  0.8334585 1.491971 0.4862823 0.3669615 1.4459058  23    3205 -0.57361903
## 242  0.4827580 1.485481 1.6079532 1.5046177 1.1797727  24    1972  0.53960296
## 252  0.4359428 1.790809 0.7010084 1.4349328 0.1420784  25     449  0.50319592
## 262  0.2758939 1.551759 1.2103743 1.1025986 1.4579780  26    4071  0.39006563
## 272  0.8269905 1.256200 1.7394743 0.1674132 0.1320862  27    5569 -0.25546973
## 282  0.1351198 1.806480 1.2512131 0.8495926 0.1915091  28    7300  0.47544677
## 292  0.8310492 1.515287 0.3602487 1.6572156 0.4572146  29    8341  0.37688690
## 302  0.2928074 1.920315 1.8950099 1.3389780 1.1354766  30    8706  0.46400861
## 313  0.9656860 1.015178 0.7122407 1.7436741 0.1567522  31    2938  0.39808639
## 322  0.5859068 1.671456 0.3888726 1.2445087 0.7538126  32    3556  0.38823370
## 332  0.1836490 1.617650 0.5456082 0.9995934 0.6926106  33    3195  0.35073583
## 342  0.2495024 1.433364 1.4629396 1.6671877 1.9050454  34    9105  0.41894776
## 352  0.7149232 1.321293 0.6670285 1.6526669 1.8823944  35    1484  0.46374044
## 362  0.7963938 1.043942 0.2138989 1.8440551 0.6468270  36    3082  0.40547030
## 372  0.8829243 1.472098 1.4909552 0.1901553 0.5218096  37    4264  0.53623323
## 382  0.8578639 1.566705 1.8534863 0.3531618 0.8886306  38    3990  0.54674947
## 392  0.1585434 1.495566 1.3089013 1.6252998 0.8950849  39    5338  0.47367856
## 402  0.7588487 1.018313 1.8393594 0.9778787 0.9767565  40    7554  0.54828012
## 413  0.4587242 1.775144 0.7586659 0.7838023 1.3493877  41    5350  0.40914355
## 422  0.6629661 1.141354 1.4947749 0.9119686 0.5051173  42    5500  0.51735822
## 432  0.6477406 1.490181 1.0500842 1.9492833 1.7236081  43    1654  0.50113467
## 442  0.5052261 1.466623 1.5910667 0.4792167 0.2959472  44    1876  0.47458300
## 452  0.5524880 1.952062 1.6170086 1.7507534 0.3255139  45    3207 -0.15833085
## 462  0.7170441 1.937923 1.3373281 0.2896211 1.8494068  46    6375  0.44201137
## 472  0.7749825 1.119174 0.1219538 0.8602989 0.9414341  47    8548  0.42678319
## 482  0.7010294 1.982210 0.7367806 0.1788541 1.9773532  48    4880  0.39594038
## 492  0.3609397 1.922647 1.7671781 1.8368581 1.0451828  49    4183  0.56925830
## 502  0.4662874 1.655958 0.8090251 1.3143100 0.1731514  50    2143  0.51429818
## 513  0.8067193 1.606893 0.5764301 1.3970781 1.5319581  51    2330  0.43152663
## 522  0.3392371 1.481623 1.5866547 1.7006390 0.8173217  52    2020  0.54162727
## 532  0.6547475 1.663813 0.6159583 1.3053968 1.9677873  53    7875  0.30450810
## 542  0.4231423 1.173055 1.5909927 0.7201649 1.7930982  54    1268  0.55338884
## 552  0.6953461 1.310516 1.5763484 0.3429903 0.6775710  55    8684  0.52149878
## 562  0.4257431 1.802819 1.0702614 1.5861496 1.1394263  56    9211  0.32353331
## 572  0.9173439 1.108280 1.1504349 0.1481292 0.6703577  57    3145  0.49242847
## 582  0.3611257 1.942548 1.5829453 0.4283435 1.6720663  58    9133  0.26194838
## 592  0.4023864 1.725622 1.0336530 1.5428414 1.4855253  59    4955  0.41747576
## 602  0.1029674 1.895878 0.9713199 0.9437267 0.6635188  60    9984  0.37283641
## 613  0.2398201 1.269438 1.3630453 0.2555130 1.9682911  61    5942  0.42851130
## 622  0.5657578 1.699274 1.7350642 1.9852649 1.8089662  62    8628  0.45154690
## 632  0.9134312 1.927786 1.7098080 0.5491959 1.1974579  63     957 -1.90713474
## 642  0.4087299 1.838281 0.5001039 0.5105957 0.4259500  64    2285  0.38249280
## 652  0.1576350 1.267852 0.7351321 0.4346573 1.5267460  65    5681  0.47483903
## 662  0.7227281 1.098196 1.9822744 0.2319058 0.8760266  66    1947  0.49976833
## 672  0.8740734 1.622351 0.8777977 1.1823886 0.5309829  67     845  0.48631475
## 682  0.5116014 1.877803 1.6568406 1.2911159 0.3520610  68    7539  0.36725757
## 692  0.1043446 1.884650 1.4608019 0.6609094 1.1351344  69    4271  0.36595511
## 702  0.5167536 1.119411 1.0020938 1.7034683 1.2504541  70    8331  0.42637857
## 713  0.7321770 1.587419 1.8824240 0.5364835 0.7560616  71    5865  0.46938370
## 722  0.5303160 1.273739 0.1602665 1.5403275 0.4443254  72    2316  0.37027879
## 732  0.2823715 1.888729 1.7940037 1.1612943 1.1100907  73    4499  0.57685305
## 742  0.6031492 1.470844 0.8485784 1.7306747 1.7029189  74    6289  0.43403797
## 752  0.6067251 1.017915 0.9090705 1.1682898 0.4638096  75    1154  0.51344963
## 762  0.2389526 1.207515 1.0472773 0.7922654 0.5028838  76    7725  0.44140631
## 772  0.8183783 1.151163 1.6909829 0.6514329 1.5508190  77    9197  0.47125598
## 782  0.1890553 1.085917 1.7917308 1.8942517 1.8363142  78    8428  0.42820353
## 792  0.9039337 1.225147 1.1097854 1.7296965 0.2086141  79    4200  0.48309103
## 802  0.2141346 1.965886 1.3062652 0.8471567 0.6849244  80    2527  0.26593394
## 813  0.3982131 1.075209 1.0002238 1.2533147 1.9453240  81    9755  0.43777155
## 822  0.7262259 1.512598 0.6390635 1.8647809 1.7652581  82    9075  0.49238981
## 832  0.1602076 1.248644 1.1139539 1.3251101 0.6170666  83    3905  0.29843291
## 842  0.3022057 1.278082 1.9487846 0.9299134 0.8390537  84    2249  0.45355581
## 852  0.9443189 1.794227 0.7456548 1.6719572 0.5983341  85    5395  0.42334241
## 862  0.6871752 1.368389 1.9170100 0.8812996 0.8780708  86    3468  0.46083695
## 872  0.3894855 1.589910 1.2216554 0.9372036 1.1720598  87    7965  0.53222712
## 882  0.9848534 1.772705 0.8671940 1.7860344 1.0641455  88    1059  0.51604259
## 892  0.1138917 1.220230 1.5467404 1.4556207 1.3425294  89    3243 -0.97354312
## 902  0.3913392 1.854240 1.4591839 1.7998938 1.3816965  90    3422  0.54110312
## 913  0.8020529 1.717630 1.1272127 1.7877772 1.3672699  91    1976  0.45255504
## 922  0.4519378 1.031732 1.7582843 1.9109898 1.5069229  92    7203  0.52551679
## 932  0.9359588 1.222103 1.4178769 0.7000315 1.3374936  93    8203  0.51583805
## 942  0.2260445 1.733849 1.7512208 1.8849729 1.9252816  94    9396  0.30531882
## 952  0.5864369 1.613954 1.7237974 1.9055427 1.5576671  95    9671  0.38864519
## 962  0.5184576 1.668828 1.9737770 1.3743234 0.1460003  96    1610  0.41442451
## 972  0.5781218 1.408159 0.3342801 0.7341729 1.5193627  97    4396  0.45073314
## 982  0.8448135 1.238113 1.1840689 0.2000965 0.9007070  98    2500  0.51353485
## 992  0.3644972 1.426229 0.2035409 1.3471088 0.5743651  99    4276  0.41814231
## 1002 0.1824002 1.261826 1.3843192 0.3036789 1.6543126 100    8228  0.52454805
## 1013 0.9770902 1.506994 0.1330287 1.5865991 1.9857508 101    4848  0.36126875
## 1022 0.2960067 1.700788 0.1783883 0.7263070 0.3426174 102    6491  0.42621852
## 1032 0.1010367 1.148296 1.8072445 0.5281314 1.8146136 103    8302  0.47687553
## 1042 0.2446619 1.689150 1.9254960 0.6772172 1.5577410 104    1026  0.34132195
## 1052 0.1732364 1.722980 0.1132590 0.1629137 1.0322452 105    3912  0.47868978
## 1062 0.4770520 1.440039 1.0946250 1.6822009 1.6661133 106    6007  0.52777475
## 1072 0.9411201 1.706236 0.9369930 0.7418955 1.2455891 107     876  0.43903739
## 1082 0.4164512 1.203028 1.6516975 0.2811060 0.2652905 108    3483  0.41480750
## 1092 0.8691420 1.622468 0.7881594 0.4581952 0.8344956 109     375  0.35935591
## 1103 0.5930767 1.992251 1.5376344 1.5970949 0.3677350 110    3968  0.40829127
## 1113 0.5373446 1.301064 0.3427828 1.4713491 1.1545687 111    5346  0.43357012
## 1122 0.7299441 1.475577 0.5607066 1.9131312 1.9563841 112    9673  0.44302322
## 1132 0.7648324 1.735384 1.4747708 1.9064473 1.6919508 113    6712  0.49902751
## 1142 0.9939214 1.370060 1.1538367 1.1061251 1.5742408 114    2079  0.51683645
## 1152 0.9488705 1.834362 0.9925333 0.1677415 0.3028531 115    4810  0.47571086
## 1162 0.9907196 1.087219 1.8245058 1.8153820 1.6686304 116    1793  0.51878374
## 1172 0.2324361 1.314174 0.2774932 0.2219844 1.4360485 117    2795  0.40254779
## 1182 0.8113679 1.846874 0.4647595 0.1125369 0.2796997 118    6082  0.43608647
## 1192 0.6540369 1.519089 1.0218438 0.9700511 1.0506610 119    7437  0.48119062
## 1202 0.3788631 1.945699 0.7229007 1.5753993 1.0127118 120    7348  0.45911643
## 1213 0.3565116 1.104670 0.6481077 1.6097515 1.5842461 121    3948  0.39453287
## 1222 0.7712741 1.596894 1.8603426 1.7809312 0.8063125 122    1587  0.46334335
## 1232 0.5319367 1.988797 0.8686139 1.4146791 1.4203240 123    4045  0.43544205
## 1242 0.8777057 1.931710 1.6028624 1.6439319 1.8319045 124    3717  0.41011326
## 1252 0.4986869 1.824550 1.3028174 1.6510326 1.7069165 125    8380  0.54914289
## 1262 0.6857233 1.731275 0.9535439 0.5654755 1.4751119 126    8735 -0.51833548
## 1272 0.9909522 1.199111 1.4008128 0.5828178 1.8546103 127    9025  0.08633359
## 1282 0.7903447 1.308595 1.0412713 1.6882814 1.7845142 128    4562  0.40767450
## 1292 0.2358183 1.637676 1.3263462 1.2137031 0.1075825 129    6985  0.27402997
## 1302 0.4944341 1.256595 1.2850418 1.4420176 0.6330931 130    8747  0.55869700
## 1313 0.7491883 1.362206 0.7707655 0.8507148 0.1737646 131    4800  0.49468157
## 1322 0.8497211 1.978994 1.3587446 1.2975044 1.0622923 132      45  0.51784206
## 1332 0.5461652 1.382095 0.2284736 1.2075014 0.9643034 133    2187  0.36348228
## 1342 0.5364486 1.917176 1.0250913 1.0903407 0.5974655 134    1196  0.43082447
## 1352 0.2858342 1.343734 1.7841685 0.2703308 0.3953771 135    6110  0.33975979
## 1362 0.2545562 1.456646 1.6066604 1.9966373 0.7812533 136    9971  0.41852945
## 1372 0.1017840 1.215610 1.0751875 1.2290681 0.1817609 137     931  0.29213356
## 1382 0.8925405 1.053376 0.3090296 0.8589498 1.8134557 138    9163  0.45247976
## 1392 0.4633693 1.768176 0.4447964 1.9351294 1.6211408 139    4864  0.48093502
## 1402 0.2677577 1.206783 0.4496588 1.3539189 1.3148902 140    9182  0.28142280
## 1413 0.8739679 1.234111 0.3951928 1.5633054 1.3191087 141    6996  0.41967261
## 1422 0.4170257 1.093175 0.1032073 0.4891047 1.4303958 142    3457  0.39185978
## 1432 0.3192292 1.244905 0.5666888 0.8283532 0.6508318 143    1492  0.31200670
## 1442 0.2295410 1.830657 1.2940180 0.2510849 1.9270428 144    4758 -0.88261754
## 1452 0.3039034 1.797718 1.3810875 0.6042756 1.7676304 145    9670  0.45508949
## 1462 0.7076037 1.897334 0.6006708 1.6141968 0.7931006 146    3456  0.49909179
## 1472 0.9513885 1.766138 0.1854722 1.6016338 1.7371530 147    3982  0.33761707
## 1482 0.6303228 1.473222 1.0589404 0.6005708 0.6134246 148    2678  0.52041450
## 1492 0.3616049 1.052176 1.7778879 0.1136267 1.2022655 149    4360  0.36879673
## 1502 0.1179867 1.335647 0.3188069 1.1888536 0.8521090 150    7667  0.41035150
## 1513 0.1656758 1.760657 0.4173679 1.0743201 0.3850700 151    6283  0.31071869
## 1522 0.1203709 1.284212 1.0125490 1.2627971 1.0882511 152    2017  0.45916297
## 1532 0.2599626 1.814201 0.6430869 1.6338019 1.8920706 153    2788  0.51480946
## 1542 0.5963412 1.671546 1.2576336 0.4290395 0.2736196 154    3773  0.37301337
## 1552 0.7990457 1.960575 0.7073373 0.9286347 1.4949391 155    8591  0.41160020
## 1562 0.6372070 1.843659 1.2343696 1.0417615 1.0754909 156    2435  0.54113174
## 1572 0.9251704 1.753979 1.3343816 0.1260691 1.3611393 157    3293  0.49997127
## 1582 0.8521267 1.682237 0.8115295 1.8226988 0.2126946 158    8271  0.51736317
## 1592 0.3681972 1.574113 1.6669638 1.9535908 0.8608421 159    8837  0.57185955
## 1602 0.3141412 1.817805 1.4383489 0.1064938 0.5858059 160    7722  0.42895914
## 1613 0.4136634 1.161507 0.9251244 0.5065498 1.2015339 161    2796  0.28678170
## 1622 0.5556816 1.175738 0.9109953 0.1404188 1.5969471 162    8277  0.47140865
## 1632 0.4894011 1.390807 0.5374263 0.8112909 0.2628929 163    7091  0.50168605
## 1642 0.9092920 1.545775 1.1641820 1.2732627 0.2268417 164    9286  0.51542582
## 1652 0.5140914 1.462373 1.0481193 1.1454374 1.4047692 165    1959  0.36817767
## 1662 0.6216900 1.194379 0.6529417 0.8391238 0.3074667 166    4827  0.45959901
## 1672 0.6749858 1.393753 1.4781267 1.7340715 1.0726063 167    9304  0.54595912
## 1682 0.9009370 1.839565 1.9335385 0.3086293 1.6421173 168    1926  0.45380968
## 1692 0.8600742 1.061966 0.6314816 0.3043096 0.6029331 169    6261  0.41656576
## 1702 0.3055720 1.407068 1.7328504 0.5755190 1.4348930 170    2799  0.47678652
## 1713 0.2123924 1.785464 0.5887529 0.6292987 1.3014530 171    7486  0.42482706
## 1722 0.7475227 1.858103 1.5462597 0.8919750 0.3753434 172    8598  0.38585887
## 1732 0.9927075 1.331067 1.4105950 0.8222017 0.7943906 173    1788  0.52860074
## 1742 0.9563708 1.972304 1.6806198 0.7362753 1.2754766 174    5374  0.49574719
## 1752 0.8252559 1.884526 0.2536385 1.8708804 0.5470453 175    3846  0.39686632
## 1762 0.1448404 1.210054 0.1487693 1.0505763 1.7194543 176    8347  0.33690734
## 1772 0.4427051 1.187511 0.6710835 0.3299363 1.5467531 177    6037  0.37982972
## 1782 0.7102452 1.596645 1.9620480 0.4099895 0.7825564 178    1102  0.51629680
## 1792 0.2040285 1.603233 0.4573923 1.4686293 1.9408512 179    5182  0.48873031
## 1802 0.4868565 1.381962 0.8218856 1.5279642 0.9781273 180    8008  0.52000140
## 1813 0.8886664 1.404344 0.9695570 1.2437340 1.2341145 181    1235  0.42071435
## 1822 0.4585114 1.337961 1.5119045 1.0054768 1.5809498 182    8667  0.43994833
## 1832 0.9327815 1.056411 0.8605852 1.4541394 0.6159441 183    6155  0.49367401
## 1842 0.7374550 1.317708 1.0524003 0.3168248 1.3682026 184    6435  0.52001516
## 1852 0.6444897 1.414906 0.9869165 0.1191471 1.3962181 185    4015  0.33444192
## 1862 0.4698743 1.182857 0.3195071 0.1459851 1.5704044 186     410  0.39938768
## 1872 0.6185742 1.524077 1.7588786 1.1647862 0.3337552 187    9865  0.49064656
## 1882 0.3790526 1.027566 1.5556837 1.2729775 0.8651659 188    8281  0.41128252
## 1892 0.2384358 1.564945 1.5319796 1.2653367 0.4688404 189    5985  0.53661100
## 1902 0.7815756 1.557064 1.0843094 1.0243521 0.8801281 190    4114  0.45255495
## 1913 0.1110389 1.201020 0.1893227 0.9598376 1.1303977 191    4248  0.47805441
## 1922 0.2618014 1.959193 0.1420368 0.9980998 1.2181060 192    7905  0.45383519
## 1932 0.9854477 1.590400 1.4832742 1.3930883 0.4312915 193    2725  0.51914626
## 1942 0.5788082 1.164015 1.8934381 1.8381362 0.6898617 194    5954  0.48900351
## 1952 0.1384351 1.892572 0.8404353 0.8548761 0.3414839 195    1734  0.28821905
## 1962 0.5290107 1.166905 1.9748449 0.3621645 0.2486284 196    6934  0.43540983
## 1972 0.4372890 1.260874 0.8972546 0.9538776 1.8229468 197    6106  0.45286264
## 1982 0.7465465 1.520926 1.5264981 0.8058978 1.1220484 198    2197  0.42685546
## 1992 0.2025982 1.579606 1.7809520 0.6166248 0.7436985 199    4009  0.40438409
## 2002 0.4785887 1.067709 0.2970624 1.7115130 0.9018132 200    3522  0.40902709
##             lnNSE         KGE         smNSE       smlnNSE        smKGE
## 1     0.258891075  0.30171119  -1.861275659  -1.469796221  0.014105434
## 2     0.197714755  0.41331379  -0.093730990  -0.150638655  0.172675430
## 3     0.110128011  0.32837590  -0.868930159  -0.731175780  0.057809200
## 4     0.551581942  0.56714399  -0.767696705  -0.695327924  0.080411375
## 5     0.333050687  0.40951322   0.095122329   0.160915900  0.142668108
## 6     0.407942419  0.49674364  -0.213390141  -0.258734883  0.067292867
## 7     0.551547662  0.61318269   0.234859623   0.174769771  0.348942545
## 8     0.460503128  0.61625095   0.316564992   0.331646921  0.314830785
## 9     0.470920511  0.56813016  -0.385488934  -0.264143339  0.072734606
## 10    0.491664960  0.57877461  -0.617497932  -0.586489960  0.089205023
## 11    0.307613482  0.59733686  -1.408229425  -1.409482673 -0.443490280
## 12    0.155756712  0.41154916  -2.824423096  -2.082593450  0.046330016
## 13    0.012409474  0.26982713   0.259885233   0.202010693  0.224672990
## 14    0.100908353  0.23837890  -0.325722227  -0.199657711  0.347191154
## 15    0.370813816  0.50489324  -0.112540221  -0.147716222  0.191756235
## 16    0.435941473  0.66133074  -5.079604470  -6.852355779  0.049570617
## 17    0.447017730  0.65777962  -5.746880491  -8.219989285  0.051423858
## 18    0.026413995  0.30628341   0.215915249   0.277967312  0.395994348
## 19    0.256371111  0.40490662 -15.704360881 -35.899991124 -0.565109164
## 20    0.429111988  0.46071576  -2.844579942  -3.272624573  0.342311562
## 21    0.297654608  0.35408637   0.410126252   0.402813897  0.341316539
## 22    0.340893336  0.54117914  -1.292830565  -1.097172337 -0.006206468
## 23    0.212588243  0.46651995  -8.834187258 -14.549018874 -0.525770203
## 24    0.540630014  0.69787822  -0.433109127  -0.344702916 -0.015833073
## 25    0.356790575  0.56588980  -0.525566825  -0.403216294  0.226939141
## 26    0.208913400  0.33021510  -0.027511365   0.084174785  0.341820016
## 27    0.199983969  0.53454240  -4.080830659  -5.538076213 -0.352867994
## 28    0.264416168  0.40801597  -1.391446810  -1.360892026  0.338673827
## 29    0.061985406  0.30280185  -0.072144579  -0.117306595  0.167867300
## 30    0.368436503  0.40501281  -2.861055203  -3.226732754  0.275593125
## 31    0.412213234  0.64602670  -2.893670015  -2.168145264 -0.373590972
## 32    0.343085059  0.61790698  -0.939844294  -0.865487079 -0.067704541
## 33    0.082044262  0.32935859  -1.103929795  -1.015149899  0.279142793
## 34    0.316159845  0.36613602   0.438563843   0.464369132  0.413841430
## 35    0.417314226  0.63213856  -0.170989265  -0.190865466 -0.272445919
## 36    0.163615073  0.42928209  -3.743324853  -2.646719703  0.051346594
## 37    0.438416920  0.55408894  -0.299566055  -0.315787790  0.190968622
## 38    0.501844142  0.57944219  -0.071421433  -0.096917462 -0.497682182
## 39    0.346856651  0.45074181   0.395497533   0.424997346  0.397861076
## 40    0.483287436  0.51544568  -3.570950213  -2.556465715  0.012925741
## 41    0.381188047  0.63821955  -7.393372631 -11.017642485 -0.214323606
## 42    0.441258388  0.49507950  -1.438756053  -1.203817093 -0.241571558
## 43    0.353579788  0.43111810   0.153262963   0.135313917  0.055074873
## 44    0.479216378  0.67881025  -1.809548708  -1.894870059 -0.216397470
## 45    0.517871242  0.64067840  -9.408224559 -16.142130144 -0.044684061
## 46    0.242781061  0.34929206  -0.851733663  -0.711889752  0.029682446
## 47    0.281266768  0.54551740  -1.888814423  -1.516342412 -0.283888860
## 48    0.090538934  0.29361097  -1.043140961  -0.909459931  0.091292136
## 49    0.535953146  0.55974251  -1.343664470  -1.294102458  0.316897322
## 50    0.359573745  0.54112305  -1.057383002  -0.931239908  0.126292628
## 51    0.192120238  0.36014651   0.056599930   0.031211061 -0.104492009
## 52    0.475602105  0.51318467   0.180627855   0.243279311  0.286694272
## 53    0.028385160  0.23071766   0.327557270   0.295464234  0.253897244
## 54    0.477348196  0.56756620  -0.143113671  -0.191302903  0.026050130
## 55    0.388062837  0.46435735  -0.505865746  -0.493087854  0.035617410
## 56    0.116236264  0.24134839  -1.229315430  -1.123588945  0.231161399
## 57    0.369516366  0.49005363  -3.662328650  -2.637459725 -0.232879619
## 58    0.040044137  0.15692994  -1.433433712  -1.406777463  0.323123675
## 59    0.186677696  0.33795592  -0.726444552  -0.585273840  0.262178598
## 60    0.390968304  0.64003168 -12.496391028 -24.423213099 -0.074570333
## 61    0.217637130  0.35241121   0.335456744   0.356456249  0.292488458
## 62    0.342159057  0.34394759  -0.164347118  -0.013135213  0.288225270
## 63    0.351329445  0.38106741 -18.561283736 -49.953066334 -0.534045845
## 64    0.069948319  0.31581548  -1.176050157  -1.081181315  0.215635682
## 65    0.214344883  0.43061769   0.216264315   0.152455962  0.360549424
## 66    0.384292079  0.43370487  -2.695972253  -2.025688188  0.028709770
## 67    0.354034886  0.46781038  -0.026646944  -0.049052651 -0.390901876
## 68    0.264430926  0.30844408   0.255492296   0.327198932  0.410577940
## 69    0.359383783  0.48790015  -1.216893220  -1.147732180  0.324640236
## 70    0.392111715  0.65179939  -0.462091885  -0.437407611  0.106013125
## 71    0.296079837  0.36499136   0.282756604   0.266155674  0.191867330
## 72    0.002354142  0.30905010  -0.146329041  -0.166817245  0.244472772
## 73    0.502627396  0.58658568  -1.710585093  -1.728813893  0.290284571
## 74    0.407402717  0.56892892   0.259451567   0.209431285  0.235737796
## 75    0.347364193  0.48275937  -2.446212861  -1.858557366  0.013022546
## 76    0.223415334  0.37369156   0.333773350   0.301898947  0.249089734
## 77    0.490572421  0.68949283  -1.546326360  -1.281932596 -0.480492541
## 78    0.370338633  0.37651559   0.086471928   0.060898751  0.423747855
## 79    0.481234862  0.67377274  -1.563749609  -1.294841742 -0.517419707
## 80    0.069463099  0.20623996  -2.531793511  -2.810736586  0.310893863
## 81    0.313113105  0.48781897  -4.730754776  -2.940877540  0.303790293
## 82    0.392167170  0.59723891   0.045705278   0.051627192 -0.131639354
## 83    0.108168564  0.26037542   0.415696952   0.372859031  0.384371502
## 84    0.347126219  0.37866187   0.357508913   0.336096936  0.269242148
## 85    0.189852053  0.34169466   0.105581788   0.130480002  0.014966013
## 86    0.328869559  0.37751841  -0.030692305  -0.065680549  0.165819141
## 87    0.476696501  0.63786931  -1.447919300  -1.383042123  0.002553318
## 88    0.459256096  0.62141975  -0.093545012  -0.064403154 -0.369497109
## 89    0.418077602  0.50177820 -15.072590620 -35.764529357 -0.224024839
## 90    0.484264089  0.54529050   0.487930653   0.498690820  0.445420672
## 91    0.280583667  0.35323611   0.189495750   0.219945535  0.149342088
## 92    0.509616726  0.47866776  -1.213793683  -1.034259940  0.032158175
## 93    0.491852773  0.60012655  -1.091980313  -0.946917961 -0.399914475
## 94    0.557250675  0.69337463  -7.084116695 -10.878377769  0.062127806
## 95    0.275434535  0.28374342   0.135445080   0.236224513  0.264487569
## 96    0.338018488  0.33613609   0.106341330   0.208134320  0.309756247
## 97    0.180107446  0.40879297   0.001896904  -0.031945758 -0.220277261
## 98    0.323173826  0.44786379  -1.490957399  -1.217076708  0.023245954
## 99    0.082198604  0.36902624   0.118100951   0.170226706  0.168650112
## 100   0.357295217  0.51146371   0.181555466   0.126051709  0.388856131
## 101   0.032650551  0.30354251  -0.166322691  -0.181568218  0.112435221
## 102   0.046526302  0.35415865  -1.430367374  -1.402917620  0.254872726
## 103   0.348446452  0.45874627  -2.652483753  -1.883792309  0.375784266
## 104   0.188996050  0.27098669  -0.495449672  -0.369468703  0.371602005
## 105   0.157535119  0.45959368  -3.253167343  -3.821849820  0.191569306
## 106   0.481206021  0.62556586   0.278430912   0.270317868  0.272087637
## 107   0.393094730  0.65201547  -1.091583508  -1.055697228 -0.410718165
## 108   0.265201035  0.36918528  -0.146278943  -0.169542568  0.284603401
## 109   0.082810836  0.26096793   0.167094698   0.119137120  0.130617431
## 110   0.256896099  0.30503366  -1.324228470  -1.224586090  0.214012613
## 111   0.335797231  0.60221053  -0.098012568  -0.099049570 -0.184391799
## 112   0.234212893  0.39824408  -0.066269707  -0.121809832 -0.024964178
## 113   0.459103626  0.45889677  -0.083504405  -0.019434112 -0.065446950
## 114   0.448938274  0.57612685  -1.412377964  -1.167346431  0.108269099
## 115   0.422522144  0.61216113  -1.842318916  -1.899823018 -0.306176732
## 116   0.490236654  0.47686241  -4.332947063  -2.994238413  0.034570761
## 117   0.121213044  0.38609485   0.345982627   0.349573426  0.298610120
## 118   0.125139637  0.36423652   0.161845889   0.195285765  0.166166765
## 119   0.431124360  0.64038293  -0.068088312  -0.033911537 -0.166985131
## 120   0.236692765  0.41962656  -1.469617094  -1.440538689  0.286121525
## 121   0.173059200  0.34022845  -0.359701753  -0.367196673  0.133392674
## 122   0.357362813  0.35352475   0.378388462   0.364457767  0.282781982
## 123   0.428420214  0.65738215  -4.451848261  -5.516640438 -0.164000586
## 124   0.530235109  0.70086488  -5.305987676  -7.158617957 -0.263348796
## 125   0.506768020  0.61937679  -1.360333362  -1.269003447  0.060931521
## 126   0.348954461  0.58157722  -8.029200822 -12.897193602 -0.118230436
## 127   0.294350952  0.61372896  -1.438328333  -1.686800070 -0.318505653
## 128   0.191436215  0.29401125  -0.878742611  -0.770911248  0.119723843
## 129   0.098207368  0.21281032  -1.023050862  -0.921986315  0.315865524
## 130   0.477757637  0.56812979  -0.466642540  -0.453489169  0.236473769
## 131   0.328720762  0.48069449  -0.460345964  -0.459687109 -0.247489822
## 132   0.431798421  0.49346010  -0.575985929  -0.450425155 -0.077356983
## 133   0.009460607  0.27907929   0.120392770   0.082070855  0.048764324
## 134   0.387001883  0.57121809  -0.561606463  -0.422403490  0.294970376
## 135   0.167746350  0.28075778  -0.478269390  -0.393816953  0.432879846
## 136   0.305842160  0.33318255   0.468569243   0.497412802  0.454937508
## 137   0.101085864  0.24112895   0.356461703   0.392208288  0.354441017
## 138   0.145162544  0.37781119  -4.467264183  -3.100978023 -0.131398975
## 139   0.342219110  0.58529169  -0.921483709  -0.800369816  0.175205742
## 140  -0.012323450  0.24261412   0.225539941   0.165478548  0.274052310
## 141   0.369289657  0.61409667  -0.870330321  -0.781859771 -0.430297192
## 142   0.077071970  0.37404575  -0.332329101  -0.318038658  0.218261152
## 143   0.039444390  0.25917354   0.242686838   0.182860607  0.254608698
## 144   0.349992342  0.45740427 -19.346994294 -53.140562382 -0.446709398
## 145   0.297552451  0.42931756  -1.737335572  -1.747272324  0.278960202
## 146   0.321649888  0.51574649  -1.245028531  -1.137580222 -0.139451963
## 147  -0.005642703  0.25776355   0.109544467   0.133482534  0.020433300
## 148   0.399790702  0.54997048   0.011180806  -0.058486594  0.219517109
## 149   0.200440235  0.30055466  -1.508303494  -1.166266193  0.322158159
## 150   0.125189053  0.43596044   0.194284462   0.250621277  0.298032598
## 151  -0.021663139  0.25634080  -1.465464433  -1.444739617  0.297078763
## 152   0.220359590  0.38436145   0.352862142   0.296830576  0.388709198
## 153   0.372896966  0.59232085  -2.625571012  -2.865756029  0.188589033
## 154   0.147875066  0.29233729   0.193887398   0.255065707  0.246027432
## 155   0.407699989  0.53842086  -0.582241869  -0.433436841  0.100616002
## 156   0.431355933  0.57422199   0.292886966   0.317654236  0.311161591
## 157   0.382317033  0.49488433   0.013932688   0.067995077  0.081184013
## 158   0.333168652  0.45575421   0.068304226   0.077783797 -0.052165649
## 159   0.534287847  0.54470279  -0.305522130  -0.179596615  0.248927511
## 160   0.236168138  0.35020488  -2.185938585  -2.289772543  0.231200211
## 161   0.079839636  0.34047771  -0.398692240  -0.382831891  0.217672018
## 162   0.237124325  0.41581140  -1.148675541  -0.955148305  0.206693787
## 163   0.298238084  0.50088029   0.087669083   0.091797612 -0.011915270
## 164   0.484924916  0.64617343  -0.066166148  -0.099935123 -0.267154011
## 165   0.176192860  0.33621389   0.226231122   0.160298262  0.320435089
## 166   0.350901798  0.59473200  -0.441328513  -0.426701806 -0.163849912
## 167   0.541519872  0.66659975   0.011314903  -0.051343865  0.056235782
## 168   0.368802095  0.53093887   0.068172385   0.162914168  0.172253504
## 169   0.162147046  0.35640051  -4.026774921  -2.833391379 -0.045191554
## 170   0.471399322  0.68842821  -2.997411057  -3.556939114 -0.002146620
## 171   0.163114497  0.38736751  -1.473323510  -1.448846452  0.296923731
## 172   0.169286387  0.25947063  -0.295224209  -0.153390238  0.161192508
## 173   0.347210525  0.52671405  -1.112049408  -0.941725092  0.027761091
## 174   0.395361897  0.43558045  -0.236921436  -0.142851967 -0.071544966
## 175   0.037261979  0.30766200  -0.156391959  -0.044552162  0.129404260
## 176   0.288520263  0.60084539  -0.783928437  -0.723132359  0.071291419
## 177   0.156748760  0.34822741  -0.372577828  -0.381337019  0.141975101
## 178   0.409718455  0.47705758   0.258289516   0.190166261  0.322297589
## 179   0.348176119  0.61170062  -0.940575766  -0.829603354  0.247848167
## 180   0.397594235  0.55801414   0.234406449   0.188893988  0.152825207
## 181   0.229948862  0.33911317  -0.772926147  -0.701527352  0.004227641
## 182   0.317061349  0.36994330   0.189450694   0.137680686  0.130585667
## 183   0.397818128  0.53514394  -4.520310529  -3.146618920 -0.298561229
## 184   0.426271803  0.58341828  -0.317847663  -0.334310294 -0.398975365
## 185   0.313893544  0.63724378  -3.630944454  -4.470657224 -0.352319635
## 186   0.094774674  0.36513743  -0.978611197  -0.819374839  0.267547088
## 187   0.408860121  0.42190723   0.126894456   0.117444507  0.020413038
## 188   0.268345225  0.32246070  -1.275034326  -1.032183147  0.229954376
## 189   0.426606524  0.51480001  -1.210229355  -1.117408196  0.225002038
## 190   0.427443178  0.66330767  -1.290871614  -1.310151541 -0.329892701
## 191   0.175095785  0.47368338   0.127996878   0.191757032  0.301214479
## 192   0.135236441  0.43094122  -3.087124747  -3.567997349  0.238445467
## 193   0.514125280  0.68287989  -0.145496335  -0.151796583 -0.332808620
## 194   0.450228445  0.41374646  -0.513773473  -0.465481650  0.196632742
## 195   0.383525388  0.62383279  -5.955969853  -8.772402043  0.091761861
## 196   0.273376136  0.33574674  -0.753210634  -0.651879098  0.230547619
## 197   0.450610063  0.64846909  -0.314293934  -0.264072423 -0.253387950
## 198   0.259083187  0.32617176   0.195119666   0.154794676  0.147602750
## 199   0.270158547  0.37797236  -0.046185571   0.067835687  0.385268524
## 200   0.083861374  0.34016367  -1.210341216  -1.012523642  0.098239253
## 1100  0.280494729  0.35993062  -0.737811551  -0.614853719  0.249668195
## 210   0.252473726  0.44479290   0.275723637   0.221705779  0.265411997
## 310   0.177933491  0.37139810  -1.774178544  -1.726106434  0.151032794
## 410   0.501622168  0.57886297   0.032114382   0.004317193  0.268223218
## 510   0.329750441  0.43608416  -0.150783477   0.006027634  0.267553451
## 610   0.411669240  0.51105753   0.281227055   0.237489035  0.242606946
## 710   0.488180803  0.61027234   0.440284875   0.422401774  0.381022753
## 810   0.406541632  0.63610852  -0.020616472   0.116048885  0.375596740
## 910   0.455651345  0.58330054  -0.964855351  -0.809487746  0.206916108
## 1010  0.471872656  0.57959533   0.031215533  -0.007246093  0.237551978
## 1110  0.331476153  0.60871867  -2.054276599  -2.114345723 -0.518689490
## 1210  0.226923544  0.45416283  -2.100436139  -1.634477793  0.032548210
## 1310  0.089414942  0.30643438   0.337897928   0.338530864  0.277238738
## 1410  0.119970295  0.27964478  -0.755237220  -0.624581513  0.372805923
## 1510  0.277327674  0.48254630   0.344976245   0.317318234  0.310883311
## 1610  0.466500835  0.69178490  -3.750615783  -4.487507214  0.061683340
## 1710  0.466580541  0.68376739  -3.597814618  -4.288047335  0.107612310
## 1810  0.178905628  0.39242692   0.034065660   0.137362432  0.314494508
## 1910  0.254047697  0.47378628 -10.978034636 -19.227369626 -0.592608250
## 201   0.443463097  0.53210607  -4.056283443  -5.110293392  0.334026777
## 211   0.266311573  0.37366442   0.420104200   0.497369013  0.472234458
## 221   0.385063262  0.56321236  -0.543865396  -0.525773091  0.047927437
## 231   0.213559065  0.50212137  -6.323856430  -8.789527365 -0.603408344
## 241   0.570442375  0.72891496  -0.893751805  -0.765258634 -0.010361038
## 251   0.401565874  0.59186083  -1.057595470  -0.934992619  0.253522043
## 261   0.208142077  0.35371080  -0.265671367  -0.112855364  0.398598744
## 271   0.210546578  0.56294077  -2.193339615  -2.423708010 -0.472061308
## 281   0.278116599  0.43732266  -2.324496927  -2.517157563  0.317710294
## 291   0.131913335  0.33668054   0.221588899   0.173670753  0.236591313
## 301   0.343964008  0.43268680  -3.705563018  -4.470789256  0.275743148
## 311   0.433358330  0.66642733  -1.512318390  -1.251193909 -0.470550419
## 321   0.385487450  0.64357424  -1.496504322  -1.424763334 -0.005180957
## 331   0.147380334  0.36230409  -1.630189195  -1.604785494  0.255578414
## 341   0.296216335  0.39602270   0.344705342   0.442440723  0.469111047
## 351   0.443300946  0.65557413  -0.163071767  -0.128309134 -0.333400866
## 361   0.274882909  0.49180300  -2.828802301  -2.093073981  0.052940792
## 371   0.410996840  0.55426540   0.250820734   0.207168404  0.306352345
## 381   0.518361542  0.59975247  -0.018288399   0.014805932 -0.224812588
## 391   0.252257737  0.43357308   0.176426344   0.295806361  0.430080977
## 401   0.455071200  0.54026117  -2.045390138  -1.533056743  0.218610547
## 411   0.426620329  0.66313431  -6.135645771  -8.308770845 -0.251981180
## 421   0.450247471  0.51757877  -0.334645552  -0.322199672  0.131315763
## 431   0.356206928  0.45735101   0.080850563   0.196834315  0.241942271
## 441   0.508214479  0.69949616  -2.101704558  -2.142406867 -0.321031834
## 451   0.499063350  0.63640215  -8.701524337 -13.530037473 -0.008571975
## 461   0.265450966  0.38325240  -1.569071793  -1.480861617  0.190659613
## 471   0.319277883  0.56820938  -0.821661478  -0.747855284 -0.225947084
## 481   0.151869639  0.33507053  -1.698440451  -1.638564480  0.178532172
## 491   0.483563512  0.56412818  -2.022884586  -2.126845797  0.342369109
## 501   0.370342267  0.56300170  -2.262122227  -2.345728436  0.191842704
## 511   0.253031250  0.40311673   0.162709582   0.219578292  0.144709026
## 521   0.437738916  0.52779046  -0.203432516  -0.047483888  0.370495756
## 531   0.090798015  0.27007341   0.321189471   0.365491432  0.318793710
## 541   0.455892955  0.57116876   0.283819586   0.257677086  0.211721488
## 551   0.385836478  0.48408428   0.128930150   0.088124093  0.224357375
## 561   0.137024333  0.27724172  -1.802272254  -1.806418350  0.290100535
## 571   0.393026803  0.51550759  -2.244836179  -1.704112038  0.090222323
## 581  -0.296109761  0.05386828  -2.013029404  -2.130897735  0.359854522
## 591   0.194183756  0.36218997  -1.140862516  -1.030170287  0.327686423
## 601   0.395588999  0.65307189  -9.973951110 -16.971533136  0.011654607
## 611   0.226717975  0.37873745   0.206730078   0.303794775  0.331791409
## 621   0.299417237  0.37260089  -0.502278816  -0.334592688  0.335687215
## 631   0.333486616  0.48637813 -13.378211626 -26.348369871 -0.595645538
## 641   0.137515178  0.35175146  -1.749140332  -1.735639367  0.223802214
## 651   0.267647108  0.46614712   0.409958005   0.396544393  0.360772658
## 661   0.371596096  0.44579858  -1.438518721  -1.137440518  0.213139988
## 671   0.405549257  0.49820521  -0.029939476   0.018007616 -0.129655260
## 681   0.251907801  0.34129962   0.074723859   0.205138825  0.491451103
## 691   0.175207038  0.45105431  -1.843685418  -1.903407411  0.334329806
## 701   0.432674518  0.67861514   0.096256595   0.081488399  0.225882889
## 711   0.277928932  0.39572837   0.310054691   0.394122957  0.330842387
## 721   0.075583017  0.34159091  -0.091011263  -0.126883673  0.218191763
## 731   0.467624298  0.59016475  -2.620052777  -2.902353801  0.304795291
## 741   0.412570296  0.47811193   0.432062668   0.437971172  0.351007676
## 751   0.372792886  0.51227239  -1.393939411  -1.114425455  0.156192002
## 761   0.238892102  0.39911052   0.373989282   0.412351071  0.327281849
## 771   0.516077190  0.71195027  -0.831034456  -0.751606470 -0.538163705
## 781   0.330726666  0.41057868   0.341093369   0.316468909  0.450118619
## 791   0.509792328  0.69996537  -0.875344075  -0.788120620 -0.546075924
## 801   0.073391779  0.23462355  -3.105850713  -3.628367091  0.326816035
## 811   0.307142546  0.51314065  -2.508271832  -1.680164846  0.377455360
## 821   0.409101467  0.61958637  -0.104506251   0.014950746  0.103459937
## 831   0.119928914  0.30061936   0.449802117   0.471500843  0.414678665
## 841   0.318239200  0.40334709   0.382714781   0.441871990  0.368481111
## 851   0.242823763  0.39778028   0.057168460   0.171472079  0.194852143
## 861   0.305737345  0.41669913   0.400500972   0.379499630  0.340802112
## 871   0.507388364  0.66486723  -2.379237028  -2.480958473  0.014983241
## 881   0.494496135  0.64366798  -0.465687796  -0.365039270 -0.389418476
## 891   0.380622983  0.56626619  -9.183147446 -15.220646052 -0.108909425
## 901   0.452859147  0.56254108   0.392838960   0.485813260  0.518871945
## 911   0.289185169  0.38807100   0.008221093   0.149080784  0.288822797
## 921   0.479084719  0.50115830  -0.233871232  -0.230451542  0.239084418
## 931   0.502629525  0.61798270  -0.263995528  -0.267880289 -0.379153865
## 941   0.493888091  0.68413862  -5.541905009  -7.541536128  0.162381783
## 951   0.256657510  0.32505356  -0.148089387   0.011179401  0.333921037
## 961   0.311038258  0.36705144  -0.188546079  -0.032813933  0.387471352
## 971   0.249155390  0.44758093   0.093030301   0.110519627  0.016120803
## 981   0.340929223  0.48445000  -0.505577339  -0.452542399  0.184801952
## 991   0.154047142  0.40982903  -0.017193283   0.081692697  0.197010002
## 1001  0.363512290  0.52721944   0.386456489   0.361615081  0.413260864
## 1011  0.114459976  0.36013289  -0.019959559  -0.064943596  0.097579214
## 1021 -0.098950028  0.37096979  -1.475153328  -1.414521690  0.174991823
## 1031  0.347898658  0.48267193  -1.637637010  -1.160800269  0.461460173
## 1041  0.176268054  0.30860528  -0.984673457  -0.886327525  0.398294252
## 1051  0.215871258  0.49577256  -3.077024339  -3.463176477  0.163178620
## 1061  0.467511864  0.63831530   0.130827864   0.246610463  0.345871156
## 1071  0.416644987  0.67573139  -1.400622409  -1.330552049 -0.537986445
## 1081  0.263978400  0.38795920   0.249538000   0.212182531  0.361716255
## 1091  0.147214387  0.30305560   0.327822534   0.346850736  0.244507238
## 1101  0.250438506  0.34147750  -2.077060695  -2.149582653  0.283730941
## 1111  0.379641849  0.62603839  -0.223961605  -0.150019585 -0.156362894
## 1121  0.282680925  0.42894304   0.257419890   0.233551737  0.166351384
## 1131  0.453736102  0.48378541  -0.322992511  -0.155243884  0.204755849
## 1141  0.436509976  0.58072637  -0.343010507  -0.315888716  0.274034716
## 1151  0.443276429  0.62550724  -2.848727675  -3.088924046 -0.421758134
## 1161  0.456479416  0.50964240  -2.742514202  -1.962483937  0.256804419
## 1171  0.186310276  0.41871445   0.263092396   0.303057519  0.269678348
## 1181  0.189728757  0.40090253  -0.078366008   0.041400509  0.231742879
## 1191  0.466710847  0.66855257  -0.405647956  -0.306162345 -0.211697159
## 1201  0.273948254  0.44806134  -2.020522651  -2.105012358  0.303010971
## 1211  0.218189403  0.36956163   0.105329522   0.060972497  0.239879945
## 1221  0.311056113  0.38309648   0.421794708   0.479972938  0.380853924
## 1231  0.473789502  0.68850179  -5.097068921  -6.458716932 -0.154960832
## 1241  0.568277182  0.71747420  -4.962252426  -6.247440757 -0.397176330
## 1251  0.543861951  0.64219863  -2.211002204  -2.266701218  0.106098964
## 1261  0.321663170  0.56151916  -7.590079179 -11.089987971 -0.057871884
## 1271  0.307067962  0.63556979  -0.802636350  -0.785685201 -0.498384287
## 1281  0.221629715  0.33289493  -0.041231293  -0.061428190  0.280359376
## 1291  0.099832291  0.24962327  -1.495438127  -1.466518517  0.352006050
## 1301  0.452805235  0.58065731   0.198199767   0.157536381  0.370437192
## 1311  0.373931459  0.51172218   0.077388305   0.041947874  0.095407743
## 1321  0.438610588  0.52084037  -1.104919696  -0.951621758  0.170120251
## 1331  0.098927815  0.32666580   0.220449987   0.216485894  0.130550677
## 1341  0.490779146  0.64956765  -1.026155161  -0.908153142  0.347884081
## 1351  0.174203447  0.32068924  -0.012525735   0.016992269  0.467767987
## 1361  0.267864078  0.36954994   0.345325134   0.439910394  0.473233970
## 1371  0.117163648  0.27701100   0.202913067   0.313064183  0.384686386
## 1381  0.223896401  0.43341545  -3.079940841  -2.255874802  0.032438903
## 1391  0.369590789  0.61197660  -1.602096259  -1.547346023  0.217124530
## 1401  0.052895803  0.28368621   0.337431469   0.310249958  0.299951281
## 1411  0.389979367  0.63170884  -0.286809005  -0.288053843 -0.436783235
## 1421  0.150180094  0.41350081  -0.294669462  -0.310526966  0.153852917
## 1431  0.098557055  0.29404065   0.362739333   0.342508591  0.299640616
## 1441  0.327148333  0.48891680 -14.485948598 -30.347684186 -0.358305276
## 1451  0.304055800  0.44768103  -2.435965083  -2.640499585  0.299925091
## 1461  0.377731753  0.54079980  -2.213015488  -2.253585856  0.013237775
## 1471  0.093322076  0.31870245   0.060306659   0.125368124  0.091407941
## 1481  0.409844833  0.56704409   0.350725672   0.305763046  0.317829518
## 1491  0.189360694  0.33134415  -0.838569892  -0.655016713  0.384942294
## 1501  0.102539520  0.44925423  -0.090832764   0.031647427  0.239537561
## 1511  0.043049435  0.29145764  -1.898713390  -1.949139619  0.263399885
## 1521  0.231236664  0.41986577   0.484286637   0.500850765  0.430843195
## 1531  0.416434051  0.62292151  -3.544478627  -4.134135486  0.177147007
## 1541  0.169617138  0.31575293   0.027769937   0.163759818  0.339057885
## 1551  0.320608779  0.36371599  -1.037386754  -0.885784681  0.212768951
## 1561  0.432961222  0.58647071  -0.013380949   0.119146139  0.366965794
## 1571  0.371386570  0.51832889  -0.916777190  -0.765946363  0.176231043
## 1581  0.352165495  0.48690850  -0.137719023   0.002869280  0.177396970
## 1591  0.481065687  0.56256717  -1.122918925  -1.009598234  0.330076461
## 1601  0.241459532  0.37661344  -3.070341440  -3.488154943  0.254784741
## 1611  0.324594274  0.42749705   0.028556844   0.005442948  0.297242527
## 1621  0.270982915  0.44213658  -0.452340573  -0.401237220  0.289461641
## 1631  0.338083292  0.53276360  -0.204684481  -0.094812998  0.072839399
## 1641  0.517665975  0.66789913  -0.104793619  -0.077717693 -0.318595755
## 1651  0.206387838  0.36571653   0.426681567   0.407316672  0.381912271
## 1661  0.363954906  0.63233582   0.025729068   0.010401503  0.027273577
## 1671  0.573071319  0.68887499   0.187822223   0.168802862  0.098087633
## 1681  0.343776323  0.37566345  -0.196012065  -0.025367095  0.298861775
## 1691  0.239515625  0.40642217  -2.669493548  -1.974877733  0.102967092
## 1701  0.509380839  0.71862245  -2.209414435  -2.310559777 -0.060134868
## 1711  0.217085064  0.41764579  -1.993575181  -2.065643869  0.277748076
## 1721  0.192565036  0.30975127  -0.756867125  -0.588363856  0.282050440
## 1731  0.323390131  0.49651552  -0.057400286  -0.063633826  0.242661649
## 1741  0.402261932  0.46227947  -0.595892670  -0.419023595  0.194882850
## 1751  0.114334040  0.35001129  -0.475246118  -0.319784356  0.175055223
## 1761  0.326457794  0.61213453  -1.049836939  -0.937740393  0.006550866
## 1771  0.209484788  0.37534917   0.090841246   0.043079020  0.235862698
## 1781  0.381116203  0.48754168   0.496747475   0.486924759  0.421137648
## 1791  0.383861929  0.63924341  -1.620907201  -1.576484239  0.210551873
## 1801  0.396974116  0.57396676   0.312905392   0.355184113  0.267476712
## 1811  0.269841794  0.37656908  -0.011925094  -0.042119367  0.220519271
## 1821  0.314977788  0.39459294   0.378242678   0.408800092  0.298008586
## 1831  0.431632390  0.55788545  -2.933834077  -2.154702691  0.028570908
## 1841  0.457971799  0.60258050  -0.106463221  -0.107234953 -0.396683416
## 1851  0.329807488  0.65686449  -2.613953507  -2.852564201 -0.500936427
## 1861  0.163499923  0.39765308  -0.611895512  -0.536806641  0.265231102
## 1871  0.394873520  0.44340025   0.163377845   0.259081918  0.245740247
## 1881  0.258266087  0.35553711  -0.455976858  -0.380091897  0.356188370
## 1891  0.406866276  0.53148498  -2.247476664  -2.365303359  0.266880697
## 1901  0.473190682  0.68647228  -1.338227134  -1.272532855 -0.463221440
## 1911  0.231506659  0.50572216   0.131404146   0.206499235  0.234219802
## 1921  0.195027646  0.46389653  -2.748098349  -3.041141212  0.204207709
## 1931  0.559276338  0.70398195  -0.328265840  -0.266433853 -0.425848677
## 1941  0.417026546  0.44622423   0.058759140   0.034735568  0.306200603
## 1951  0.408855706  0.63663832  -3.680449027  -4.470550409  0.165271552
## 1961  0.263142235  0.36253040  -0.074692234  -0.077226056  0.338390555
## 1971  0.468854904  0.66749453  -0.771342159  -0.660326407 -0.313880230
## 1981  0.270174381  0.36250787   0.393070875   0.422322129  0.301256079
## 1991  0.263076364  0.40225027  -0.463231063  -0.315799054  0.402434629
## 2001  0.160781428  0.38065636  -0.617784297  -0.559499085  0.159776869
## 1102  0.384437333  0.38880300  -4.640952677  -3.202064810 -0.077950270
## 212   0.306815891  0.48735120  -1.062585026  -0.932470271 -0.117615929
## 312   0.236085087  0.42077119  -0.252913946  -0.156572388 -0.206618586
## 412   0.593221600  0.65086622  -2.351368799  -1.820165799 -0.304622639
## 512   0.452967287  0.50693572   0.065341562   0.029058349  0.024401982
## 612   0.477348174  0.57184205  -1.215977523  -1.043513494 -0.265656999
## 712   0.590404827  0.64958913   0.219662194   0.152561663  0.259739683
## 812   0.487861282  0.63882929  -0.041363185   0.002724506  0.171746159
## 912   0.517531580  0.62405506  -0.300988251  -0.209370519 -0.228207780
## 1012  0.544485857  0.63310366  -1.245706141  -1.063811231 -0.205243603
## 1112  0.293344763  0.58406580  -1.482752046  -1.580604973 -0.404731530
## 1212  0.235192801  0.49218881  -6.932311771  -4.427214218 -0.049434827
## 1312  0.148024318  0.34377852  -0.209074996  -0.249379056  0.015188602
## 1412  0.171430062  0.28268142  -0.399360831  -0.273413199  0.325724150
## 1512  0.518617186  0.61487359  -1.105358065  -0.924353804  0.075194223
## 1612  0.395402638  0.64123570  -8.699496923 -14.012081848 -0.150700886
## 1712  0.399774504  0.61577985 -10.364529558 -18.359844360 -0.189354487
## 1812  0.075811942  0.37283287   0.138840075   0.211300375  0.404295013
## 1912  0.114433296  0.10999934 -19.676827161 -55.873605460 -0.731668157
## 202   0.406248944  0.45060970  -4.550213573  -5.959673972  0.326968339
## 213   0.401415797  0.41331867   0.229871742   0.172871485  0.211129036
## 222   0.392330808  0.59136371  -2.235939965  -1.743193390 -0.285998141
## 232   0.127869758  0.27161096 -11.004022599 -20.419405265 -0.614296213
## 242   0.508842910  0.71112803  -1.066600893  -1.070035818 -0.172511633
## 252   0.395858863  0.59322472  -0.916168490  -0.817058227  0.144256583
## 262   0.263704811  0.36132596  -0.060280881   0.051128887  0.312749798
## 272   0.108736829  0.38242781  -6.371583857  -9.860604863 -0.502173414
## 282   0.320085311  0.45338376  -1.954278049  -2.056186643  0.334337764
## 292   0.172831425  0.37772766  -1.404876843  -1.155334931  0.053443515
## 302   0.447075492  0.45634421  -3.005592579  -3.379086528  0.189669980
## 313   0.391459178  0.63547691  -3.604118198  -2.597251547 -0.242808125
## 322   0.351164078  0.61284050  -1.762520421  -1.882627181 -0.239996774
## 332   0.144042043  0.36388741  -1.285257707  -1.217205668  0.260381650
## 342   0.368716132  0.40305148   0.389816611   0.425990048  0.391432275
## 352   0.417364590  0.64762182  -0.541706370  -0.516995580 -0.216031553
## 362   0.184470288  0.43947691  -7.218454028  -4.572013757 -0.038823902
## 372   0.507542869  0.63305096  -1.595753931  -1.305737615 -0.166748884
## 382   0.532014385  0.63064765  -0.701054648  -0.650160318 -0.298532828
## 392   0.399571252  0.49472768   0.358207430   0.408242393  0.425865984
## 402   0.557260770  0.60488538  -6.991055708  -4.480357656 -0.215696854
## 413   0.378776990  0.62882748 -10.155652846 -17.330924368 -0.465436288
## 422   0.503033075  0.56377016  -2.981098095  -2.218511691 -0.282252520
## 432   0.465590805  0.52217770  -0.179896458  -0.209288846 -0.237698580
## 442   0.466478440  0.67726131  -3.047991016  -3.711948688 -0.265869495
## 452   0.392197613  0.46082966 -15.199328182 -36.533225861 -0.200200936
## 462   0.356835767  0.43081435  -0.132349751  -0.065402843 -0.240380237
## 472   0.306334955  0.58171833  -3.878597367  -2.763354170 -0.362053681
## 482   0.206324410  0.37138942  -0.151482436  -0.055087146  0.001934042
## 492   0.593581784  0.60833571  -1.521711841  -1.497798161  0.218961748
## 502   0.413566229  0.59337735  -1.380110174  -1.310695895 -0.131344775
## 513   0.298663493  0.44241971  -0.708709879  -0.662403942 -0.306612221
## 522   0.544943870  0.57131546  -0.065066716   0.006734640  0.161448131
## 532   0.141651853  0.29920447   0.091648490   0.034265289  0.105287393
## 542   0.540567931  0.63729219  -0.894512075  -0.802626045 -0.334799759
## 552   0.495878634  0.56497525  -2.222215748  -1.738247136 -0.287151597
## 562   0.220028218  0.30366104  -0.767390268  -0.606503066  0.143462861
## 572   0.443003711  0.56062505  -7.572993119  -4.794198873 -0.416270502
## 582   0.130272148  0.22847674  -1.454066678  -1.427853998  0.309286343
## 592   0.269017986  0.38274552  -0.437518281  -0.286542809  0.185693738
## 602   0.381108132  0.62249628 -17.301887711 -42.088299811 -0.288094608
## 613   0.298320686  0.40104251   0.283447091   0.290416161  0.213970646
## 622   0.471387678  0.43038479   0.182660975   0.220519908  0.126719598
## 632   0.066842192 -0.08930385 -24.232481290 -92.026990625 -0.742057511
## 642   0.159009683  0.36397922  -1.030297251  -0.907688056  0.108728991
## 652   0.270000396  0.47806887   0.407271422   0.352082985  0.369588866
## 662   0.520232919  0.54734814  -5.551031028  -3.725197289 -0.357073085
## 672   0.421644924  0.53152798  -0.566227518  -0.543853019 -0.272925819
## 682   0.336043887  0.35367667   0.206778955   0.274485232  0.358598493
## 692   0.258767969  0.50979177  -1.426922024  -1.423632570  0.374520921
## 702   0.415517442  0.64561290  -0.946478525  -0.802811688 -0.056763682
## 713   0.407985281  0.44999610  -0.201331454  -0.224797596  0.083597616
## 722   0.088544985  0.35559254  -1.271844715  -1.046968989  0.111549172
## 732   0.556700231  0.62583392  -2.177229203  -2.306124077  0.240508126
## 742   0.447578857  0.57057240  -0.200857067  -0.219093152  0.154517207
## 752   0.432955753  0.56630294  -5.145144056  -3.480817352 -0.098676142
## 762   0.300674300  0.41733673   0.184844414   0.135212089  0.125347892
## 772   0.455528321  0.69145025  -2.773223902  -2.086343949 -0.315643039
## 782   0.442944988  0.42490257   0.061945654   0.023399418  0.386912654
## 792   0.453409891  0.68828201  -3.263909519  -2.392986615 -0.353820204
## 802   0.111055287  0.23090596  -2.788330607  -3.179455558  0.320785461
## 813   0.362045749  0.53703272  -7.546630433  -4.439797620  0.155960948
## 822   0.415299466  0.63550654  -0.301833735  -0.310232488 -0.339100288
## 832   0.143886193  0.27636753   0.442206384   0.402809122  0.401986844
## 842   0.450561533  0.44176279   0.167155490   0.120293815  0.120461678
## 852   0.279131533  0.40386228  -0.465799362  -0.459058764 -0.012932443
## 862   0.415916297  0.44844830  -1.424185560  -1.146691517  0.131018363
## 872   0.485398816  0.66399483  -2.143802167  -2.278975791 -0.192941932
## 882   0.483715031  0.66607061  -0.282092829  -0.291068801 -0.333161364
## 892   0.200860642  0.16989737 -23.665922598 -89.398278480 -0.553942751
## 902   0.534719875  0.58785323   0.416190680   0.439080951  0.410187644
## 913   0.411265152  0.45094803  -0.044629458  -0.086323977  0.021584013
## 922   0.583975582  0.56115257  -2.636896490  -2.003117606 -0.258589977
## 932   0.510282749  0.65048671  -1.650675152  -1.314481118 -0.165467422
## 942   0.489341326  0.62361969 -12.234290610 -23.779990218 -0.220471993
## 952   0.432333467  0.39443917   0.230445127   0.216800785  0.143507818
## 962   0.447770603  0.41068331   0.149782200   0.182587111  0.122188221
## 972   0.291325739  0.49686186  -0.520447441  -0.509570673 -0.329506966
## 982   0.410155857  0.52929551  -3.987637435  -2.817621014 -0.068750091
## 992   0.178991194  0.42825254   0.093634624   0.096670692 -0.020488215
## 1002  0.408521467  0.54683935   0.228855794   0.162560346  0.376361962
## 1013  0.102223316  0.36865535  -2.386094277  -1.795946318  0.088609032
## 1022  0.157040384  0.42907956  -1.199340861  -1.116825591  0.223959497
## 1032  0.405309267  0.49723337  -2.509284608  -1.783687353  0.400293800
## 1042  0.250453238  0.31225237  -0.622968270  -0.504854610  0.369312139
## 1052  0.200099064  0.49564652  -3.182465968  -3.624123064  0.128534515
## 1062  0.496127912  0.65363416  -0.399443100  -0.362374171  0.176472869
## 1072  0.376641628  0.65447542  -1.151227464  -1.217859413 -0.288203878
## 1082  0.372514041  0.43603800  -0.739160148  -0.658821981  0.149965882
## 1092  0.214801725  0.36044219  -0.777082450  -0.697261399  0.044164878
## 1103  0.392456927  0.39056059  -0.648774043  -0.492855382  0.050353102
## 1113  0.355705161  0.61547325  -0.524627887  -0.524323326 -0.258939754
## 1122  0.346978388  0.48638402  -1.076929364  -0.943037839 -0.312955671
## 1132  0.544249534  0.53810019  -0.057125975  -0.091970920 -0.264259544
## 1142  0.488604139  0.64626656  -3.526631956  -2.558185940 -0.322606621
## 1152  0.425033903  0.63457028  -2.175319362  -2.508206974 -0.174018021
## 1162  0.567451846  0.55763984  -9.277031982  -5.618584612 -0.128525451
## 1172  0.176937716  0.41836557   0.303049436   0.291336135  0.235499912
## 1182  0.252159556  0.44597785   0.046806757   0.014442617 -0.108684631
## 1192  0.419117975  0.66104603  -0.255051542  -0.243398051 -0.286139806
## 1202  0.296447559  0.45568360  -1.612736541  -1.595948659  0.240623406
## 1213  0.280927887  0.40940766  -1.271459150  -1.074530116 -0.020139819
## 1222  0.483854846  0.44930000  -0.329498764  -0.325278640  0.133265246
## 1232  0.429839362  0.65378826  -5.673041902  -7.714410164 -0.338587969
## 1242  0.506952664  0.66397148  -7.363092167 -11.445576223 -0.341218406
## 1252  0.531149661  0.65936315  -1.238511067  -1.142182858 -0.222200823
## 1262  0.223597846  0.32236575 -13.215094968 -29.545536026 -0.198445284
## 1272  0.256966145  0.51044241  -2.657180927  -3.520726668 -0.368437126
## 1282  0.355584105  0.41013449  -2.775407554  -2.076296463 -0.017555892
## 1292  0.148895917  0.24001103  -1.113576105  -1.019575868  0.295189948
## 1302  0.527022835  0.62211582  -0.713057278  -0.662599184  0.079847932
## 1313  0.418247374  0.56602442  -1.968267468  -1.570953555 -0.374362055
## 1322  0.503648961  0.56807803  -0.005922605   0.007713541 -0.280587692
## 1332  0.135774226  0.36409945  -0.569930678  -0.542406290 -0.029670983
## 1342  0.330536877  0.60033031  -0.440303621  -0.296786182  0.256850135
## 1352  0.238597753  0.32733283  -0.379537723  -0.315996443  0.450198230
## 1362  0.373170763  0.38077602   0.423835067   0.454580782  0.419377242
## 1372  0.155041156  0.27767539   0.308945591   0.363972604  0.366610589
## 1382  0.260339745  0.47675422  -8.444575118  -5.227222807 -0.327221057
## 1392  0.358523769  0.60797003  -1.216896850  -1.135549383 -0.038902703
## 1402  0.045180054  0.26767260   0.092420362   0.031167142  0.210847695
## 1413  0.371209065  0.62354717  -1.540024172  -1.263115547 -0.257634557
## 1422  0.179966397  0.44079409  -1.759622836  -1.391555911  0.058039090
## 1432  0.118247077  0.30382638   0.013443194  -0.041960810  0.162645052
## 1442  0.219075191  0.19227953 -24.557035583 -90.827842090 -0.711892592
## 1452  0.358808525  0.47005777  -1.944943212  -1.986368853  0.229374943
## 1462  0.379910464  0.56549531  -0.784465434  -0.678806295 -0.326764372
## 1472  0.105261811  0.34432792  -0.613364083  -0.577825940 -0.052340913
## 1482  0.451598722  0.59795479  -0.373778812  -0.396550442  0.032596965
## 1492  0.281316979  0.34406009  -1.957169862  -1.489555358  0.257478661
## 1502  0.169190691  0.46387565   0.046825623   0.138061977  0.320444061
## 1513  0.013003097  0.27498668  -1.688677468  -1.725233226  0.309860653
## 1522  0.269786558  0.42724494   0.474812940   0.442655313  0.415815478
## 1532  0.400728200  0.61627192  -3.879558569  -4.674964597  0.122561031
## 1542  0.247006750  0.34938652   0.220098071   0.200923774  0.131333540
## 1552  0.383953197  0.54979773   0.172678484   0.207831562  0.118325177
## 1562  0.483841117  0.61698990   0.046255812   0.095338238  0.212040161
## 1572  0.432942185  0.57413851  -0.201894277  -0.149893467 -0.067227539
## 1582  0.433654823  0.54679892  -0.195271320  -0.223803133 -0.255006550
## 1592  0.591316119  0.60980467  -0.744090636  -0.638201420  0.101127067
## 1602  0.311432000  0.39916032  -2.362123856  -2.481461634  0.136903644
## 1613  0.186869984  0.37649785  -1.161075170  -0.970331958  0.113021344
## 1622  0.332081958  0.48054431  -2.362038658  -1.806072941  0.044727983
## 1632  0.364121547  0.56399808  -0.045462384  -0.045864496 -0.215664008
## 1642  0.485844357  0.68054954  -0.633679760  -0.587744615 -0.296303358
## 1652  0.285857068  0.39598974  -0.047952024  -0.107700668  0.181222146
## 1662  0.362921656  0.61292351  -1.415053288  -1.158420104 -0.171638112
## 1672  0.516089067  0.69828832  -0.425389107  -0.419349415 -0.187149502
## 1682  0.436584851  0.54995557   0.133435032   0.093131996  0.187885383
## 1692  0.259031418  0.43251979  -7.873485318  -4.922880844 -0.096255993
## 1702  0.445807946  0.67968333  -6.123194762  -8.763223284 -0.199823328
## 1713  0.210339991  0.41715811  -1.760588031  -1.792868612  0.283946112
## 1722  0.311090701  0.36215536   0.201629195   0.215915234  0.115463971
## 1732  0.478964436  0.57284396  -3.206289812  -2.335126909 -0.053371494
## 1742  0.501331735  0.52855007  -0.040566051  -0.073702030 -0.294462705
## 1752  0.154925303  0.39405730   0.158103844   0.137447123  0.069182283
## 1762  0.299178453  0.58331795  -2.240373610  -2.525755262 -0.041427757
## 1772  0.263165768  0.41466704  -1.318968932  -1.115620418 -0.099362414
## 1782  0.504154129  0.54689875  -0.171817227  -0.215673535  0.141388821
## 1792  0.368190780  0.62471152  -1.605320135  -1.591587265  0.198567958
## 1802  0.443932794  0.61035681  -0.161140268  -0.199694461 -0.183471109
## 1813  0.370565810  0.44560314  -3.080363390  -2.286056036 -0.202373790
## 1822  0.436420230  0.45388277  -0.308289855  -0.333088882 -0.154079628
## 1832  0.450182147  0.60730729  -8.008933683  -5.011073202 -0.407931054
## 1842  0.457373478  0.63096576  -0.861722226  -0.760768951 -0.236873172
## 1852  0.284007917  0.61141838  -4.983169214  -6.700991580 -0.430984173
## 1862  0.171159484  0.40539484  -1.679191716  -1.338465099  0.152153344
## 1872  0.535433898  0.52333416  -0.284381913  -0.310410335 -0.296152830
## 1882  0.388057287  0.39494127  -2.355351268  -1.785669154  0.098956124
## 1892  0.496177709  0.56491026  -1.889967933  -1.918519839  0.115814722
## 1902  0.431406827  0.66361852  -1.859701535  -2.094339156 -0.324763943
## 1913  0.213261723  0.50500062   0.186880435   0.243405674  0.285207616
## 1922  0.177846634  0.46084895  -2.746687760  -3.031315622  0.184080241
## 1932  0.506170836  0.70311479  -0.583006450  -0.558670635 -0.276236317
## 1942  0.553768513  0.50865178  -2.362346208  -1.797352283  0.049349852
## 1952  0.389045012  0.58893994 -10.918875839 -19.988006657 -0.115572153
## 1962  0.415291695  0.43063278  -2.043928067  -1.579339733  0.096760707
## 1972  0.454781255  0.65478248  -0.795519657  -0.799814444 -0.212190985
## 1982  0.391734572  0.42822363  -0.727269540  -0.654837902  0.068692150
## 1992  0.327526244  0.41501093  -0.157475227  -0.036995991  0.393550524
## 2002  0.194806658  0.42098556  -2.923241267  -2.160189015  0.022021441
##            calNSE    callnNSE         calKGE      calsmNSE     calsmlnNSE
## 1     -1.47000751 -1.11209680  0.24347291696  -2.225117256  -1.7363395508
## 2     -2.00584677 -1.34905376  0.23915326574  -0.328248256  -0.3620440845
## 3     -1.78595649 -1.51516525  0.24675928789  -0.483308442  -0.3587956867
## 4     -1.28468999 -0.54870752  0.28699600534  -1.069912943  -0.9415868689
## 5     -1.26916555 -0.96377012  0.33523827613   0.197288591   0.2260819069
## 6     -1.70828397 -0.93821276  0.25352435073  -0.456312878  -0.4766609565
## 7     -1.34386468 -0.52206080  0.25220528622   0.101059803   0.0399231271
## 8     -1.29421000 -0.38843661  0.17610106780   0.494139291   0.4595963918
## 9     -1.49311968 -0.73948644  0.26419036616  -0.088895760  -0.0044047953
## 10    -1.71847067 -0.80275584  0.21280733861  -0.922792927  -0.8398516259
## 11    -2.72561204 -1.12000153 -0.08090567543  -0.891714954  -0.8463725181
## 12    -2.27446048 -1.42555683  0.19660286963  -3.234682091  -2.3599579058
## 13    -2.14896503 -1.74573032  0.12261253508   0.147481754   0.0796324706
## 14    -1.36282028 -1.27492031  0.13749150679   0.024180413   0.1313876118
## 15    -1.98538390 -0.86988481  0.09998531669  -0.326588585  -0.3394001767
## 16    -2.40214537 -0.77202129 -0.11365046119  -3.423236941  -4.4151746019
## 17    -2.41846391 -0.73134208 -0.13728376883  -3.905474218  -5.3645459936
## 18    -4.58769418 -2.79502093 -0.15923567781   0.468421057   0.4819151206
## 19    -3.98562491 -0.77249253 -0.65036680608 -12.862534478 -28.8984626939
## 20    -0.88033780 -0.56015739  0.40995592122  -1.768746292  -1.9779704602
## 21    -0.63042246 -0.64067439  0.40625472219   0.402465519   0.3725517422
## 22    -2.22257191 -1.16489435  0.14974857602  -1.665020538  -1.3832122772
## 23    -3.68808160 -0.95212007 -0.51768220319  -6.880487744 -10.9972771113
## 24    -1.80566621 -0.56593277  0.06601645990  -0.026408605   0.0261148800
## 25    -2.16464442 -1.13793179  0.15436018684  -0.087796940   0.0115559654
## 26    -0.95998797 -0.94159228  0.34589267101   0.220853163   0.3025148744
## 27    -2.92644026 -0.67231558 -0.40443060241  -2.748461487  -3.4978348366
## 28    -1.29551546 -1.01847560  0.33142888828  -0.714666869  -0.6300248530
## 29    -1.63432765 -1.47842342  0.26166404361  -0.294223303  -0.3171862897
## 30    -1.16246945 -0.86134343  0.33223903971  -1.968632368  -2.1502493264
## 31    -2.34812745 -0.78489826 -0.06719882429  -3.264103545  -2.4191301786
## 32    -2.50630164 -1.11961125 -0.00342663871  -0.349443799  -0.2670945510
## 33    -1.96915340 -1.54183235  0.19735254027  -0.530367244  -0.4163937164
## 34    -0.90209860 -0.79763572  0.36731564787   0.508917277   0.5033841583
## 35    -2.18524608 -0.85130166  0.02889404424  -0.213614363  -0.2553341065
## 36    -1.50929988 -1.25071338  0.29615263407  -4.234627498  -2.9545897164
## 37    -1.56102445 -0.72368106  0.24589492968  -0.555619470  -0.5361026712
## 38    -1.54154780 -0.63629059  0.21667733547  -0.182303911  -0.2204573629
## 39    -1.24223721 -0.86675557  0.35249037486   0.506128518   0.4961639015
## 40    -1.29337706 -0.61533152  0.30473381152  -3.979481403  -2.8215760230
## 41    -2.41632060 -0.97281587 -0.03592731359  -5.479934511  -7.8926250556
## 42    -1.51631285 -0.83406209  0.28670680250  -1.810701696  -1.4873865919
## 43    -1.50279585 -1.04199621  0.30720191996   0.121607223   0.0756676749
## 44    -1.94741337 -0.66597491  0.03374106227  -0.991600109  -0.9744089033
## 45    -1.58557356 -0.53008779  0.09673671056  -6.729414154 -11.0948045570
## 46    -1.15187325 -1.06057291  0.34283059599  -0.488397633  -0.3629764620
## 47    -2.55538240 -1.25511600  0.05946271932  -2.261048787  -1.7933050915
## 48    -1.38882009 -1.34527232  0.27399433956  -0.619107082  -0.4855682484
## 49    -1.24880804 -0.57166576  0.30614338032  -0.728955125  -0.6341747198
## 50    -1.75366613 -1.00387987  0.24276752773  -0.479227637  -0.3465335831
## 51    -1.67663795 -1.33720084  0.28924116038  -0.043819985  -0.0826809261
## 52    -1.34639130 -0.75101080  0.31062094900   0.375720972   0.3919327601
## 53    -1.58909880 -1.52746286  0.15244061258   0.275174030   0.2229632093
## 54    -1.58017400 -0.77881038  0.25099739827  -0.353013626  -0.3868258014
## 55    -1.46578012 -0.92043188  0.30883526671  -0.784568457  -0.7289831896
## 56    -1.24076299 -1.21858987  0.19669686087  -0.709384414  -0.5796072176
## 57    -1.79003264 -0.96437637  0.23352247627  -4.096129333  -2.9202426736
## 58    -8.57415802 -3.05437341 -0.79844578626  -0.811156976  -0.7292377799
## 59    -0.95453936 -0.94206041  0.36448287885  -0.307898997  -0.1704894101
## 60    -2.60817607 -0.89730181 -0.14631833394  -9.689092579 -18.4104089481
## 61    -1.17027979 -1.04989864  0.30796230521   0.391365514   0.3784108484
## 62    -0.59683973 -0.59022810  0.38794662594   0.075282368   0.2005461410
## 63    -4.45626397 -0.69227604 -0.73761935281 -15.125825426 -39.8886507254
## 64    -1.70153094 -1.50912854  0.23305311599  -0.632827621  -0.5143313113
## 65    -1.69033407 -1.19815542  0.28624643499   0.054579846  -0.0048322806
## 66    -1.47071568 -0.91308001  0.28251277563  -3.113794197  -2.3122815724
## 67    -1.79563777 -1.05130285  0.25131536937  -0.118894228  -0.1578454230
## 68    -0.92123441 -0.88687745  0.30390755252   0.417511813   0.4578214591
## 69    -2.08156853 -0.83163307  0.07548330679  -0.587911934  -0.4820328850
## 70    -1.97109522 -0.70221734  0.01726703099  -0.691598851  -0.6353925720
## 71    -0.75644417 -0.73595453  0.40464865632   0.237231122   0.1999671124
## 72    -1.88202011 -1.66053607  0.22908100318  -0.380111273  -0.3714009908
## 73    -1.47329347 -0.69619293  0.25982896618  -0.980485218  -0.9202443242
## 74    -0.05746677  0.12290171  0.56817045442   0.150536373   0.0912138691
## 75    -1.69900572 -0.92984172  0.25317631537  -2.829941401  -2.1278547118
## 76    -1.08526932 -0.98769089  0.36600403115   0.284519475   0.2312465680
## 77    -1.94176585 -0.55553619 -0.00122347996  -1.875129999  -1.5345500162
## 78    -1.00375246 -0.77539477  0.29523675297  -0.102570189  -0.1062352423
## 79    -2.05290052 -0.63960908 -0.00374863393  -1.909066088  -1.5603381880
## 80    -1.11584522 -1.21152347  0.17433816307  -1.687479786  -1.8078671065
## 81    -1.72685032 -1.03110855  0.25894114005  -4.508561397  -2.9190323389
## 82    -2.18505812 -0.95072997  0.07869038662   0.058746633   0.0308794002
## 83    -1.41527328 -1.27362526  0.14795413420   0.345527032   0.2876042380
## 84    -1.00772435 -0.82712032  0.33689938231   0.331540007   0.2855409780
## 85    -1.57126356 -1.23030680  0.28629817568   0.100147517   0.0983695719
## 86    -0.97994087 -0.75977425  0.37808590764  -0.218326777  -0.2381659415
## 87    -1.82677060 -0.75458241  0.13411832047  -0.783473499  -0.6820921275
## 88    -1.97402727 -0.80166883  0.10628959173  -0.040357649  -0.0479252501
## 89    -3.54019867 -0.60552683 -0.54400702203 -11.733992754 -27.0480713846
## 90    -1.47445175 -0.64242926  0.24721371168   0.560488128   0.5375149565
## 91    -1.19610959 -1.02869049  0.32341495450   0.226434071   0.2245963418
## 92    -1.00218420 -0.59003788  0.38493595659  -1.571099090  -1.3104068387
## 93    -1.59616842 -0.69531646  0.19967693672  -1.389984415  -1.1888750850
## 94    -1.92324765 -0.47745067 -0.06351731621  -4.989801339  -7.3590713368
## 95    -1.15821564 -0.97106397  0.21375135763   0.277236412   0.3449718002
## 96    -0.90869748 -0.80865341  0.31903837922   0.291333691   0.3588708938
## 97    -2.18453263 -1.49323461  0.21785109838  -0.116421095  -0.1614024560
## 98    -1.31369579 -0.88425835  0.34751295157  -1.839622369  -1.4805461885
## 99    -2.11163598 -1.59781729  0.22423335312   0.281668119   0.2851022254
## 100   -1.62527348 -0.84420113  0.25033867170   0.002250643  -0.0405124281
## 101   -2.22132343 -1.68121683  0.21095516666  -0.382823880  -0.3740677768
## 102   -0.80404215 -0.81782631  0.40138161335  -0.623876927  -0.5167815507
## 103   -1.58968998 -0.93114534  0.25213983178  -3.114300887  -2.1823777562
## 104   -0.99722879 -0.99121389  0.21735767849  -0.083965114   0.0332930490
## 105   -2.06163533 -1.38224471  0.23583992193  -1.870620212  -2.0305553523
## 106   -1.71814036 -0.71723892  0.16116077547   0.435346096   0.3696679345
## 107   -2.32141020 -0.74028968 -0.08060633363  -0.584850626  -0.5349917575
## 108   -1.54179271 -1.10698771  0.24579848104  -0.378614363  -0.3709247787
## 109   -1.61868271 -1.47641629  0.20422714990   0.037186193  -0.0159911673
## 110   -0.97844540 -0.93173745  0.28176767135  -0.786169223  -0.6581785548
## 111   -2.45658956 -1.14068621  0.03392472897   0.013932833  -0.0271548981
## 112   -1.89462090 -1.33680346  0.25662612283  -0.265004708  -0.3105607994
## 113   -1.31341018 -0.78870764  0.33036368429   0.016657330   0.0425392242
## 114   -1.79449213 -0.81023548  0.18923640537  -1.780670463  -1.4453995233
## 115   -1.95097401 -0.79206229  0.09282416078  -1.057325972  -1.0296906802
## 116   -0.97691370 -0.52109537  0.38186969411  -4.712148255  -3.2309551387
## 117   -2.05135593 -1.49022213  0.24085302429   0.405903039   0.3714591176
## 118   -1.85027253 -1.45681931  0.25306086774   0.231851092   0.2284939593
## 119   -2.14979790 -0.79925918  0.03013430622   0.058203580   0.0474374946
## 120   -1.59457258 -1.15749020  0.30550682913  -0.826597218  -0.7392877518
## 121   -1.59171068 -1.32298014  0.27500810892  -0.627557374  -0.5962321960
## 122   -0.61000884 -0.57577014  0.39462570031   0.332377262   0.3020420967
## 123   -2.18676484 -0.86660777  0.01355407029  -3.119853759  -3.7094407124
## 124   -1.81718282 -0.56587765  0.03571814263  -3.677161473  -4.7554319879
## 125   -1.79895626 -0.79565278  0.17517598929  -0.794773118  -0.6827358402
## 126   -2.17095882 -0.87393035 -0.00003145868  -5.718259615  -8.9010673964
## 127   -2.76918426 -0.73105158 -0.29632237680  -0.863834149  -0.9305386171
## 128   -1.47756518 -1.26499389  0.20845148798  -1.194483811  -1.0224488622
## 129   -1.13147587 -1.17080413  0.15336427826  -0.502604996  -0.3814453144
## 130   -1.55551290 -0.71320163  0.23931766360  -0.763901895  -0.6997376531
## 131   -1.98249055 -1.12782336  0.21527475961  -0.722503083  -0.6876786856
## 132   -1.40461769 -0.82522653  0.31582072309  -0.303380444  -0.2072652380
## 133   -2.04175378 -1.75548003  0.18306254113   0.006679712  -0.0419402636
## 134   -2.74237433 -1.14627968 -0.03416364288  -0.148274845  -0.0186321766
## 135   -1.16404645 -1.08977305  0.16596583968  -0.763515930  -0.6196264020
## 136   -0.56944133 -0.61196794  0.34025215798   0.540074884   0.5393802762
## 137   -1.26265566 -1.24557070  0.18044193687   0.451154682   0.4497897985
## 138   -2.03289019 -1.42124636  0.24119552238  -4.899395915  -3.3693519590
## 139   -2.31885024 -1.05768540  0.06822977297  -0.378427329  -0.2561587601
## 140   -1.84446047 -1.66203556  0.12513712058   0.078175073   0.0183739139
## 141   -2.37831675 -0.91908310 -0.01776743876  -1.098954372  -0.9775452861
## 142   -2.39434815 -1.64211944  0.18614780183  -0.581249701  -0.5299992940
## 143   -1.66561420 -1.54277123  0.18430761181   0.105312096   0.0429760515
## 144   -3.66763917 -0.73739040 -0.54623278574 -15.896526540 -42.7841303984
## 145   -1.69792717 -1.10891395  0.26854817856  -1.049782365  -0.9844819572
## 146   -2.13734307 -1.24781888  0.19210037711  -0.734259637  -0.6217950710
## 147   -2.24785883 -1.85723713  0.16041865500   0.121700385   0.1163748638
## 148   -1.79445754 -0.87970153  0.20892705130  -0.200763554  -0.2546989924
## 149   -1.00375596 -0.96602106  0.23570719802  -1.859311612  -1.4214313642
## 150   -1.63359170 -1.33342754  0.31830407855   0.369369111   0.3796591784
## 151   -1.59073630 -1.56233179  0.19031276250  -0.797553219  -0.7171433577
## 152   -0.83011461 -0.81873433  0.41397090280   0.238720726   0.1769619309
## 153   -2.14846651 -1.04072608  0.12178176071  -1.657794107  -1.7211127103
## 154   -1.16417128 -1.12840995  0.27498687926   0.286890341   0.3149404753
## 155   -0.04849188  0.16606011  0.56029862702  -0.249369298  -0.1226567523
## 156   -1.78417574 -0.88388206  0.20853854958   0.429024699   0.4082501714
## 157   -1.12583130 -0.77448948  0.38053711238   0.200623001   0.2029221065
## 158   -1.51192394 -1.03537349  0.31791636664   0.077169904   0.0535828551
## 159   -0.97059222 -0.51680828  0.38207007915   0.081043208   0.1728561963
## 160   -1.00900515 -0.96806801  0.35993020879  -1.429468883  -1.4227639077
## 161    0.11143995  0.08055557  0.32172108749  -0.669758179  -0.6097612954
## 162   -1.47964460 -1.12943064  0.32082974831  -1.494735478  -1.2199193891
## 163   -1.83627776 -1.13481626  0.25068722230   0.127619261   0.0917103048
## 164   -1.91025889 -0.72633454  0.09846571766  -0.151588740  -0.2032569139
## 165   -1.82558613 -1.34476759  0.17694317550   0.065391391   0.0048815361
## 166   -2.40007865 -0.73428461 -0.07503327186  -0.652993731  -0.6164299181
## 167   -1.78081529 -0.63664001  0.12255142885  -0.123663991  -0.1941540968
## 168   -2.48281487 -1.55012595  0.02635840351   0.197026333   0.2580634934
## 169   -1.88609338 -1.34233744  0.24957986098  -4.441470060  -3.0975477674
## 170   -2.08434510 -0.70567827 -0.00895734871  -1.753865970  -1.9649264115
## 171   -1.67913459 -1.30778753  0.29140534144  -0.812428803  -0.7284413550
## 172   -1.30919840 -1.17658449  0.19946799977  -0.047567831   0.0654201063
## 173   -0.96802459 -0.51522032  0.38555313163  -1.426037360  -1.1885007299
## 174   -1.40425541 -0.93899269  0.32212130033  -0.075594923  -0.0186994852
## 175   -1.87307980 -1.62737565  0.23586831213   0.037327606   0.1150496299
## 176   -2.62515653 -1.25607350 -0.01393129948  -0.113084012  -0.0546418238
## 177   -1.94962127 -1.46722432  0.22705514362  -0.646915926  -0.6151821221
## 178   -1.43113441 -0.81485577  0.29195596468   0.110765136   0.0445475216
## 179   -2.33894749 -1.08595361  0.06326898199  -0.329356252  -0.2106011730
## 180   -1.83283093 -0.88832355  0.19366365832   0.164472650   0.0975585181
## 181   -1.62263103 -1.26858466  0.25925636887  -1.082986783  -0.9537730832
## 182   -1.31785465 -1.02059330  0.30304202866   0.083659651   0.0185718769
## 183   -2.02041711 -0.98182555  0.16540825707  -4.987548130  -3.4344882258
## 184   -1.92298730 -0.86610706  0.14815180647  -0.496620007  -0.5061442327
## 185   -2.67559949 -0.80911891 -0.21337097875  -2.406616003  -2.8309083382
## 186   -1.96717444 -1.52382916  0.23986234241  -1.327517152  -1.0873389700
## 187   -1.38164786 -0.92263391  0.30586016220   0.096384931   0.0596963137
## 188   -0.97718210 -0.90223730  0.28735334534  -1.615081656  -1.2882181255
## 189   -1.46829471 -0.88127421  0.29984711378  -0.589656915  -0.4704150935
## 190   -2.11386387 -0.77414999  0.00830981702  -0.680419687  -0.6487756680
## 191   -2.18529266 -1.33066764  0.19789143062   0.445955042   0.4570234790
## 192   -2.05128044 -1.41861557  0.24333015212  -1.906128087  -2.0912416484
## 193   -1.84334549 -0.64369398  0.08253296635  -0.127293885  -0.1628972585
## 194   -1.01770147 -0.67572957  0.36395907673  -0.756732783  -0.6683569298
## 195   -2.57519534 -1.07011755 -0.07238320575  -3.981095760  -5.5940503364
## 196   -1.12954666 -0.95288372  0.26587999701  -1.044096266  -0.8842822944
## 197   -1.95358088 -0.77574002  0.07576926627  -0.048854563  -0.0422412923
## 198   -1.22650002 -1.05111503  0.29506522248   0.083670795   0.0350334336
## 199   -1.54441132 -1.09852106  0.24242931305   0.259817709   0.3421738665
## 200   -1.94793078 -1.55920621  0.23804058804  -1.555890736  -1.2783356466
## 1100  -0.85352170 -0.73636273  0.40784284268  -0.965246892  -0.7991576558
## 210   -1.36596533 -0.99246366  0.34743037054   0.152975468   0.0941476311
## 310   -1.17036306 -1.10096886  0.37374341542  -1.113830825  -1.0063915867
## 410   -0.67680878 -0.26806994  0.40838292649  -0.109521812  -0.1308329837
## 510   -0.71603374 -0.63542739  0.46174005578   0.117853479   0.2412961499
## 610   -1.02661130 -0.57397757  0.37713688174   0.194981363   0.1387821368
## 710   -0.72402075 -0.27241479  0.39144794793   0.416702579   0.3775819728
## 810   -0.84750263 -0.21329559  0.27134492518   0.290481558   0.3927694925
## 910   -0.89201399 -0.38836055  0.35604221364  -0.465873023  -0.3095518708
## 1010  -0.90073556 -0.36410858  0.36405941968  -0.134351270  -0.1633100202
## 1110  -2.38857423 -0.88306084 -0.07639461660  -1.329559063  -1.3018592401
## 1210  -1.67286600 -1.06573272  0.28070473130  -2.522295084  -1.9328817622
## 1310  -1.47213761 -1.36992669  0.25110884161   0.321842828   0.3000962167
## 1410  -0.97389808 -1.06422094  0.26070754569  -0.363627747  -0.2312155853
## 1510  -1.37152183 -0.54477218  0.22638253736   0.275747945   0.2362743815
## 1610  -1.47459886 -0.25588673 -0.01689676147  -2.673736197  -3.0942726980
## 1710  -1.54945621 -0.25680452 -0.05638190285  -2.517792261  -2.9023898661
## 1810  -4.89285963 -2.18459993 -0.30360413759   0.236928317   0.3059665604
## 1910  -3.49208247 -0.53185420 -0.64333409060  -8.690627642 -14.7620027610
## 201   -0.25702867 -0.19104151  0.55296492450  -3.043685624  -3.8510396906
## 211   -0.53306465 -0.62037778  0.46209109377   0.503360348   0.5579913148
## 221   -1.52377913 -0.72309441  0.23747997553  -0.841447389  -0.7752903902
## 231   -3.55812655 -0.73981197 -0.57925516929  -4.779121391  -6.4318916831
## 241   -0.87926224 -0.03861038  0.17503941443  -0.396500866  -0.2766529789
## 251   -1.43640323 -0.66784126  0.24702174923  -0.550197919  -0.4138035004
## 261   -0.80088151 -0.85356111  0.40490860317   0.015793895   0.1522272871
## 271   -2.49059545 -0.48480393 -0.38900086347  -1.406111449  -1.4611814386
## 281   -0.80021532 -0.74181837  0.44422059263  -1.635531347  -1.7321089907
## 291   -1.18841369 -1.14646091  0.35755231593   0.084239650   0.0359645463
## 301   -0.61529221 -0.58125248  0.46683452593  -2.783017454  -3.3250614861
## 311   -1.71449914 -0.42518721 -0.01597163719  -1.856212509  -1.5149765489
## 321   -1.99454298 -0.70071840  0.00224610084  -0.882005324  -0.7747539592
## 331   -1.41318842 -1.21946750  0.30609321295  -1.043649690  -0.9642584883
## 341   -0.64109241 -0.65612765  0.45787227610   0.460852978   0.5335489752
## 351   -1.57881314 -0.46717373  0.07400238662  -0.035457245  -0.0451468143
## 361   -0.44206574 -0.52194240  0.48518368440  -3.346568860  -2.4314573862
## 371   -1.06382876 -0.52208514  0.34382800034   0.128052609   0.0842814909
## 381   -0.84759574 -0.23198232  0.32262450390   0.063418954   0.0525834532
## 391   -0.40207404 -0.57578029  0.46798749231   0.332478335   0.4248650639
## 401   -0.71503192 -0.30902874  0.41232178317  -2.333319000  -1.7375839097
## 411   -1.76365494 -0.52694598  0.01105401815  -4.638214585  -6.0974033224
## 421   -0.84970620 -0.45801149  0.40540468988  -0.537125344  -0.5011521105
## 431   -0.82404381 -0.65935627  0.44390502396   0.286512658   0.3602311129
## 441   -1.19201157 -0.19661001  0.10690800246  -1.317887311  -1.2662146420
## 451   -1.37546127 -0.12453858  0.00728130625  -6.799033641 -10.3601967486
## 461   -0.79444440 -0.77402824  0.44143779236  -0.974435507  -0.8470836839
## 471   -2.13202668 -0.97055628  0.08542769039  -1.130027184  -1.0017077339
## 481   -1.00592988 -1.03201841  0.37888325863  -1.074075504  -0.9624602596
## 491   -0.59626967 -0.26894135  0.45606022960  -1.376676870  -1.4038463024
## 501   -1.18026148 -0.63646013  0.31064449868  -1.464742419  -1.4396328171
## 511   -1.13712243 -0.94808036  0.39171972659   0.252654861   0.2701261902
## 521   -0.64005350 -0.38719215  0.46262113915   0.103866266   0.2334370192
## 531   -1.14092506 -1.23799082  0.26986573245   0.370423386   0.3879598742
## 541   -0.88762738 -0.41841249  0.37733303461   0.240600334   0.1921728945
## 551   -0.84039365 -0.57740668  0.43397043927  -0.007171834  -0.0463490870
## 561   -0.90884444 -1.03730101  0.30327309544  -1.188149829  -1.1328810385
## 571   -1.17414582 -0.61615277  0.33570140577  -2.619858823  -1.9654971673
## 581  -13.48775380 -3.67178821 -1.44941909741  -1.432543101  -1.4811078331
## 591   -0.81135770 -0.85716809  0.41747291400  -0.662143999  -0.5325858291
## 601   -1.98907779 -0.58202205 -0.08694874071  -8.056682608 -13.6509634720
## 611   -0.83024826 -0.86440558  0.40817499816   0.344861676   0.4093580607
## 621   -0.44203640 -0.53401218  0.47492675284  -0.153929705  -0.0034814076
## 631   -3.84311328 -0.46908888 -0.69595745134 -10.705347434 -20.4968463723
## 641   -1.20065835 -1.18250656  0.33836677047  -1.130712609  -1.0540828069
## 651   -1.12461112 -0.87840130  0.39114815751   0.370497138   0.3393626396
## 661   -0.82196143 -0.61336470  0.43694170863  -1.739455500  -1.3617685924
## 671   -1.06901878 -0.59833828  0.36749109373   0.080273169   0.0829908586
## 681   -0.65852406 -0.74702144  0.41182691508   0.262789419   0.3745924849
## 691   -1.05898608 -0.87849288  0.40066639191  -1.254861599  -1.2577161719
## 701   -1.62588450 -0.50336779  0.06935642551   0.023095241  -0.0010648881
## 711   -0.57841261 -0.59585342  0.48190009200   0.421931612   0.4721056966
## 721   -1.42072737 -1.34731705  0.30926538887  -0.330230391  -0.3378351250
## 731   -0.72472088 -0.32201480  0.41377357931  -1.855080165  -2.0117627133
## 741    0.28209294  0.49580422  0.66641823061   0.428826280   0.4121883904
## 751   -1.08916399 -0.58011515  0.35263712115  -1.709550369  -1.3505969109
## 761   -0.86400657 -0.83163536  0.42622321230   0.416223834   0.4265339554
## 771   -1.13150896 -0.11850546  0.10157201601  -1.091141656  -0.9716543806
## 781   -0.52447396 -0.54051919  0.46449518976   0.233944252   0.2119349808
## 791   -1.20381616 -0.17621152  0.10707369893  -1.166805071  -1.0302321703
## 801   -0.95873601 -1.12241092  0.25598943251  -2.328165321  -2.6953031203
## 811   -0.98001183 -0.47498711  0.35333244117  -2.656187976  -1.8118746163
## 821   -1.61875236 -0.62144365  0.13612745901   0.145122431   0.2202513455
## 831   -1.05681372 -1.07857995  0.27116293791   0.438117654   0.4437580857
## 841   -0.59084036 -0.61243990  0.45720653591   0.457158174   0.4861314159
## 851   -1.12712298 -0.89531053  0.38305077014   0.233692859   0.3077481549
## 861   -0.72137866 -0.59481065  0.45908736582   0.344844171   0.3107246959
## 871   -1.09005382 -0.26303096  0.20840409981  -1.546390547  -1.5249011244
## 881   -1.20857161 -0.33543753  0.20000604076  -0.174856987  -0.1157252043
## 891   -2.91281154 -0.41488122 -0.48682779029  -7.159122505 -11.5693079884
## 901   -0.81037984 -0.36428881  0.39676272265   0.513077591   0.5818011293
## 911   -0.70950101 -0.71016630  0.45172702914   0.232061226   0.3371757145
## 921   -0.48200202 -0.29560989  0.49998874651  -0.419104232  -0.3949037415
## 931   -0.89663855 -0.25000618  0.28346073816  -0.361795863  -0.3780699669
## 941   -1.35880664 -0.23628217  0.00939303556  -4.255680951  -5.7467396489
## 951   -0.61985119 -0.71012899  0.38697350976   0.117962057   0.2466628390
## 961   -0.53553259 -0.61162739  0.44797698764   0.083021725   0.2159896164
## 971   -1.50308306 -1.08230913  0.32672116913   0.135436381   0.1141650592
## 981   -0.91820908 -0.60388200  0.41009156967  -0.745598644  -0.6526594855
## 991   -1.51671478 -1.23056802  0.32525388275   0.179099931   0.2392510909
## 1001  -1.05128230 -0.59624799  0.37325394292   0.292379453   0.2647982780
## 1011  -1.75731299 -1.33834705  0.28591730340  -0.203954666  -0.2409288004
## 1021   0.26934274  0.14261003  0.61795191839  -0.819686588  -0.7075283508
## 1031  -0.86327971 -0.60977731  0.42781569495  -1.830134038  -1.3042814663
## 1041  -0.68386918 -0.83071093  0.34038713418  -0.558426081  -0.4483876243
## 1051  -1.61037555 -1.07379831  0.28932560999  -2.184152732  -2.3770632308
## 1061  -1.06344825 -0.32624994  0.23405039654   0.370324917   0.4451002318
## 1071  -1.72402524 -0.40495631 -0.02697497944  -0.827778621  -0.7408407201
## 1081  -0.99700341 -0.86986266  0.38110996288   0.111191492   0.0807278401
## 1091  -1.09859131 -1.12116707  0.34189724896   0.346063318   0.3361314051
## 1101  -0.56530236 -0.69138447  0.41903939608  -1.420935722  -1.4182463624
## 1111  -1.94254131 -0.75976985  0.05956615620  -0.001318847   0.0277803898
## 1121  -1.23283870 -0.93289549  0.37252403957   0.211221051   0.1644160769
## 1131  -0.67696864 -0.42021140  0.46127155731  -0.002840270   0.1320624009
## 1141  -1.13789233 -0.48599649  0.29941128265  -0.572626464  -0.5083056416
## 1151  -1.39240217 -0.43749632  0.13870161749  -1.910777998  -1.9801225723
## 1161  -0.58878243 -0.28494080  0.46021173737  -2.984060486  -2.1288942368
## 1171  -1.55582997 -1.20001865  0.32214986850   0.322098599   0.3311496611
## 1181  -1.22282042 -1.07024053  0.36903819919   0.144181870   0.2301248873
## 1191  -1.46711610 -0.39460568  0.09646026160  -0.110703912  -0.0527434888
## 1201  -1.11570427 -0.87510656  0.39343226222  -1.370506015  -1.3712984667
## 1211  -1.08939839 -1.00007024  0.37922138702  -0.061815822  -0.0968913031
## 1221  -0.41910833 -0.48174874  0.49349600034   0.493773985   0.5216916647
## 1231  -1.48182631 -0.35011972  0.05846249054  -3.799212882  -4.6756758536
## 1241  -0.89833823  0.00492008  0.13904811107  -3.583298682  -4.3413938427
## 1251  -0.84404410 -0.17922689  0.30947679397  -1.436057621  -1.3888721708
## 1261  -2.58081728 -0.69366166 -0.19993987633  -5.866462795  -8.3948800240
## 1271  -2.08638470 -0.41732183 -0.24096866142  -0.558561097  -0.5395514763
## 1281  -0.81728544 -0.87131351  0.39158083565  -0.221712456  -0.2231202474
## 1291  -0.90755532 -1.06294782  0.25365819964  -0.965750290  -0.8973196092
## 1301  -0.89370717 -0.37844627  0.35982791479   0.054006192   0.0214663369
## 1311  -1.27007784 -0.71095862  0.32541287135  -0.038084713  -0.0815635217
## 1321  -0.82537644 -0.44757303  0.40945256336  -0.598405404  -0.4386260965
## 1331  -1.40740717 -1.31593429  0.31131091592   0.212031040   0.1775931451
## 1341  -2.95505721 -0.90422151 -0.17747070621  -0.569988871  -0.4376634056
## 1351  -0.76544850 -0.87159381  0.33779301883  -0.186166381  -0.1306996569
## 1361  -0.38497427 -0.54528569  0.46419741001   0.452936364   0.5231956994
## 1371  -1.00644322 -1.09214999  0.28802825067   0.345494601   0.4271751442
## 1381  -1.41016790 -0.99240136  0.33801959152  -3.520917751  -2.5467066669
## 1391  -1.79689325 -0.71460039  0.10977983543  -0.971576085  -0.8648422899
## 1401  -1.41330116 -1.39429544  0.21342204718   0.250334090   0.2137814350
## 1411  -1.91508225 -0.62402195  0.00507829889  -0.369251372  -0.3847472425
## 1421  -1.77175655 -1.30037235  0.28500923334  -0.559900667  -0.5394361503
## 1431  -1.25162827 -1.27936734  0.27299657204   0.298013263   0.2639268691
## 1441  -3.58719763 -0.55456144 -0.60983326737 -11.872915526 -24.5003433858
## 1451  -1.10766777 -0.82379566  0.38828710354  -1.702391525  -1.7941127394
## 1461  -1.43538777 -0.79887267  0.28702487989  -1.432265787  -1.3729422220
## 1471  -1.63202851 -1.43000686  0.27780090401   0.175767027   0.1988289785
## 1481  -1.17447814 -0.53113731  0.30563501988   0.257485195   0.2034951275
## 1491  -0.79169278 -0.88555880  0.35444410498  -1.092135202  -0.8510786871
## 1501  -1.64558200 -1.04139335  0.26587523852   0.127439774   0.2167077454
## 1511  -1.21727227 -1.28963807  0.27243579763  -1.286018167  -1.2634387906
## 1521  -0.65697143 -0.68267089  0.47199789837   0.483114162   0.4804770161
## 1531  -1.48411998 -0.60692978  0.19344075336  -2.568410351  -2.9198555735
## 1541  -0.88582512 -0.95267799  0.37134131361   0.229664193   0.3368991977
## 1551   0.33348619  0.45350985  0.54326029711  -0.532379484  -0.3732201333
## 1561  -1.04522175 -0.46571584  0.33033118841   0.240851793   0.3426902729
## 1571  -0.81121057 -0.53815349  0.40792566504  -0.396113790  -0.2460131205
## 1581  -0.92935015 -0.67909227  0.41720150584   0.128805442   0.2289797254
## 1591  -0.42573770 -0.20465473  0.48598485511  -0.593264766  -0.4645784702
## 1601  -0.79484155 -0.83019042  0.43059570550  -2.229227039  -2.4759366564
## 1611   0.42396700  0.46361422  0.43713887879  -0.163696184  -0.1659632417
## 1621  -1.00437795 -0.83851866  0.41314515873  -0.714534776  -0.6152968207
## 1631  -1.26272786 -0.74710121  0.31843181971   0.066706767   0.1317685583
## 1641  -1.12401890 -0.25333127  0.19197085256  -0.006907159  -0.0233693632
## 1651  -1.15830579 -1.02467165  0.32924772459   0.358430442   0.3297220562
## 1661  -1.91499068 -0.38131980 -0.05769441919  -0.049391715  -0.0797102763
## 1671  -0.82751089 -0.08693573  0.25406968535   0.184395647   0.1330613770
## 1681  -1.00915797 -0.70080047  0.31484064830   0.124439517   0.2614279460
## 1691  -1.28288393 -0.92930280  0.35985043178  -3.061331963  -2.2395692354
## 1701  -1.18309413 -0.17739980  0.09221691122  -1.391889147  -1.3701955728
## 1711  -1.22782613 -1.02137716  0.37398446253  -1.352704556  -1.3436307968
## 1721  -0.75999534 -0.85624748  0.37093476870  -0.340542608  -0.1808001927
## 1731  -0.71970004 -0.17321303  0.39917403955  -0.204757011  -0.2017673652
## 1741  -0.74129808 -0.53314950  0.45589977803  -0.212851257  -0.0566359016
## 1751  -1.30669538 -1.22468143  0.34426206613  -0.131084467   0.0000642404
## 1761  -2.35262491 -0.92542874 -0.05571966133  -0.540890330  -0.4225417661
## 1771  -1.32233597 -1.11504841  0.34225621032  -0.087496164  -0.1237764669
## 1781  -0.79912865 -0.53520305  0.43940124180   0.462943335   0.4385622034
## 1791  -1.77814210 -0.70996041  0.10844216447  -1.004372429  -0.9104151663
## 1801  -1.29071704 -0.58910864  0.26976035101   0.389665575   0.3958224592
## 1811  -0.99770115 -0.88436390  0.39811167867  -0.184851833  -0.2016239974
## 1821  -0.74345526 -0.68971981  0.44139189061   0.424119785   0.4229208104
## 1831  -1.29790967 -0.58504191  0.27316672691  -3.348302012  -2.4291449226
## 1841  -1.22424810 -0.45661558  0.24123803218  -0.103472267  -0.1377723856
## 1851  -2.12503279 -0.52569007 -0.17422911138  -1.746136073  -1.8211137173
## 1861  -1.42212632 -1.21194611  0.33539957161  -0.917633610  -0.7820772378
## 1871  -0.64433988 -0.51148853  0.47200687926   0.314244906   0.3702684852
## 1881  -0.61663396 -0.71403763  0.42032058195  -0.675309517  -0.5596431822
## 1891  -0.74564403 -0.47509922  0.44066792160  -1.495629389  -1.5134425425
## 1901  -1.38400806 -0.31435329  0.08356755950  -0.767768375  -0.6819132514
## 1911  -1.69215162 -1.04638510  0.26770439938   0.264820889   0.3028374169
## 1921  -1.61526898 -1.13824434  0.30551499644  -1.949953504  -2.0864415311
## 1931  -0.91228876 -0.08834152  0.20758638800  -0.120140207  -0.1022752595
## 1941  -0.51539039 -0.41528779  0.49945126557  -0.080851403  -0.0970778212
## 1951  -1.92882295 -0.64602869 -0.02221022747  -2.630513611  -3.1278296420
## 1961  -0.64543421 -0.71833076  0.42127944304  -0.260824965  -0.2395571065
## 1971  -1.39991810 -0.36361805  0.09796053209  -0.347036424  -0.2611255402
## 1981  -0.76668236 -0.76879309  0.42461233943   0.428947624   0.4282857667
## 1991  -0.91609398 -0.79946791  0.39498193815  -0.139437141  -0.0028930107
## 2001  -1.34683818 -1.17604943  0.34976271975  -0.913691241  -0.8003525138
## 1102  -1.16527160 -0.87838001  0.34835804907  -5.123724332  -3.4928695896
## 212   -2.03900330 -1.14267117  0.19867126160  -1.425505396  -1.2171138950
## 312   -1.61487552 -1.18622561  0.31246618590  -0.014514648   0.0318932168
## 412   -1.41171246 -0.42230532  0.17147158706  -2.819554568  -2.1443879117
## 512   -1.20051690 -0.69509400  0.34849161802  -0.031042216  -0.0839615252
## 612   -1.72036513 -0.75039350  0.18745593801  -1.577966481  -1.3251337794
## 712   -1.29380332 -0.47735131  0.24144469000   0.131687684   0.0466330871
## 812   -1.56617309 -0.49603265  0.10764123240   0.310586335   0.3055909177
## 912   -1.55847723 -0.58761784  0.16957752332  -0.034380715   0.0080892623
## 1012  -1.67845618 -0.67265582  0.17012134802  -1.611817622  -1.3469888562
## 1112  -2.92928698 -1.08110066 -0.18325419316  -1.059806983  -1.0827020654
## 1212  -2.27632365 -1.24791267  0.14649247006  -7.404696774  -4.6747463737
## 1312  -2.00759985 -1.52834151  0.23598676732  -0.440860752  -0.4588073062
## 1412  -1.19142970 -1.14954570  0.22089740712  -0.026808628   0.0821370458
## 1512  -3.48174927 -0.96075676 -0.34075777866  -1.436287654  -1.1789030100
## 1612  -2.59035804 -0.70453269 -0.23002275612  -6.699678671 -10.4706126045
## 1712  -2.76864126 -0.70916706 -0.29188397474  -8.130547049 -14.0025877290
## 1812  -1.74352122 -1.46287984  0.28431449116   0.456345056   0.4822852399
## 1912  -7.17515148 -0.99917634 -1.27426169951 -16.719573548 -47.7357539834
## 202   -0.85254081 -0.64625320  0.43399376063  -3.083883464  -3.9958086188
## 213   -0.77179033 -0.63376946  0.43473849158   0.116221788   0.0515912467
## 222   -2.16948105 -0.92763253  0.07294074894  -2.685841693  -2.0588744818
## 232   -4.95784549 -1.11458201 -0.80040745334  -9.068874159 -16.5681066288
## 242   -1.91391608 -0.45560508 -0.05079232045  -0.422879350  -0.4044724512
## 252   -2.06233191 -1.02962587  0.14163707670  -0.343101026  -0.2443677395
## 262   -0.93786165 -0.89394730  0.37931906206   0.198669404   0.2789213052
## 272   -3.73294723 -0.79170848 -0.63008118118  -4.879429959  -7.1997372449
## 282   -1.12403199 -0.86890302  0.38333323847  -1.113563511  -1.1019290770
## 292   -1.72226986 -1.30125278  0.29645799020  -1.771026820  -1.4310979058
## 302   -1.05290581 -0.76872656  0.38440628553  -2.067178911  -2.2389098468
## 313   -2.46601351 -0.69576658 -0.17765863810  -3.976059822  -2.7991418233
## 322   -2.66773111 -0.92342325 -0.15243515244  -0.935502177  -0.9386570041
## 332   -1.80690946 -1.42634883  0.25355669298  -0.671901264  -0.5666346321
## 342   -0.87217373 -0.73430639  0.40928142638   0.499493510   0.4988474549
## 352   -2.28937059 -0.68846175 -0.10012332797  -0.524354353  -0.5110823218
## 362   -2.04792273 -1.24779926  0.21779536906  -7.729683227  -4.8334032448
## 372   -1.60136844 -0.55223286  0.15314403580  -1.994292357  -1.6012514128
## 382   -1.41961526 -0.45326616  0.18190343915  -0.983833399  -0.8893130088
## 392   -1.50134941 -0.85787058  0.28269131721   0.531734903   0.5388580221
## 402   -1.34564490 -0.50219228  0.23413188800  -7.537060204  -4.7634915293
## 413   -2.55768186 -0.83585919 -0.15415096116  -8.073234205 -13.5039416320
## 422   -1.46751301 -0.64814836  0.23838326149  -3.484853197  -2.5501931259
## 432   -1.40338131 -0.77832890  0.29741895983  -0.327757360  -0.3611323690
## 442   -2.03065045 -0.52652664 -0.08069859330  -1.893869852  -2.2327391512
## 452   -4.01678894 -0.66435111 -0.59926818279 -11.600524272 -26.8958285110
## 462   -1.10942687 -0.81451217  0.38978580510   0.017108347   0.0359958655
## 472   -2.60798232 -1.03946325 -0.05608755925  -4.316241065  -3.0442155922
## 482   -1.32713123 -1.13816709  0.35277743980   0.034388454   0.0855600840
## 492   -1.23083019 -0.54823297  0.30193424866  -0.849210435  -0.7697163415
## 502   -1.79481270 -0.85078679  0.15372910508  -0.675698655  -0.5787397884
## 513   -1.58357208 -1.04807488  0.30424190649  -1.017400836  -0.9196079106
## 522   -1.28185346 -0.66849505  0.31017827558   0.220199422   0.2411679262
## 532   -1.56489629 -1.40664366  0.26574597358  -0.055693092  -0.1153582444
## 542   -1.60942531 -0.60321499  0.16303078680  -1.209880396  -1.0601440970
## 552   -1.44852423 -0.66395679  0.25575287266  -2.663398585  -2.0497577960
## 562   -1.14856078 -1.07203336  0.31036782096  -0.329741612  -0.1802741339
## 572   -1.70822261 -0.76254528  0.19226826829  -8.102831474  -5.0638370664
## 582   -1.01066827 -1.10927858  0.21178773964  -0.834324558  -0.7503768290
## 592   -0.97504066 -0.87739274  0.40192239425  -0.090785106   0.0352737524
## 602   -2.79813920 -0.80307129 -0.26581182732 -14.244956497 -34.1665096271
## 613   -1.08873619 -0.93410673  0.37730308108   0.328361801   0.2991468161
## 622   -0.66457020 -0.48082457  0.45368871426   0.250989951   0.2490091468
## 632  -12.22946852 -1.20805427 -2.00890582972 -20.539532947 -78.2722223613
## 642   -1.62251066 -1.39694517  0.29955068899  -0.530203496  -0.4030330778
## 652   -1.53745499 -1.05375091  0.31165750904   0.380566583   0.2952632798
## 662   -1.28218142 -0.57462861  0.29714331546  -6.099574820  -4.0367731441
## 672   -1.59423100 -0.79494628  0.24211395040  -0.830547107  -0.7728566237
## 682   -0.88887401 -0.82523980  0.36879724550   0.377576554   0.4102147352
## 692   -2.99188815 -1.46264697 -0.08057447742  -0.724341842  -0.6591671924
## 702   -2.21441845 -0.55135288 -0.12974131773  -1.200151174  -1.0030884106
## 713   -0.78580073 -0.56956844  0.44390685502  -0.412634819  -0.4173355802
## 722   -1.88542784 -1.52567994  0.27387487174  -1.626512194  -1.3152232396
## 732   -1.40073722 -0.64257686  0.25883075978  -1.325073205  -1.3279631648
## 742   -2.27844165 -0.84197337  0.00954970335  -0.422060440  -0.4152752798
## 752   -1.68036005 -0.78372959  0.20424183106  -5.634597310  -3.7653992126
## 762   -1.13630772 -0.94111895  0.38567507415   0.091328975   0.0259230734
## 772   -1.95724691 -0.45408865 -0.07603086641  -3.161955667  -2.3415913408
## 782   -0.86608487 -0.64664337  0.37775041842  -0.136866129  -0.1537959177
## 792   -2.04522834 -0.53347141 -0.06739492145  -3.719652654  -2.6891604463
## 802   -0.96287265 -1.09563755  0.24190055016  -1.900048791  -2.1023400334
## 813   -1.72139541 -0.76345303  0.17854646209  -7.445450435  -4.4431748104
## 822   -2.33111439 -0.83887224 -0.03855401840  -0.419797538  -0.4358494889
## 832   -1.00016896 -1.04455057  0.22756036464   0.385351511   0.3291735933
## 842   -0.96012705 -0.69434634  0.40102694402   0.072548099   0.0107930604
## 852   -1.28852033 -1.02431079  0.35652813547  -0.731580999  -0.6886298979
## 862   -0.75754511 -0.51176089  0.43929021362  -1.760033099  -1.3981782552
## 872   -1.85475454 -0.59187823  0.03549836206  -1.215513232  -1.2201296240
## 882   -1.88634333 -0.57282963  0.02719043513  -0.379801643  -0.4007841860
## 892   -7.95848242 -0.89960120 -1.40860502828 -19.792426589 -73.9985436871
## 902   -1.41701073 -0.60045629  0.24931816287   0.543310166   0.5236656919
## 913   -1.14419264 -0.77820496  0.37653239058  -0.197278693  -0.2411929694
## 922   -1.01726202 -0.40386841  0.33575269846  -3.129887787  -2.3357039369
## 932   -1.64242746 -0.53316102  0.08807856933  -1.982535803  -1.5564226196
## 942   -2.49617327 -0.47183340 -0.28282137413  -9.672462307 -18.2579710601
## 952   -1.00443981 -0.70897049  0.36374612507   0.202035686   0.1612173898
## 962   -0.94162319 -0.70965648  0.39746586051   0.239509971   0.2307362868
## 972   -1.96668923 -1.09184296  0.19968722304  -0.782789032  -0.7383612115
## 982   -1.33101364 -0.72910150  0.30754598459  -4.469657456  -3.1173213048
## 992   -2.01138649 -1.45582662  0.25703794322   0.133053983   0.0951485922
## 1002  -1.50988360 -0.77454929  0.26848948272   0.065179694   0.0051975504
## 1013  -1.98264941 -1.49613724  0.25998013242  -2.803729406  -2.0831258600
## 1022  -2.04639007 -1.49138810  0.25369060511  -0.539830259  -0.4172503283
## 1032  -1.41895931 -0.78472761  0.28769310195  -2.965504978  -2.0793421206
## 1042  -0.83995175 -0.86911586  0.30021557833  -0.172087921  -0.0547399201
## 1052  -1.96672324 -1.25280465  0.22507576558  -1.945721443  -2.0863242816
## 1062  -1.83816687 -0.68122624  0.06663733749   0.156240734   0.1595233101
## 1072  -2.19563259 -0.63984852 -0.09909530210  -0.589436063  -0.6139693113
## 1082  -1.38457611 -0.90448094  0.32030135257  -1.042652850  -0.9025810340
## 1092  -1.50051065 -1.19752079  0.31649824817  -1.088855648  -0.9501081093
## 1103  -0.94230099 -0.76511340  0.39668137823  -0.264927437  -0.1346992409
## 1113  -2.47924863 -0.91313572 -0.07780049310  -0.268242482  -0.2871630873
## 1122  -1.83095900 -1.01647441  0.22959342910  -1.430132987  -1.2222843640
## 1132  -1.25244582 -0.56085613  0.29830040374  -0.166283159  -0.2164230481
## 1142  -1.94873146 -0.69085636  0.06473077336  -4.020896012  -2.8758134751
## 1152  -1.86955005 -0.66200884  0.04291532447  -1.146622872  -1.2969385399
## 1162  -1.03262118 -0.41568923  0.33507531209  -9.753262007  -5.8341583554
## 1172  -2.00411282 -1.43218281  0.25537142433   0.338228136   0.2893822177
## 1182  -1.79342105 -1.20636230  0.27661898030  -0.023824018  -0.0790360823
## 1192  -2.21799154 -0.65540345 -0.07620195014  -0.126008442  -0.1547957952
## 1202  -1.52395840 -1.07933707  0.32185850466  -0.946511061  -0.8644575570
## 1213  -1.65680066 -1.15762251  0.29917077552  -1.634304288  -1.3533838990
## 1222  -0.67538801 -0.44077516  0.45210088117  -0.559948737  -0.5260464020
## 1232  -2.30944098 -0.66175637 -0.12790540976  -4.096851290  -5.3814946654
## 1242  -2.08912949 -0.48360401 -0.12110143511  -5.407610486  -8.1594884030
## 1252  -1.75670271 -0.59450463  0.09906097665  -0.656750795  -0.5526635743
## 1262  -5.81018677 -1.01539920 -0.91335304908 -10.014114970 -21.8915337729
## 1272  -3.23404758 -0.77705635 -0.45526638364  -1.834400282  -2.2323725921
## 1282  -1.28511360 -0.93442421  0.34634753720  -3.218256846  -2.3748237222
## 1292  -0.90568176 -1.02253376  0.23953747944  -0.571042036  -0.4503518347
## 1302  -1.59158913 -0.67584854  0.19746595559  -1.037042277  -0.9263224419
## 1313  -1.85645370 -0.84466073  0.16077139495  -2.404695260  -1.8849322049
## 1322  -1.42259305 -0.59138157  0.23681048263   0.035799544   0.0076905841
## 1332  -1.86341502 -1.44721686  0.27775553539  -0.856003196  -0.7839566238
## 1342  -2.86740580 -1.07108855 -0.09383253137  -0.065756882   0.0577839670
## 1352  -0.89826583 -0.89147721  0.27954945315  -0.655656107  -0.5367495319
## 1362  -0.48693168 -0.53066779  0.43139797815   0.525082715   0.5203891975
## 1372  -1.13973728 -1.14096297  0.25175311164   0.453783598   0.4688490462
## 1382  -1.90677479 -1.17017471  0.23627573851  -8.970987312  -5.4808753362
## 1392  -2.40660606 -1.01156145  0.00118512436  -0.574150409  -0.4740734647
## 1402  -1.63322385 -1.55705803  0.19801944172  -0.085595251  -0.1392681118
## 1413  -2.42818260 -0.77294330 -0.11986222539  -1.796786399  -1.4490314287
## 1422  -2.32776283 -1.44773949  0.18645352707  -2.149257732  -1.6734810682
## 1432  -1.63119468 -1.46624723  0.25106166142  -0.176388450  -0.2205000193
## 1442  -6.36111904 -0.88148004 -1.11601872696 -20.871824073 -77.3061487780
## 1452  -1.56894813 -1.02073125  0.30033291502  -1.193947756  -1.1407744205
## 1462  -2.00132745 -0.98945806  0.14590542315  -0.310147360  -0.2332407635
## 1472  -1.98337138 -1.56181819  0.25412105643  -0.911784198  -0.8273448784
## 1482  -1.82544262 -0.81405696  0.16303467285  -0.641275298  -0.6291954665
## 1492  -0.81726072 -0.80640726  0.33850103976  -2.344055721  -1.7605532310
## 1502  -1.77800151 -1.11188152  0.25323931838   0.374963675   0.4158017919
## 1513  -1.36808173 -1.42185032  0.25345070756  -0.944344423  -0.8942187881
## 1522  -0.76465585 -0.71771680  0.45233337902   0.472883583   0.4111434508
## 1532  -2.09378573 -0.94816013  0.09057399560  -2.577109347  -2.9810484854
## 1542  -1.10310406 -0.96270454  0.36839804693   0.174961294   0.1321335442
## 1552  -3.34994530 -1.44369056 -0.12018009312   0.237197442   0.2330123205
## 1562  -1.70248407 -0.81268028  0.19728213325   0.299577853   0.2966959713
## 1572  -1.24152312 -0.56168170  0.25657463507   0.120556891   0.1096772220
## 1582  -1.48494617 -0.76025525  0.25627159126  -0.350132841  -0.3807139639
## 1592  -0.96068364 -0.39837512  0.33161876260  -0.189746510  -0.0997703506
## 1602  -0.96563349 -0.87456428  0.41025930725  -1.543951309  -1.5371690233
## 1613  -0.78448007 -0.76014835  0.36698993758  -1.508508972  -1.2359825993
## 1622  -1.56893995 -0.96209569  0.29215462466  -2.785040443  -2.0995040220
## 1632  -1.80471656 -0.85317208  0.15973142382   0.011861372  -0.0337953504
## 1642  -1.92676643 -0.53164038 -0.01211327360  -0.810668984  -0.7482857543
## 1652  -1.64226900 -1.20679932  0.26580870549  -0.265979281  -0.3067696117
## 1662  -2.72607880 -0.65368561 -0.22292013571  -1.761737135  -1.4184356130
## 1672  -1.86445908 -0.51264235  0.01254798480  -0.560541933  -0.5511948542
## 1682  -2.06255499 -1.08775755  0.16479337886   0.005757039  -0.0378609911
## 1692  -1.71384464 -1.15570752  0.28584631374  -8.363677148  -5.1658912259
## 1702  -2.18386441 -0.61188444 -0.10981173587  -4.438736742  -6.1328801279
## 1713  -1.58711572 -1.21279620  0.31673728617  -1.025709528  -0.9718817920
## 1722  -0.97756759 -0.84350847  0.36715336212   0.228441720   0.2066980916
## 1732  -1.38238703 -0.64297533  0.25926807041  -3.664225922  -2.6319800494
## 1742  -1.33872460 -0.64727602  0.29221592768  -0.145460109  -0.1948896071
## 1752  -1.83239372 -1.36694963  0.28345841113   0.105134172   0.0601787988
## 1762  -2.84659488 -1.09813647 -0.15741393354  -1.256561557  -1.3435370704
## 1772  -1.92476994 -1.27109474  0.25314698361  -1.693012409  -1.4019522425
## 1782  -1.32388261 -0.68665937  0.31191083552  -0.400123995  -0.4203367384
## 1792  -2.31982129 -1.01115216  0.02524273515  -0.783027139  -0.6969997432
## 1802  -1.96174247 -0.80109362  0.10128420061  -0.329928620  -0.3664975101
## 1813  -1.52467335 -0.96725744  0.30584372263  -3.541911454  -2.5939458414
## 1822  -1.29677336 -0.82186195  0.34267764901  -0.538200332  -0.5422757251
## 1832  -1.98455664 -0.76506863  0.08228837141  -8.572853948  -5.2885903016
## 1842  -1.81061487 -0.66327056  0.09091037934  -1.100349160  -0.9621110453
## 1852  -2.72709887 -0.77608521 -0.27085156449  -3.636209273  -4.7196771703
## 1862  -1.96400164 -1.44498373  0.26102965535  -2.084251164  -1.6322719394
## 1872  -1.26379366 -0.62414202  0.31405643218  -0.500898230  -0.5113819016
## 1882  -0.91659334 -0.72995327  0.39569252347  -2.757653437  -2.0637525491
## 1892  -1.35995927 -0.77083843  0.30257053209  -1.068697832  -1.0077442848
## 1902  -2.11419243 -0.61860751 -0.07324487936  -1.096677553  -1.1925765236
## 1913  -2.10113064 -1.26084309  0.19911698383   0.437190063   0.4389548859
## 1922  -1.98527503 -1.32740815  0.24464377881  -1.723559123  -1.8041245265
## 1932  -1.87032598 -0.47530487 -0.02385523507  -0.594465940  -0.5719232012
## 1942  -0.96400895 -0.48231571  0.37972831318  -2.775187357  -2.0824022160
## 1952  -2.84708777 -0.91893147 -0.23174347790  -8.575786007 -15.2402059703
## 1962  -0.98167792 -0.65807918  0.39192528539  -2.429611817  -1.8521900651
## 1972  -2.10507626 -0.57538318 -0.08508444958  -0.297418208  -0.3108197608
## 1982  -1.13561402 -0.78696227  0.37200900891  -1.022208259  -0.8960571833
## 1992  -1.37098181 -0.97316650  0.30301924499   0.187840644   0.2826361379
## 2002  -1.84928552 -1.25090478  0.26872176082  -3.364414976  -2.4543593834
##           calsmKGE      valNSE    vallnNSE      valKGE      valsmNSE
## 1    -0.0212278661  0.19219484  0.53769228  0.16679246  -1.965709647
## 2     0.1569548971  0.39815302  0.72944020  0.34323740   0.394559220
## 3     0.0334479280  0.30158164  0.61913776  0.24011133  -4.386732121
## 4     0.0828224326  0.54186282  0.84202244  0.49857225  -0.403644758
## 5     0.1382295196  0.36887787  0.69835018  0.29905818  -1.140193412
## 6     0.0491275625  0.43665216  0.77933547  0.42241909   0.232839394
## 7     0.3808388137  0.51773143  0.82669162  0.51126004   0.408968483
## 8     0.3793239331  0.64526002  0.84210738  0.75786351  -1.172174301
## 9     0.0853098949  0.56541723  0.85166609  0.50875439  -3.052669555
## 10    0.0947769743  0.44710013  0.77564898  0.47451968  -0.125216662
## 11   -0.4430921618  0.70655330  0.84483277  0.83210076  -6.049705435
## 12    0.0384202534  0.45413212  0.77951405  0.41238666  -3.384956843
## 13    0.2165147688  0.14306366  0.44102809  0.09574979   0.334099798
## 14    0.3627584115  0.15204310  0.43388040  0.10029341  -3.243705485
## 15    0.1872655685  0.39215927  0.76426475  0.41684375   0.248538511
## 16    0.1977466674  0.65799028  0.76946482  0.80658223 -18.747575735
## 17    0.2142971237  0.67702468  0.78161933  0.82143365 -20.932941588
## 18    0.4454092038  0.27176784  0.49298264  0.19982189  -1.762049777
## 19   -0.5102816297 -0.16989001  0.53723652  0.37225759 -43.798708553
## 20    0.4068632090  0.46844438  0.73951315  0.41895490 -11.644973628
## 21    0.3378210347  0.40447487  0.65119455  0.31061825   0.015851815
## 22   -0.0004366681  0.48213999  0.80731876  0.52031131  -0.930249261
## 23   -0.4662061093  0.16572205  0.59492382  0.51223516 -26.927228374
## 24    0.0933738772  0.66521990  0.85262540  0.74756686  -3.744943029
## 25    0.2585802748  0.50402534  0.81187821  0.55555210  -4.077802301
## 26    0.3522895937  0.37902219  0.65126695  0.28675096  -2.162760650
## 27   -0.2643858646  0.24814344  0.54563191  0.53031626 -15.216223075
## 28    0.3740032487  0.37982335  0.69274686  0.29944185  -6.907505259
## 29    0.1408936854  0.37598140  0.63753111  0.27922593   0.363283251
## 30    0.2988497527  0.31873267  0.65986266  0.26923594 -10.658538531
## 31   -0.3380031682  0.66846766  0.81821273  0.80505262  -3.725884366
## 32    0.0525697243  0.67487821  0.84362182  0.80222730  -5.643512769
## 33    0.3023561991  0.23791652  0.55887881  0.19085235  -5.835876601
## 34    0.4300431650  0.36952946  0.69256434  0.29278468  -0.366436447
## 35   -0.2084831897  0.67444330  0.86154051  0.73463805  -0.801939708
## 36    0.0619862266  0.40019736  0.69255867  0.38152613  -4.535561343
## 37    0.1895650140  0.47463552  0.80354981  0.46348388   0.155542048
## 38   -0.5783664640  0.56137452  0.84593309  0.55559298  -0.250885748
## 39    0.4280411276  0.40424089  0.72453417  0.39629176  -0.664304425
## 40    0.0078216791  0.50442073  0.82164662  0.46141553  -4.693688105
## 41   -0.0796975948  0.71705545  0.83617005  0.84340869 -24.196972020
## 42   -0.2495721074  0.46087615  0.80215924  0.44282393  -1.185553196
## 43    0.0536757265  0.36482833  0.71834362  0.32803071  -0.298360113
## 44   -0.0994101732  0.69033224  0.83924960  0.78836355  -8.416433925
## 45    0.1409791510  0.59734880  0.81804553  0.68124479 -31.939419330
## 46   -0.0099942837  0.37233109  0.68498571  0.29116421  -4.233462836
## 47   -0.2463752696  0.58828801  0.85395327  0.63196907  -1.967184228
## 48    0.0675545146  0.35133064  0.60714800  0.25781430  -4.902504450
## 49    0.3379801380  0.46769792  0.79532622  0.43321753  -6.480814133
## 50    0.1807573256  0.54096328  0.83983887  0.49096257  -5.780291424
## 51   -0.2011759837  0.37590662  0.70980651  0.30960499  -0.085998496
## 52    0.3141553683  0.42260982  0.76811359  0.38959443  -1.505703170
## 53    0.2462787231  0.20253761  0.49202446  0.14316587   0.119679890
## 54    0.0262348391  0.48017135  0.80603228  0.46877425   0.172372238
## 55    0.0047750712  0.40720111  0.75007096  0.36057421  -0.078122883
## 56    0.2383513996  0.22084445  0.51329329  0.16319725  -5.757253664
## 57   -0.2983469158  0.43388148  0.78540737  0.44572413  -4.712855752
## 58    0.3410419001  0.34824940  0.57831868  0.27667627  -6.678920561
## 59    0.2705006276  0.41576400  0.63434064  0.31886413  -4.320987320
## 60    0.0602796868  0.69492113  0.80172731  0.84025220 -38.024834105
## 61    0.3051717629  0.33122782  0.63360168  0.25307339  -0.465926463
## 62    0.2947440318  0.34883689  0.64161277  0.27059748  -2.352548577
## 63   -0.4315714977 -0.26685113  0.55580348  0.38772487 -52.056082260
## 64    0.2259930444  0.30701034  0.59596164  0.22899178  -5.793466406
## 65    0.3873594826  0.41816811  0.74229594  0.34185526   0.530937943
## 66    0.0062470245  0.26823551  0.62757446  0.27037879  -3.119558056
## 67   -0.4980492221  0.44497166  0.79011316  0.42899412  -0.276103926
## 68    0.4204681267  0.28329751  0.61581702  0.22481930  -1.192368485
## 69    0.3587899705  0.35642125  0.69178627  0.57165130  -6.339185846
## 70    0.1792626292  0.60308396  0.76182419  0.78731859  -0.274223073
## 71    0.1828969923  0.41292929  0.67800095  0.31650573   0.003759057
## 72    0.2600365109  0.39254983  0.59690985  0.29086611   0.298955595
## 73    0.3200757861  0.49212535  0.81171745  0.47107720  -7.758001090
## 74    0.2436015016  0.56259129  0.76732936  0.59028950   0.314038805
## 75   -0.0025178995  0.46140614  0.79583062  0.43180657  -2.873599577
## 76    0.2496777704  0.43903240  0.68944585  0.33683648   0.113177826
## 77   -0.4760452683  0.64789750  0.81136263  0.78961046  -1.611530007
## 78    0.4410219739  0.26289596  0.60266091  0.21894641   0.456476260
## 79   -0.5459396277  0.62687108  0.81318013  0.76540416  -1.550459321
## 80    0.3323355358  0.21986004  0.50149127  0.16019564  -9.819264968
## 81    0.1683264491  0.50149091  0.77578798  0.53737342 -10.202888780
## 82   -0.0949947233  0.61769629  0.85631393  0.65570822  -0.732921773
## 83    0.4030025432  0.21415141  0.45969931  0.16027907   0.371510165
## 84    0.2785455377  0.33450448  0.65951654  0.26548671   0.025611279
## 85   -0.0356435115  0.36067684  0.66218302  0.28393339  -0.526464368
## 86    0.1577914927  0.42769347  0.71274658  0.33921918   0.244786560
## 87    0.0858062929  0.63987128  0.87331938  0.66418866  -6.937518767
## 88   -0.4049162425  0.57818274  0.83756863  0.64330697  -1.197449065
## 89   -0.0673354105  0.17139419  0.62675964  0.55903300 -45.448684046
## 90    0.4651629557  0.49796314  0.81495357  0.45611043  -0.292722724
## 91    0.1369501692  0.33339457  0.66314081  0.26649673  -0.614945949
## 92    0.0287056153  0.44757724  0.78926666  0.39544006  -0.875082926
## 93   -0.3192751465  0.59676582  0.86863112  0.57757766  -0.991302570
## 94    0.2234316661  0.66397137  0.79510015  0.81660298 -24.659863471
## 95    0.2706442261  0.12706045  0.44699164  0.09692253  -1.289329581
## 96    0.3208435642  0.26923901  0.61709390  0.22404522  -1.579079046
## 97   -0.3267029065  0.35666625  0.69915638  0.33118205  -0.082138394
## 98    0.0014916630  0.49320137  0.79450237  0.40750354  -1.405247686
## 99    0.2082578910  0.34011201  0.65400646  0.27883417  -1.440033961
## 100   0.4045289562  0.47202332  0.78230295  0.40865305   0.568056443
## 101   0.1083931743  0.33749361  0.65747383  0.27005728   0.168517209
## 102   0.3212742930  0.27442704  0.56735261  0.48624446  -7.693134683
## 103   0.3821026801  0.37065441  0.70920917  0.31506002  -2.800379685
## 104   0.3930113445  0.22267617  0.50675639  0.16698339  -3.879910986
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## 109   0.1036157066  0.23850107  0.55078656  0.18071681   0.269501429
## 110   0.2215708165  0.25576134  0.57033210  0.19844691  -6.022761848
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## 112  -0.0994940593  0.36572039  0.71050891  0.32021692   0.244308870
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## 117   0.3179628947  0.40941208  0.72420698  0.33411522  -0.469811308
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## 121   0.1136352501  0.33529826  0.66314754  0.26792407   0.116209470
## 122   0.2800527178  0.36291885  0.65297947  0.28077194   0.172873823
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## 126   0.0600346439  0.57140053  0.79003946  0.69218120 -27.503516299
## 127  -0.2306370025  0.53215499  0.64402443  0.70998506  -6.422980955
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## 129   0.3331188731  0.20219087  0.47699646  0.14738394  -5.401144404
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## 148   0.2217133614  0.52334734  0.82760945  0.49428541   0.452203295
## 149   0.3180987293  0.24158640  0.52825953  0.18670944  -1.422466397
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## 152   0.4093937256  0.47212973  0.67833701  0.36161322   0.505524741
## 153   0.2375030729  0.59038204  0.85735118  0.62707792 -10.665784508
## 154   0.2401403740  0.33441592  0.59465483  0.25100971  -0.917598856
## 155   0.0925436850  0.33046923  0.56422222  0.54760811  -3.595867552
## 156   0.3361769407  0.46571118  0.79182513  0.48303881  -0.984045674
## 157   0.1384857989  0.53134043  0.82683395  0.43554641  -1.749293738
## 158  -0.0691012755  0.45477162  0.78401116  0.38613724  -0.670482471
## 159   0.2844462755  0.51855230  0.82851686  0.43853199  -3.411465204
## 160   0.2470084372  0.37706611  0.69357715  0.29488927  -8.731197366
## 161   0.2105556840 -0.11613817  0.05725739  0.04147290   0.066122834
## 162   0.1953632171  0.45540835  0.73521370  0.35719474  -0.823998176
## 163   0.0170663242  0.53594036  0.83346761  0.45819525  -0.808822620
## 164  -0.2299829856  0.60804906  0.84737071  0.67916563  -0.382650513
## 165   0.3221154368  0.15433511  0.47129969  0.12581376   0.543607719
## 166  -0.1081001200  0.55377532  0.76532079  0.76750970  -0.336835977
## 167   0.1100402220  0.58481568  0.84380097  0.66172841   0.026463086
## 168   0.1737267626  0.35321203  0.68290617  0.40319634  -1.334799785
## 169  -0.0880529202  0.31174380  0.67070030  0.28118840  -5.452837116
## 170   0.1546575976  0.69821963  0.81642642  0.83899354 -12.839159860
## 171   0.3191455546  0.42101798  0.72000327  0.33068629  -6.962075382
## 172   0.1538967443  0.19301427  0.48288093  0.14231104  -2.624737460
## 173   0.0449304747  0.57103593  0.82884267  0.66690605  -0.937764156
## 174  -0.1383118328  0.37126666  0.72988998  0.33663239  -2.045472284
## 175   0.1140942673  0.35580752  0.61991649  0.26161925  -2.084610995
## 176   0.2440770883  0.71311733  0.86195003  0.83309622  -5.817400540
## 177   0.1238165225  0.28578165  0.63379787  0.24888146   0.129679415
## 178   0.3268759256  0.36234311  0.71061550  0.33189014   0.525703168
## 179   0.3004047015  0.64741095  0.87009903  0.70745007  -5.760010818
## 180   0.1565939325  0.57080312  0.84965875  0.53143238   0.054706527
## 181  -0.0529713904  0.26395502  0.62120971  0.23017739  -0.369329813
## 182   0.1206389938  0.29892619  0.64805609  0.25688660   0.174926529
## 183  -0.3330772391  0.48254858  0.80808585  0.52002392  -6.020926956
## 184  -0.3639336029  0.56758959  0.85118606  0.58715752  -0.303993453
## 185  -0.2464763045  0.65411302  0.70577849  0.81899350 -13.835330821
## 186   0.2646071150  0.38261963  0.67891313  0.29440550  -0.512286479
## 187  -0.0146878653  0.30337825  0.66252046  0.27895173  -0.350592624
## 188   0.2257582323  0.28831594  0.59554428  0.22226442  -1.077175651
## 189   0.2603400921  0.42490583  0.75774467  0.39151641  -6.281049173
## 190  -0.2524656284  0.68373815  0.81138289  0.81915846  -6.365376479
## 191   0.3804389572  0.52267161  0.80217818  0.44178645  -2.277305672
## 192   0.3047270957  0.53337958  0.77378676  0.42673941 -12.649106143
## 193  -0.2998173373  0.63359407  0.82774498  0.73249948  -1.094231346
## 194   0.1974981444  0.33813300  0.70832304  0.30944298  -0.289710232
## 195   0.2656697485  0.67770733  0.82259748  0.82384912 -22.035508154
## 196   0.2286058637  0.23572823  0.56486058  0.18951546  -0.441145342
## 197  -0.1539185112  0.69484719  0.87915517  0.73013548  -2.756346050
## 198   0.1335582201  0.28425169  0.62346218  0.23052638   0.216105993
## 199   0.4139252637  0.22958629  0.56544272  0.19755829  -2.514266868
## 200   0.0766786161  0.35456274  0.65080634  0.27075274  -0.934138863
## 1100  0.2732842816  0.26196781  0.63911359  0.25266202  -0.765518977
## 210   0.2621181051  0.46447376  0.80409684  0.39266098   0.418916894
## 310   0.1720754642  0.39043829  0.73185744  0.31878306  -7.482620954
## 410   0.3030761119  0.59944631  0.85737845  0.54421336   0.099505606
## 510   0.2942221330  0.44805437  0.77636312  0.36896504  -2.489488937
## 610   0.2633338850  0.50178534  0.82918466  0.46435898   0.226467553
## 710   0.4165110708  0.60330247  0.86674038  0.57019255   0.156455945
## 810   0.4255468797  0.62938466  0.79733700  0.79775123  -2.497966836
## 910   0.2392208180  0.61541114  0.86672911  0.55207613  -5.181075496
## 1010  0.2634274395  0.52859095  0.82880264  0.51474351   0.230387860
## 1110 -0.4873270167  0.71227528  0.82458609  0.82704773  -8.326332491
## 1210  0.0440120551  0.53424278  0.84436127  0.46230736  -2.060813395
## 1310  0.2695242133  0.22950533  0.57409829  0.19324736  -0.063386401
## 1410  0.3846324440  0.17430948  0.50040775  0.14933733  -4.222014092
## 1510  0.3382411342  0.54883466  0.82158203  0.60834355   0.243224621
## 1610  0.1243425554  0.66096117  0.73477331  0.79054373 -13.227521355
## 1710  0.1811780494  0.65501343  0.74138502  0.80457296 -12.978998067
## 1810  0.3303807831  0.45727181  0.44047914  0.44671809  -1.803764231
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## 201   0.3729770302  0.54747573  0.79938473  0.53734273 -13.403695333
## 211   0.4839350607  0.40827765  0.68304990  0.33563251  -0.469972905
## 221   0.0784044051  0.57576649  0.85510385  0.55756310  -0.039763637
## 231  -0.5691419004  0.33105520  0.52991757  0.62664356 -20.295084511
## 241   0.0548600245  0.70626306  0.80681609  0.75975538  -5.047752643
## 251   0.2727679956  0.58952355  0.84254578  0.60211326  -5.389044513
## 261   0.4099108714  0.38221571  0.68762615  0.30618328  -2.760426025
## 271  -0.4571217493  0.35474348  0.49870928  0.60766303  -8.914313255
## 281   0.3359437203  0.43366803  0.76281259  0.35158507  -8.598719351
## 291   0.2363098010  0.42114078  0.70709979  0.33363121   0.405518351
## 301   0.2931864665  0.37119325  0.73153019  0.32276541 -12.294938691
## 311  -0.4271391950  0.70715501  0.79700654  0.81211116  -1.468826641
## 321   0.0400322603  0.71157135  0.82789121  0.82506451  -6.745634558
## 331   0.2607773933  0.29926839  0.64714610  0.25374726  -6.823539294
## 341   0.4834997844  0.39770768  0.74444606  0.33071564  -0.783229705
## 351  -0.2656553011  0.70783221  0.83942714  0.75006665  -1.730370344
## 361   0.0874717834  0.25427343  0.63613224  0.55758688  -2.797565819
## 371   0.3271495929  0.56148130  0.85560209  0.50375965   0.375689239
## 381  -0.1065411721  0.59531212  0.83978303  0.57701801  -1.224328174
## 391   0.4513568820  0.43628728  0.77718424  0.49041039  -1.296937720
## 401   0.2467298625  0.56865077  0.85459051  0.51360809  -2.706268090
## 411  -0.1876319114  0.72788289  0.81756684  0.84428311 -19.705736460
## 421   0.1801744551  0.51989434  0.83959188  0.48362316  -0.202015136
## 431   0.2789205125  0.45184922  0.79683475  0.39430720  -1.737839049
## 441  -0.2472421177  0.70633145  0.81495479  0.78567349  -8.735964220
## 451   0.0443068810  0.41635642  0.64522528  0.64413377 -26.412936667
## 461   0.2122051168  0.43317984  0.76332920  0.35877407  -6.761990207
## 471  -0.1578199182  0.65617911  0.87263496  0.65829725  -0.463523857
## 481   0.1949322331  0.40583853  0.69561442  0.31949908  -7.151664741
## 491   0.3606678083  0.53072245  0.83904936  0.48306152  -7.837180525
## 501   0.2335188232  0.59831616  0.86523820  0.54326201  -9.090199823
## 511   0.1641540237  0.44501553  0.79027743  0.37565648  -0.954934123
## 521   0.3996169919  0.48973290  0.81270858  0.44597095  -2.795091169
## 531   0.3177987548  0.25725814  0.59069027  0.20744299  -0.453812858
## 541   0.2435464772  0.56797037  0.85584611  0.51804962  -0.007155136
## 551   0.2463064315  0.48549157  0.81428449  0.42008980   0.237362776
## 561   0.3073716996  0.25373459  0.59145081  0.20879805  -7.275673148
## 571   0.1177997784  0.51202355  0.83121564  0.49946045  -2.571330848
## 581   0.3630779024  0.04685581  0.27203543  0.10027551  -7.456287559
## 591   0.3420663083  0.43133566  0.68160303  0.34674736  -5.375225580
## 601   0.0695719806  0.67132542  0.76369884  0.81675683 -28.709108856
## 611   0.3468858011  0.38375438  0.70807367  0.30356968  -1.145018317
## 621   0.3589495881  0.38673107  0.69511518  0.31978417  -3.542365763
## 631  -0.5382354467  0.06597244  0.37063678  0.55447928 -38.815410888
## 641   0.2272218441  0.37048592  0.68747459  0.28633773  -7.207036688
## 651   0.3764264546  0.49281464  0.80877244  0.40544850   0.191560250
## 661   0.2286507971  0.37302691  0.73865092  0.34367631  -1.578146299
## 671  -0.0450588644  0.49224186  0.82456921  0.46400624  -1.402369919
## 681   0.5006189816  0.30667745  0.67047601  0.26418213  -1.651111344
## 691   0.3523840957  0.53417520  0.80930386  0.58906581  -7.207725945
## 701   0.2791707773  0.58793200  0.69006866  0.79042037  -0.167850085
## 711   0.3547558645  0.46045863  0.73136696  0.37930979  -0.819894922
## 721   0.2024757675  0.42731117  0.65874876  0.32585145   0.425315271
## 731   0.3268571513  0.56460675  0.85054347  0.52557330  -9.533739235
## 741   0.3735677894  0.48900507  0.69555522  0.60945679   0.029540378
## 751   0.1810376874  0.54936637  0.85515587  0.49147819  -1.419349870
## 761   0.3367008350  0.46538284  0.73681381  0.37361501  -0.323187519
## 771  -0.4997921980  0.69493972  0.77909613  0.79381507  -0.746927342
## 781   0.4645598711  0.32287554  0.68066728  0.28174580   0.446344118
## 791  -0.5049586868  0.68805611  0.79209831  0.77399469  -0.650507694
## 801   0.3349290367  0.22132729  0.54232525  0.18069409 -10.449525420
## 811   0.2838969979  0.59906490  0.82199821  0.68226847  -4.286728608
## 821   0.1660887240  0.68933927  0.86860874  0.70010730  -2.303750142
## 831   0.4227945608  0.21387557  0.50357130  0.18469572   0.107168818
## 841   0.3867796341  0.37963009  0.72468727  0.31446424  -0.486265950
## 851   0.2203720615  0.40614995  0.73679996  0.33807433  -1.617786923
## 861   0.3679568508  0.44698206  0.74497047  0.38012092   0.264740460
## 871   0.0694356034  0.67941900  0.86029261  0.68823044  -9.490306818
## 881  -0.3293031216  0.64681672  0.84281551  0.66818147  -3.160345853
## 891  -0.0029109372  0.21667767  0.46655595  0.59547748 -27.923741478
## 901   0.5385545772  0.54925403  0.85366741  0.49650228  -0.722105632
## 911   0.3155778759  0.40484548  0.75338873  0.33720674  -1.964843176
## 921   0.2701777477  0.49610915  0.82633130  0.44243729  -0.122093496
## 931  -0.2672191420  0.60924628  0.84505224  0.61141631  -0.658423708
## 941   0.2284821872  0.57239132  0.74320090  0.76406532 -17.503511064
## 951   0.3614254622  0.22652763  0.59061568  0.20653289  -2.470490663
## 961   0.4060710494  0.31987629  0.69205382  0.28317451  -2.571427648
## 971   0.0443684758  0.45824856  0.79614411  0.40206704  -0.813085033
## 981   0.2120808684  0.55011301  0.83838835  0.46545288  -0.291707338
## 991   0.2050351475  0.41914647  0.74764501  0.34153464  -1.856610025
## 1001  0.4230953213  0.52925121  0.83597038  0.45335776   0.452939969
## 1011  0.1044207196  0.39104422  0.72709510  0.31733946   0.243322125
## 1021  0.2024992496  0.17341133  0.47725834  0.55014775  -6.935218121
## 1031  0.4655022419  0.41998114  0.76446362  0.36117242  -2.524839863
## 1041  0.4121609090  0.24102172  0.56341149  0.20232341  -4.813005271
## 1051  0.1726521795  0.60636839  0.85307948  0.49832690 -11.036869757
## 1061  0.3875077925  0.66037980  0.87468125  0.65380363  -1.838127570
## 1071 -0.4929751476  0.71221505  0.76953885  0.80995089  -6.348227687
## 1081  0.3734991730  0.29748976  0.67049241  0.27115706   0.459677142
## 1091  0.2587198481  0.31982709  0.66649931  0.26168363  -0.270734668
## 1101  0.3024163609  0.31921937  0.66480202  0.26434181  -7.986350412
## 1111 -0.0915471652  0.68638986  0.84497890  0.75015627  -2.362279803
## 1121  0.1769467929  0.44043950  0.79194137  0.38129534  -0.036607235
## 1131  0.2383459458  0.45772168  0.80478991  0.42606654  -3.074298249
## 1141  0.2952328327  0.59525338  0.86356327  0.55131643  -0.066384532
## 1151 -0.3359347869  0.66706018  0.85975670  0.67029730 -10.889058308
## 1161  0.2772870465  0.52690254  0.82497322  0.47715107  -4.176170660
## 1171  0.2629944405  0.45990861  0.78688178  0.37736409  -0.609003987
## 1181  0.2372527010  0.42372091  0.74979167  0.33665863  -2.108377117
## 1191 -0.1456849698  0.68039723  0.81585462  0.74143693  -3.078624671
## 1201  0.3117204057  0.48879151  0.80223373  0.39901265  -7.854150968
## 1211  0.2482584796  0.39503856  0.74044885  0.32769068   0.368103791
## 1221  0.4069784766  0.40362805  0.70373078  0.33597696  -0.404617898
## 1231 -0.1019416088  0.71652425  0.80255835  0.83161445 -16.793748766
## 1241 -0.3214107330  0.66945357  0.80272346  0.76777603 -17.007973790
## 1251  0.1382596129  0.59689855  0.83393229  0.61300352  -8.877066356
## 1261  0.0242949976  0.36376966  0.62634012  0.65355407 -23.488708472
## 1271 -0.4827604536  0.53463646  0.60815562  0.74158514  -3.487958132
## 1281  0.2996002793  0.28851307  0.65247557  0.25042961   0.186854984
## 1291  0.3644733055  0.20184493  0.51907440  0.16987061  -6.274382666
## 1301  0.3876064518  0.59679821  0.86669751  0.53336752   0.402695292
## 1311  0.1296142705  0.51686050  0.83411481  0.48995305   0.033492164
## 1321  0.1966410275  0.54751682  0.83676157  0.48875653  -5.466513573
## 1331  0.1374230141  0.36445973  0.67548054  0.28105971  -0.310042177
## 1341  0.3623847036  0.52031092  0.79692193  0.52550110  -5.050784599
## 1351  0.4678094153  0.22179291  0.53946501  0.19154170   0.198951214
## 1361  0.4877661351  0.35243540  0.65643977  0.28350715  -0.734905445
## 1371  0.3975531380  0.22639123  0.56391648  0.19042816  -1.176289641
## 1381  0.0428613528  0.47444146  0.79950114  0.39719034  -3.659618485
## 1391  0.2387949861  0.69318669  0.87010657  0.69091927  -7.018065328
## 1401  0.2981759512  0.23900805  0.53699719  0.18679479   0.328992899
## 1411 -0.3758957927  0.70547556  0.83930681  0.75882356  -0.783125928
## 1421  0.1548891239  0.43032875  0.76333261  0.35588081   0.214858956
## 1431  0.3003868300  0.28402779  0.61361622  0.22540870   0.249219351
## 1441 -0.3081400829  0.05432468  0.46793419  0.48836475 -40.412045134
## 1451  0.3186176294  0.39624961  0.75609633  0.36266982  -9.039593119
## 1461  0.0681231521  0.55975164  0.84786279  0.54318595  -8.912699088
## 1471  0.1041060354  0.31509146  0.66814542  0.26040252  -1.274360180
## 1481  0.3266346231  0.58338374  0.86338772  0.53023742   0.386128202
## 1491  0.3869688239  0.28275184  0.60026386  0.23022280  -0.796247919
## 1501  0.2497668656  0.58056221  0.81842775  0.63826809  -2.106410488
## 1511  0.2611265401  0.32293116  0.57322472  0.23985735  -7.435609024
## 1521  0.4460634543  0.50307238  0.72762457  0.40461256   0.109001924
## 1531  0.2013661350  0.66132913  0.87473297  0.67545602 -12.310833395
## 1541  0.3516430492  0.36157769  0.65987558  0.28983043  -1.809360854
## 1551  0.2401237196  0.32802188  0.55448348  0.39961630  -5.340646357
## 1561  0.3908223973  0.55625933  0.83139573  0.54273506  -2.170647976
## 1571  0.2163794922  0.55846081  0.82426062  0.49784639  -5.217402092
## 1581  0.2151788838  0.53324978  0.84149389  0.45055659  -2.455061280
## 1591  0.3646065957  0.56483836  0.84519605  0.49466271  -5.625907387
## 1601  0.2700646413  0.41858476  0.75566877  0.34064587 -10.738783845
## 1611  0.3044673041 -0.12204959 -0.01723213  0.07748504   0.373458742
## 1621  0.2890735123  0.50373434  0.78667000  0.40865322  -0.076342025
## 1631  0.1201295875  0.59815420  0.86334354  0.51564437  -2.598535870
## 1641 -0.2535630697  0.66749075  0.84054735  0.69688265  -1.464416743
## 1651  0.3861791481  0.22585581  0.58270731  0.20976747   0.380006732
## 1661  0.1099004595  0.65032287  0.78772545  0.81423385  -0.279743278
## 1671  0.1452803866  0.64809684  0.82705027  0.68247046  -0.394454527
## 1681  0.3453265763 -0.05379900  0.31995416  0.50239034  -2.854973058
## 1691  0.1163490276  0.40299373  0.76516670  0.35886244  -3.217286228
## 1701  0.0105687306  0.72529904  0.79338120  0.85041006  -9.109970643
## 1711  0.2811463496  0.46210814  0.77750249  0.37097985  -7.756635164
## 1721  0.3090233074  0.26615491  0.60520276  0.22309959  -4.361638627
## 1731  0.2989720199  0.57603190  0.83484960  0.55765022  -0.024614373
## 1741  0.2218680963  0.44468625  0.79699501  0.39946885  -3.897288615
## 1751  0.1852299358  0.42909797  0.70270531  0.32770739  -3.472145271
## 1761  0.0598766950  0.70627434  0.83395771  0.84271279  -5.384115902
## 1771  0.2384073819  0.35511555  0.72432971  0.31020162   0.404833769
## 1781  0.4358920351  0.42994696  0.78249718  0.38330889   0.311290740
## 1791  0.2328069793  0.71537505  0.88122627  0.75611496  -6.973397999
## 1801  0.2896519574  0.62394410  0.86782274  0.56613630  -0.620576573
## 1811  0.2379475303  0.35212144  0.72511190  0.31158319   0.196045309
## 1821  0.3188334604  0.35811198  0.73079133  0.31786955  -0.335945517
## 1831  0.0726084538  0.57035210  0.84857662  0.56586757  -3.552068096
## 1841 -0.3163842512  0.62139806  0.85956874  0.61499991  -0.942113026
## 1851 -0.4696860535  0.69036248  0.68086954  0.83909919 -10.092330412
## 1861  0.2482086013  0.43383198  0.74292712  0.33953238  -0.113014463
## 1871  0.2720530192  0.38705347  0.75426498  0.35073539  -1.290949255
## 1881  0.3676331112  0.33940817  0.67649376  0.27785670  -0.319891971
## 1891  0.3005924217  0.49049211  0.80124956  0.45338200  -8.812707731
## 1901 -0.4322724431  0.71605352  0.80572240  0.81116659  -6.226442044
## 1911  0.2414809120  0.58325645  0.85353924  0.48536711  -1.250011896
## 1921  0.1993571811  0.56589340  0.81782052  0.46082112  -9.940170043
## 1931 -0.3774173377  0.67553957  0.81076550  0.74071448  -2.463452132
## 1941  0.3346746475  0.41695625  0.77938311  0.37461334   0.134663848
## 1951  0.2368004953  0.62717256  0.80265774  0.81063603 -12.956285951
## 1961  0.3544318193  0.31554166  0.67053860  0.26655793   0.159902679
## 1971 -0.2378395464  0.69981150  0.83868463  0.75134086  -4.431002192
## 1981  0.3275376009  0.35389226  0.71429466  0.30059055  -0.254792209
## 1991  0.4181965139  0.28988239  0.65108928  0.26401142  -3.338508307
## 2001  0.1629498725  0.43503475  0.73574912  0.33938841  -0.177674185
## 1102 -0.0553718214  0.33599753  0.69649691  0.29607575  -6.144903567
## 212  -0.0749324099  0.49906205  0.82707520  0.47444196  -0.580860440
## 312  -0.0766577723  0.44622783  0.77330688  0.37489393  -2.499871326
## 412  -0.1615204464  0.63709515  0.86995845  0.62953954  -2.241106523
## 512   0.0754239380  0.51431989  0.83207254  0.44440948  -0.093124016
## 612  -0.1770379807  0.54486358  0.84678797  0.55351197  -0.852961815
## 712   0.3130542647  0.60441826  0.86634617  0.58844618   0.128895587
## 812   0.3068054738  0.64977041  0.85940366  0.67750607  -2.760168918
## 912  -0.1122016759  0.65090634  0.87884143  0.61853052  -2.739655735
## 1012 -0.1280167707  0.56399527  0.84419082  0.59536855  -0.881881483
## 1112 -0.4252248455  0.68027598  0.82289032  0.84184780  -5.661526026
## 1212 -0.0353885770  0.56941669  0.85563262  0.53439374 -10.190003170
## 1312  0.0191503725  0.27576798  0.62441027  0.24883276   0.178710163
## 1412  0.3413896897  0.21321648  0.51500025  0.15998326  -3.497213921
## 1512  0.1289196092  0.43695108  0.77258765  0.49499713  -0.832354028
## 1612 -0.0531814564  0.64040461  0.74180872  0.77770290 -26.948078126
## 1712 -0.0952774556  0.60313566  0.73767161  0.76257388 -31.141713375
## 1812  0.4618543744  0.40992745  0.68235166  0.30519860  -2.255927252
## 1912 -0.7604835348 -1.68973747  0.24944222 -0.08458647 -51.350768788
## 202   0.4058334782  0.49996336  0.74129460  0.40910391 -16.774503330
## 213   0.2148980332  0.46978491  0.75103916  0.37222192   0.288766572
## 222  -0.1790700496  0.60762809  0.85767153  0.65524657  -2.141422650
## 232  -0.6288985333 -0.73669180  0.47075160  0.18013121 -30.600683308
## 242  -0.0311010953  0.70835703  0.81555922  0.82449874  -6.159216167
## 252   0.2062305183  0.59278390  0.85028175  0.62547501  -5.506378658
## 262   0.3235203983  0.41064012  0.69355923  0.31566930  -2.278376883
## 272  -0.4754494003 -0.39158531  0.41707093  0.27898797 -20.087127817
## 282   0.3787682302  0.45858081  0.76605473  0.36466751  -8.794304475
## 292   0.0632693348  0.45979900  0.76168865  0.37668836  -1.158670511
## 302   0.2129823006  0.40141811  0.74440344  0.33738989 -11.164615656
## 313  -0.1376971398  0.66023099  0.77546374  0.83013947  -4.953918645
## 322  -0.1226263856  0.69160976  0.81983309  0.84507784  -8.384788309
## 332   0.2821766305  0.31386712  0.64371566  0.26000726  -6.371682050
## 342   0.4103852527  0.43085644  0.75577382  0.34447696  -0.668910342
## 352  -0.0788454215  0.71164181  0.82709086  0.82840084  -1.779042172
## 362  -0.0170561142  0.47854175  0.80399483  0.41917973 -10.472984372
## 372  -0.0684974577  0.60199199  0.85793522  0.63058169  -1.311593361
## 382  -0.1514903643  0.63243900  0.86684550  0.63665272  -0.395247560
## 392   0.4621545190  0.41081939  0.75133265  0.36748339  -1.077307072
## 402  -0.1193740591  0.60723112  0.87257375  0.57729959  -9.884779323
## 413  -0.4065740563  0.69345605  0.81342528  0.84705118 -29.939362374
## 422  -0.1488820307  0.56794571  0.86548182  0.54038690  -3.140151530
## 432  -0.0909830618  0.52089553  0.83656059  0.46850900  -0.235001976
## 442  -0.1349361448  0.69825107  0.80845498  0.84127172 -12.432257074
## 452  -0.0248503759  0.02703847  0.47495051  0.56220061 -47.109381379
## 462  -0.1208392249  0.47503048  0.79947092  0.39564954  -1.797800939
## 472  -0.3019558191  0.67475846  0.85550923  0.75505278  -5.067954976
## 482   0.0267034823  0.45108783  0.74335471  0.35448726  -2.032627705
## 492   0.2416547070  0.54070205  0.84543980  0.49489666  -7.110523285
## 502   0.0137206749  0.63979060  0.87250433  0.61629294  -7.040706219
## 513  -0.2059146950  0.48272936  0.81317330  0.41743551  -0.265155964
## 522   0.2200214728  0.52853231  0.83573724  0.48332460  -2.432353487
## 532   0.1085330636  0.29579628  0.62982995  0.23737332   0.234688888
## 542  -0.2214867679  0.61546366  0.87181091  0.61843890  -0.551547810
## 552  -0.1997096104  0.54287219  0.85338100  0.51439334  -2.165794251
## 562   0.1679665118  0.29818726  0.63067868  0.23647722  -4.497972603
## 572  -0.3461022347  0.53461510  0.84240177  0.54459679 -10.986988409
## 582   0.3238524957  0.21196077  0.49788255  0.15588456  -6.700799660
## 592   0.2028205829  0.47040087  0.72153592  0.36726075  -3.420720527
## 602  -0.2051716998  0.64965452  0.75714793  0.80420412 -47.769378047
## 613   0.2374046176  0.42094765  0.73502863  0.32824985  -0.495590185
## 622   0.1543034438  0.44989957  0.76665046  0.36822115  -0.800575320
## 632  -0.7296778574 -2.80832665 -0.14552247 -0.33572220 -63.350677705
## 642   0.1240850179  0.40134410  0.70797860  0.30966254  -5.301114241
## 652   0.4210683089  0.51046186  0.80871574  0.42282984   0.116285237
## 662  -0.2665980929  0.44829467  0.79638178  0.45974842  -7.364674662
## 672  -0.1359912918  0.54450380  0.85595718  0.51621591  -0.262774379
## 682   0.3662613599  0.34757355  0.69082722  0.28068824  -1.325726720
## 692   0.4123790636  0.32630281  0.64643563  0.28570316  -7.112036366
## 702   0.0811464857  0.64165122  0.81191418  0.77472306  -0.983445414
## 713   0.1197959817  0.51936736  0.79923197  0.42485410   0.078824139
## 722   0.1192299523  0.46004516  0.71288524  0.35417171  -0.990708052
## 732   0.2752937041  0.57597031  0.85822327  0.54171857  -9.245626589
## 742   0.1828780470  0.44990582  0.77279018  0.48991841   0.134442360
## 752  -0.0521244245  0.58308665  0.87018517  0.55530237  -6.985359295
## 762   0.1368222194  0.49739745  0.76498307  0.39324387   0.098969652
## 772  -0.2267407127  0.67537466  0.78135451  0.83673223  -3.415000491
## 782   0.4041912937  0.35063087  0.69514414  0.28966071   0.467864855
## 792  -0.2692372338  0.68040465  0.79603169  0.83456042  -3.898050822
## 802   0.3414501547  0.25008348  0.55128374  0.18801323 -10.509058241
## 813   0.0184140838  0.56165746  0.81944386  0.67901420 -14.433548214
## 822  -0.2112779135  0.69317335  0.84961322  0.76887991  -0.612676040
## 832   0.4206459987  0.26221715  0.51659340  0.19225925   0.343950541
## 842   0.1424349573  0.43014039  0.76269600  0.35444979   0.074229445
## 852   0.0081618448  0.45482867  0.75907876  0.36258178  -0.079909090
## 862   0.1465362171  0.50536224  0.78646481  0.41615587  -1.359985220
## 872  -0.0522620277  0.70062798  0.86466391  0.74982958  -9.608819933
## 882  -0.2031915028  0.68529609  0.85444097  0.76450384  -0.690424663
## 892  -0.4911046232 -1.25863708  0.13043935  0.05619101 -63.363965476
## 902   0.4376493804  0.56145530  0.85554763  0.51619367  -0.719549855
## 913   0.0702635188  0.46670311  0.80383593  0.39842214   0.026902448
## 922  -0.1159351984  0.54607856  0.85491880  0.50540634  -2.600716708
## 932  -0.0089845759  0.66140441  0.86845157  0.70013286  -1.776207087
## 942  -0.1172634267  0.51743600  0.72238939  0.72168224 -36.210124484
## 952   0.1756015322  0.31025031  0.67617728  0.28046928  -0.182008280
## 962   0.1479395646  0.37937360  0.73995156  0.32919143  -0.976227606
## 972  -0.2197642845  0.51655129  0.83661993  0.48234627  -0.194051523
## 982  -0.0195510258  0.58731402  0.85777579  0.50765226  -5.012110076
## 992   0.0338814061  0.45552461  0.76662468  0.38173352  -0.795503014
## 1002  0.3948665465  0.52742928  0.83020851  0.45972904   0.563873572
## 1013  0.1048304705  0.43927052  0.74766378  0.35566797  -2.581316594
## 1022  0.2680193266  0.48778870  0.77591934  0.38826380  -6.477607522
## 1032  0.4094268294  0.43824537  0.77216235  0.37089987  -2.582148516
## 1042  0.3907916878  0.28249728  0.58020063  0.21388930  -4.319869651
## 1052  0.2233232629  0.62408339  0.84586941  0.51543994 -13.123569367
## 1062  0.3325468180  0.68164668  0.87531452  0.70785802  -4.510918630
## 1072 -0.1641414570  0.68010146  0.76363698  0.84068839  -5.853039254
## 1082  0.1668972419  0.34440110  0.70903453  0.32701069  -0.346918350
## 1092  0.0668829292  0.37300043  0.72249609  0.31760284  -0.367084603
## 1103  0.0780452479  0.38534897  0.72325171  0.31408101  -3.993773608
## 1113 -0.1444001331  0.70507271  0.84952782  0.82272867  -3.072276539
## 1122 -0.2223268584  0.48548749  0.82254248  0.46250852  -0.659602022
## 1132 -0.1354509483  0.50034258  0.83276946  0.47827970  -0.235556428
## 1142 -0.2312947368  0.62445410  0.85164644  0.69074708  -4.142064109
## 1152 -0.0053705688  0.69573843  0.86005720  0.77048004 -10.219385092
## 1162 -0.0990777333  0.56386193  0.84797873  0.51968503 -14.249199501
## 1172  0.2499657494  0.46598226  0.78074143  0.38561546  -0.407591572
## 1182 -0.0518676276  0.47475941  0.79900673  0.40486268  -0.267912561
## 1192 -0.1575537065  0.67267824  0.79455645  0.80925253  -1.898347818
## 1202  0.2566645666  0.50784526  0.80248572  0.41194693  -7.234197253
## 1213 -0.0051294088  0.43251102  0.77157927  0.37922120  -0.944776935
## 1222  0.1605829021  0.48202119  0.78953751  0.39775343  -0.038254320
## 1232 -0.2301362868  0.69340675  0.80484657  0.84488040 -19.336577197
## 1242 -0.2191092165  0.62566747  0.80298373  0.81563690 -24.376970002
## 1252 -0.1169023475  0.63729526  0.86010179  0.68149712  -6.115457285
## 1262 -0.0307259760 -0.19660326  0.37401137  0.47368918 -41.454454950
## 1272 -0.3040210900  0.19835865  0.56215023  0.51855613  -9.918297443
## 1282  0.0185784987  0.37029329  0.73134076  0.32663891  -3.119281447
## 1292  0.3114648919  0.24334136  0.53438021  0.18129425  -5.680933474
## 1302  0.1276290675  0.61874907  0.87599417  0.58782524  -0.188075157
## 1313 -0.2606789579  0.56243454  0.85959499  0.56091160  -1.750169649
## 1322 -0.1518771001  0.58372692  0.85841200  0.54723088  -0.981505815
## 1332  0.0051961915  0.42173569  0.73838616  0.34173021  -0.148825025
## 1342  0.2746581496  0.44827667  0.69972753  0.42160331  -3.579504940
## 1352  0.4583692522  0.26078996  0.56158385  0.20133654   0.127420410
## 1362  0.4424035798  0.39300391  0.68274303  0.29709603  -0.563056015
## 1372  0.3904200489  0.25119453  0.57030744  0.19487905  -1.004251711
## 1382 -0.2482370418  0.53365076  0.84087511  0.46384720 -12.522750306
## 1392  0.0631376239  0.68586632  0.85428466  0.73619770  -6.415376879
## 1402  0.2212641591  0.27423818  0.54559528  0.19840702   0.405800855
## 1413 -0.1286549034  0.70835268  0.83318262  0.84185837  -1.999283292
## 1422  0.0851386348  0.45974712  0.79065876  0.43442916  -1.646049187
## 1432  0.1701685486  0.31650540  0.63980122  0.24762944   0.333755306
## 1442 -0.7197977221 -1.08126997  0.32186159  0.09349804 -63.872673743
## 1452  0.2547322580  0.41125128  0.76178612  0.38012289  -8.281499392
## 1462 -0.1830352326  0.61982825  0.87423862  0.61250695  -4.730639031
## 1472 -0.0159151985  0.37740711  0.70495934  0.31053395  -0.156072354
## 1482  0.0688217998  0.59804936  0.86573900  0.59303396   0.089723730
## 1492  0.2588998476  0.31029177  0.61850041  0.23977159  -2.005051780
## 1502  0.3796749891  0.57100854  0.82226969  0.61522164  -2.474908316
## 1513  0.3406799932  0.34956781  0.57494296  0.24843864  -7.798650615
## 1522  0.4556217088  0.53304313  0.74154438  0.41605874   0.096704053
## 1532  0.2079368874  0.66422244  0.87895062  0.69057640 -14.700357509
## 1542  0.1450585965  0.40882113  0.71049656  0.32192620  -0.107435862
## 1552  0.1430535646  0.32271066  0.67173205  0.34656150  -0.796860729
## 1562  0.2677168538  0.57369711  0.84775169  0.57946543  -2.061822763
## 1572  0.1162272240  0.61044525  0.84404229  0.57978265  -2.876276689
## 1582 -0.1160544880  0.58910486  0.86871261  0.52047966  -0.223012914
## 1592  0.1921499892  0.60821400  0.86673608  0.53994887  -5.103288164
## 1602  0.1624064815  0.44810271  0.76941249  0.35811971  -9.379310592
## 1613  0.1303969061  0.21564708  0.57457844  0.19404039  -0.837973238
## 1622  0.0585235547  0.54767039  0.83178568  0.46391444  -2.509750675
## 1632 -0.0601563212  0.64605843  0.88040189  0.59014420  -1.136664987
## 1642 -0.1739755176  0.69196948  0.83627828  0.79581583  -0.863499591
## 1652  0.1877359876  0.26666998  0.61423191  0.24258691   0.382961871
## 1662 -0.0319708319  0.68621465  0.86295982  0.76324308  -1.284117776
## 1672 -0.0634312453  0.65976966  0.83004636  0.76473488  -0.732562886
## 1682  0.2127736635  0.50478988  0.79207432  0.49976283   0.198579068
## 1692 -0.0789025811  0.44475897  0.78744513  0.39355541 -11.729357833
## 1702 -0.0924765751  0.70026271  0.79766153  0.84951001 -20.719188131
## 1713  0.3091009245  0.47730598  0.77377623  0.38009303  -7.871468187
## 1722  0.1467537153  0.35070769  0.68533914  0.27979667  -0.537788023
## 1732  0.0359947688  0.62569844  0.87869108  0.57268000  -3.785638967
## 1742 -0.1777788861  0.49422126  0.83076504  0.46496753  -0.230332196
## 1752  0.0960148037  0.48041121  0.76869664  0.38453283  -0.171971373
## 1762  0.1053841316  0.68203752  0.84021519  0.84206450 -10.084180198
## 1772 -0.0720076706  0.39165969  0.74937786  0.37208098  -0.965479001
## 1782  0.1617969120  0.47261225  0.80970110  0.44528986   0.224294396
## 1792  0.2745567825  0.70188725  0.87688848  0.76868774  -8.085062914
## 1802 -0.0991725268  0.64264906  0.86506598  0.64738978  -0.086535689
## 1813 -0.1667601877  0.41223944  0.77196763  0.38426207  -3.546500595
## 1822 -0.0891115828  0.41536338  0.77551110  0.38075546  -0.004330710
## 1832 -0.3122370752  0.60775518  0.85919349  0.65776667 -11.557018449
## 1842 -0.1006552806  0.67699604  0.88108085  0.69860881  -0.919217571
## 1852 -0.3640922221  0.60317194  0.66263882  0.76613701 -16.867301808
## 1862  0.1512396875  0.45250244  0.76314400  0.36535228  -1.420707435
## 1872 -0.1851513946  0.45450246  0.80638030  0.43480475  -0.036855534
## 1882  0.1119748408  0.39726540  0.73104323  0.31986470  -2.612676957
## 1892  0.1843501547  0.52925016  0.82477684  0.48532417  -8.574769349
## 1902 -0.2191359400  0.69554544  0.80490586  0.84743613  -8.199727894
## 1913  0.3476490644  0.58446084  0.84258837  0.49590067  -1.800423578
## 1922  0.2352091089  0.58104919  0.81532248  0.47378365 -11.182911999
## 1932 -0.1606988782  0.70167126  0.82861641  0.83059776  -1.691455641
## 1942  0.0876905700  0.46934946  0.81744314  0.43563416  -2.566521020
## 1952 -0.0092944065  0.55337682  0.78546635  0.73822107 -32.710298963
## 1962  0.1160989340  0.38764878  0.74438499  0.33649194  -2.162688823
## 1972 -0.0599957217  0.70330246  0.83508199  0.82138924  -4.881508130
## 1982  0.0898672460  0.42069411  0.76869351  0.36639373  -0.373568259
## 1992  0.4206184617  0.31190828  0.65634496  0.27069270  -2.925522105
## 2002  0.0375156056  0.48870631  0.79735769  0.41005277  -3.385827651
##          valsmlnNSE      valsmKGE treatment
## 1      -1.864396030  0.0719710843    SSURGO
## 2       0.360281946  0.3339264598    SSURGO
## 3      -5.465321830  0.1571165907    SSURGO
## 4      -0.461987441  0.0813235750    SSURGO
## 5      -1.214908404  0.2009416899    SSURGO
## 6       0.193894733  0.1882127458    SSURGO
## 7       0.407343127  0.3569538080    SSURGO
## 8      -1.370516828  0.2189985645    SSURGO
## 9      -3.624312681  0.1337726997    SSURGO
## 10     -0.185566131  0.1745541398    SSURGO
## 11     -8.355145522 -0.5417018672    SSURGO
## 12     -3.015658417  0.1082720333    SSURGO
## 13      0.362924727  0.3828176855    SSURGO
## 14     -4.062099824  0.4650919024    SSURGO
## 15      0.209025133  0.2568685100    SSURGO
## 16    -34.278725033 -0.2359420019    SSURGO
## 17    -40.371860777 -0.2887914549    SSURGO
## 18     -2.084574344  0.4839921558    SSURGO
## 19   -129.300004482 -0.7673087171    SSURGO
## 20    -17.948180369  0.3048745238    SSURGO
## 21      0.034404219  0.4757111430    SSURGO
## 22     -0.956450100  0.0743841898    SSURGO
## 23    -58.699599955 -0.7243999351    SSURGO
## 24     -4.672366203 -0.1412717310    SSURGO
## 25     -5.140715471  0.3047577528    SSURGO
## 26     -2.590575724  0.4608125266    SSURGO
## 27    -28.457134961 -0.5557459710    SSURGO
## 28     -9.593943161  0.4071753631    SSURGO
## 29      0.335767933  0.3044523534    SSURGO
## 30    -16.116989443  0.3317482795    SSURGO
## 31     -3.398862101 -0.4516003555    SSURGO
## 32     -7.537748927 -0.1892742041    SSURGO
## 33     -7.842810125  0.3908200294    SSURGO
## 34     -0.393390972  0.5168406140    SSURGO
## 35     -0.892397334 -0.3613098667    SSURGO
## 36     -3.911639344  0.1581008073    SSURGO
## 37      0.097779771  0.2774177441    SSURGO
## 38     -0.231730897 -0.4286911532    SSURGO
## 39     -0.729244006  0.4912368846    SSURGO
## 40     -4.070399942 -0.0384903822    SSURGO
## 41    -48.171782087 -0.4823681300    SSURGO
## 42     -1.191537908 -0.2743834397    SSURGO
## 43     -0.271906467  0.0904441753    SSURGO
## 44    -12.183260581 -0.3926909458    SSURGO
## 45    -73.828800975 -0.4049238929    SSURGO
## 46     -5.239343511  0.1369359215    SSURGO
## 47     -1.875420735 -0.4035438530    SSURGO
## 48     -6.235903615  0.1925140933    SSURGO
## 49     -8.893722785  0.4015166744    SSURGO
## 50     -7.561506247  0.0651782567    SSURGO
## 51     -0.049774318  0.0646523888    SSURGO
## 52     -1.713978303  0.3595355351    SSURGO
## 53      0.154153265  0.4041735507    SSURGO
## 54      0.151489074  0.0811767189    SSURGO
## 55     -0.136156171  0.1200898085    SSURGO
## 56     -7.625347589  0.3036368247    SSURGO
## 57     -4.093115640 -0.2433902163    SSURGO
## 58     -9.261631896  0.4296266397    SSURGO
## 59     -5.508375974  0.3514229685    SSURGO
## 60    -98.243645964 -0.4066583686    SSURGO
## 61     -0.475481075  0.3805229378    SSURGO
## 62     -2.749948549  0.2951517831    SSURGO
## 63   -182.061224015 -0.8228583295    SSURGO
## 64     -7.721952825  0.3365755126    SSURGO
## 65      0.541159088  0.4647442787    SSURGO
## 66     -2.827204534  0.1152733941    SSURGO
## 67     -0.252595107 -0.2390173841    SSURGO
## 68     -1.400559530  0.5525113483    SSURGO
## 69     -8.644077439  0.3887401271    SSURGO
## 70     -0.325892491  0.0048794903    SSURGO
## 71      0.044644792  0.2632565888    SSURGO
## 72      0.273316756  0.3465834605    SSURGO
## 73    -10.956319110  0.3648266391    SSURGO
## 74      0.344774752  0.3473533022    SSURGO
## 75     -2.627578100 -0.0040624847    SSURGO
## 76      0.152411273  0.3595049473    SSURGO
## 77     -1.596110383 -0.4853762477    SSURGO
## 78      0.434830269  0.5024906047    SSURGO
## 79     -1.519510331 -0.5007830922    SSURGO
## 80    -14.690047869  0.4011916465    SSURGO
## 81     -7.135349615  0.1918442953    SSURGO
## 82     -0.751023891 -0.2368401623    SSURGO
## 83      0.412204345  0.4985172998    SSURGO
## 84      0.061322009  0.3451356677    SSURGO
## 85     -0.501073274  0.1052795662    SSURGO
## 86      0.221695290  0.1900210118    SSURGO
## 87     -9.400465937 -0.1077243730    SSURGO
## 88     -1.282130737 -0.3465006544    SSURGO
## 89   -142.653931610 -0.6235375689    SSURGO
## 90     -0.322568784  0.5642271269    SSURGO
## 91     -0.613350573  0.2121057985    SSURGO
## 92     -0.908241744  0.0781192060    SSURGO
## 93     -1.004496212 -0.5386567078    SSURGO
## 94    -51.027549714 -0.2959081758    SSURGO
## 95     -1.410003747  0.2761151847    SSURGO
## 96     -1.801410852  0.3702529232    SSURGO
## 97     -0.053308393 -0.0006639113    SSURGO
## 98     -1.378512956  0.0411649579    SSURGO
## 99     -1.592394145  0.2395173086    SSURGO
## 100     0.561815505  0.5026599828    SSURGO
## 101     0.147169303  0.2017708937    SSURGO
## 102   -10.915979425  0.3163482606    SSURGO
## 103    -2.444734288  0.5347056778    SSURGO
## 104    -4.976616472  0.4726504570    SSURGO
## 105   -23.013211474  0.1350226295    SSURGO
## 106    -1.266584161  0.1562742841    SSURGO
## 107    -7.302815830 -0.5305665059    SSURGO
## 108     0.242299581  0.3757588605    SSURGO
## 109     0.297163446  0.2433181048    SSURGO
## 110    -8.008082675  0.2750327717    SSURGO
## 111    -1.793838841 -0.2788102108    SSURGO
## 112     0.237866625  0.1492479962    SSURGO
## 113    -1.553847171  0.0459221322    SSURGO
## 114    -1.161807323  0.1988891391    SSURGO
## 115   -11.792403677 -0.4865387010    SSURGO
## 116    -5.180882517  0.0269568028    SSURGO
## 117    -0.488894535  0.4253082512    SSURGO
## 118    -0.890808970  0.2984388158    SSURGO
## 119    -1.737612063 -0.2344184671    SSURGO
## 120    -9.518783042  0.4063545534    SSURGO
## 121     0.063455456  0.2423939347    SSURGO
## 122     0.213221377  0.3035886257    SSURGO
## 123   -26.563788378 -0.3255641187    SSURGO
## 124   -34.627075810 -0.4918676718    SSURGO
## 125    -8.256228498  0.1030707995    SSURGO
## 126   -58.905717376 -0.4937682902    SSURGO
## 127   -10.452281025 -0.5697632831    SSURGO
## 128    -0.572527238  0.1998082364    SSURGO
## 129    -7.190664468  0.4091930801    SSURGO
## 130     0.026411491  0.3578729017    SSURGO
## 131    -0.131748277 -0.1493442270    SSURGO
## 132    -3.868451450  0.0914779751    SSURGO
## 133     0.133643908  0.1713259992    SSURGO
## 134    -5.091623069  0.3861084340    SSURGO
## 135    -0.015819696  0.5826074643    SSURGO
## 136    -0.350134136  0.5429918156    SSURGO
## 137    -0.687195024  0.4532159572    SSURGO
## 138    -5.144059722 -0.0430717074    SSURGO
## 139    -6.974433479  0.2238919277    SSURGO
## 140     0.486272414  0.4234446764    SSURGO
## 141    -1.040040359 -0.4867680936    SSURGO
## 142     0.026693490  0.2535034038    SSURGO
## 143     0.463822887  0.3921856480    SSURGO
## 144  -190.820499291 -0.7130584004    SSURGO
## 145   -10.628790253  0.3571113778    SSURGO
## 146    -7.429142199 -0.1673405407    SSURGO
## 147    -0.614600156  0.1350789242    SSURGO
## 148     0.425296354  0.3690387648    SSURGO
## 149    -1.341943160  0.4555442986    SSURGO
## 150    -1.542805759  0.3920920540    SSURGO
## 151    -9.737223229  0.4142509373    SSURGO
## 152     0.534535799  0.5117861008    SSURGO
## 153   -15.930840183  0.1951897194    SSURGO
## 154    -0.982490234  0.3453383127    SSURGO
## 155    -4.372932023  0.1936983909    SSURGO
## 156    -1.101044419  0.4115591442    SSURGO
## 157    -1.958781035  0.0343547464    SSURGO
## 158    -0.670648617  0.0158360454    SSURGO
## 159    -4.192368832  0.2787740358    SSURGO
## 160   -12.555113146  0.3106294112    SSURGO
## 161     0.015141232  0.3268533729    SSURGO
## 162    -0.839077163  0.3332744831    SSURGO
## 163    -0.834588610  0.0032867583    SSURGO
## 164    -0.399016188 -0.2794349316    SSURGO
## 165     0.542087568  0.4629294541    SSURGO
## 166    -0.370147555 -0.2725298356    SSURGO
## 167     0.013932322  0.0343255192    SSURGO
## 168    -1.449763346  0.1761300231    SSURGO
## 169    -4.637284820  0.0250025046    SSURGO
## 170   -20.890357425 -0.2649991574    SSURGO
## 171    -9.688209455  0.4099054029    SSURGO
## 172    -3.074243751  0.2180538100    SSURGO
## 173    -0.955491978 -0.1476860917    SSURGO
## 174    -2.298703836  0.0840872081    SSURGO
## 175    -2.382572697  0.2374646629    SSURGO
## 176    -7.808889014 -0.2858350082    SSURGO
## 177     0.073230828  0.2662820754    SSURGO
## 178     0.524311019  0.4452069375    SSURGO
## 179    -7.629485469  0.2736470794    SSURGO
## 180     0.088932297  0.2394888384    SSURGO
## 181    -0.426785174  0.1293230316    SSURGO
## 182     0.206880787  0.2244342205    SSURGO
## 183    -5.080788991 -0.2649386722    SSURGO
## 184    -0.326258470 -0.4526578717    SSURGO
## 185   -23.115893157 -0.5677792542    SSURGO
## 186    -0.539365408  0.4247015969    SSURGO
## 187    -0.323121182  0.1257624017    SSURGO
## 188    -1.064276882  0.3231180120    SSURGO
## 189    -8.433841608  0.2643871492    SSURGO
## 190    -8.937555140 -0.4572765598    SSURGO
## 191    -2.747481321  0.3281700111    SSURGO
## 192   -19.995152888  0.2744753931    SSURGO
## 193    -1.238856099 -0.3716704175    SSURGO
## 194    -0.343541323  0.1707965388    SSURGO
## 195   -44.057364036 -0.2632325620    SSURGO
## 196    -0.484601636  0.2944746526    SSURGO
## 197    -3.322188227 -0.3690049093    SSURGO
## 198     0.246712638  0.2133395136    SSURGO
## 199    -3.069877415  0.4776507760    SSURGO
## 200    -0.946695296  0.2004469051    SSURGO
## 1100   -0.793250821  0.0956481725       RSS
## 210     0.444048068  0.3951238146       RSS
## 310   -10.242857926  0.1551000716       RSS
## 410     0.065480357  0.0646546590       RSS
## 510    -2.883356174  0.1974811526       RSS
## 610     0.245939682  0.2089422748       RSS
## 710     0.190001698  0.2650672819       RSS
## 810    -2.991463648  0.2658274503       RSS
## 910    -6.639939065  0.1317319948       RSS
## 1010    0.208817897  0.1772253541       RSS
## 1110  -11.766339202 -0.5863564172       RSS
## 1210   -1.942934777  0.0667305684       RSS
## 1310   -0.030322794  0.4203708196       RSS
## 1410   -5.417024677  0.4155442953       RSS
## 1510    0.266474136  0.2314897993       RSS
## 1610  -21.187198039 -0.0903217547       RSS
## 1710  -20.723946880 -0.0903517184       RSS
## 1810   -2.086777203  0.3943761251       RSS
## 1910  -75.428806458 -0.6428711820       RSS
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## 1842   -0.952312115 -0.5190489737    Static
## 1852  -30.341403706 -0.6383693575    Static
## 1862   -1.381738655  0.2880848437    Static
## 1872   -0.045683641 -0.5389412725    Static
## 1882   -2.410258327  0.0835610751    Static
## 1892  -12.154062604  0.0896993281    Static
## 1902  -12.436562703 -0.5725769151    Static
## 1913   -2.087541645  0.3136190550    Static
## 1922  -16.922906288  0.2316625397    Static
## 1932   -2.043417989 -0.4885369605    Static
## 1942   -2.378316299 -0.1613631433    Static
## 1952  -79.208247092 -0.3787343487    Static
## 1962   -2.035281848  0.0381127237    Static
## 1972   -6.533412009 -0.5003269764    Static
## 1982   -0.420367804 -0.0016750433    Static
## 1992   -3.642584254  0.4899864351    Static
## 2002   -3.038375061  0.0001488719    Static
plot(ssurgodist$calKGE, ssurgodist$calsmKGE, pch = 19, xlab = "Streamflow KGE", ylab = "Soil Moisture KGE")

combineddist$weightedcal<- rowMeans(combineddist[,c("calKGE","calsmKGE")],)


ordereddist <- combineddist[order(-combineddist$weightedcal),]

ordereddist[ordereddist$treatment=="Static",]
##              m          k  soil_dep        m_v        k_v       gw1       gw2
## 1522 4.7770160  3.9076681 0.2098907  5.6443021  2.8026536 0.2790358 0.5774347
## 1362 4.1721498 13.4175601 0.1133911 10.3453788  3.8324710 0.1717331 0.5797764
## 202  4.0644502  1.9449133 0.1843174  1.0332215  6.8139056 0.2856574 0.2166484
## 342  3.0784224 17.3217009 0.1416683  3.5122041  4.0066938 0.2917786 0.2889545
## 782  3.2928623 30.4936841 0.3412607  6.4920672  5.4268699 0.1430565 0.3624518
## 282  2.8769132 10.6498938 0.1456415 11.9589233  7.0920403 0.1563051 0.4079164
## 1812 3.5253193 14.1171369 0.4682764  2.6957420  2.2181307 0.1337797 0.5334391
## 392  2.1659590 49.1811894 0.2864038  1.9368631  3.5838811 0.1304920 0.3104428
## 1352 4.3440428 24.9495939 0.1354113 14.7157920  1.0607720 0.1155288 0.4201881
## 682  3.1552510 20.4877325 0.2311781  6.9383713  1.5330637 0.2834560 0.1998115
## 652  2.9137805  5.9137284 0.2587145 14.6220687  2.0760948 0.2254271 0.2805514
## 1992 2.6005231 55.7769213 0.4508616  3.0671172  6.2633132 0.1196855 0.2155960
## 262  3.4091517 59.7769746 0.1083893  8.1862551  6.6990591 0.2877357 0.3813863
## 1032 2.5697588 37.3606656 0.2922301 13.4735757  0.5494664 0.1951221 0.4109237
## 1042 3.9454358 39.3691792 0.4857739  8.8359254  7.0339035 0.1388027 0.4170730
## 902  1.5817854 41.1294542 0.1776117  8.1157405  0.8713272 0.2477113 0.4291277
## 1002 2.0053121 58.7884657 0.1079892 11.5820263  2.4571855 0.2011866 0.5522539
## 213  3.6576849 44.9838395 0.1270450 10.3652048  1.3430104 0.2719348 0.5348846
## 832  4.8953053 59.2611786 0.2118332  6.6375519  6.2607542 0.1446642 0.5410945
## 1372 3.9166488 24.7432313 0.4095167 10.8278068 14.4487961 0.2700589 0.1259822
## 1502 4.3091411  6.7817081 0.2009149  0.7117937  7.8275386 0.1057167 0.2966910
## 1713 2.5083356 35.3402649 0.4139011  6.2730129  8.6493824 0.2679280 0.3836852
## 613  3.6189140 25.3444081 0.3945591  4.0358619 13.4477909 0.1798469 0.4663153
## 1222 3.9958025 43.8320597 0.3453099  7.0220555  4.8424337 0.2259157 0.5277145
## 622  3.7453649 58.1664890 0.3650659 12.1915163  9.4466096 0.2177848 0.5239239
## 592  4.1451515 44.4935435 0.3707940  7.4975574  9.5231157 0.2758972 0.5672285
## 1492 4.8169945 29.2175841 0.3740048  7.0046522  2.4999946 0.1725626 0.4294628
## 302  2.5350528 28.5243036 0.1734294  5.4400082 14.4098298 0.1329949 0.3231158
## 1513 4.7601675 43.3007516 0.2120942 14.4448351 10.0649047 0.2093101 0.4770997
## 862  4.4553255 58.0499302 0.1511175  3.9354198 10.2859877 0.2822398 0.4996041
## 802  4.3789822 51.9100023 0.3834270  4.2358471  9.5751258 0.2740570 0.1763739
## 1202 2.2947373 35.4907426 0.2844833  3.1413425  5.7721033 0.2586750 0.4433126
## 1602 3.4707463  7.5532162 0.1077727  5.5858796 14.0331650 0.2770508 0.2719371
## 713  4.4725723 12.5721399 0.4342350  5.6642993  5.7789070 0.2604348 0.5089935
## 1412 3.8534676 55.1976732 0.1552641  9.8427705  6.4341494 0.1202316 0.2481015
## 1452 1.8552089 39.1647815 0.3769340  1.6653319 10.6073564 0.2317831 0.1451060
## 712  1.7485066 18.6882125 0.4796338  2.5456431  7.5370872 0.1891872 0.2871406
## 1292 4.7317730 46.8267834 0.4369550  6.0288843 13.5539006 0.2125718 0.2239061
## 1913 2.0864679 28.0782194 0.1303534  3.3572481 11.7925483 0.1996520 0.5650058
## 962  3.1754480 17.8301738 0.2478600  7.1410165  4.7336329 0.2337279 0.1926710
## 492  1.6639788 55.5144779 0.1391758 14.1639417  5.4866553 0.1459596 0.5428872
## 842  3.1942519 40.1588979 0.1018476 10.4794466  9.8882222 0.1822007 0.4387325
## 952  3.4212571 54.2188859 0.3226396  5.0832451 10.3290111 0.1254480 0.1003364
## 332  2.7176909 56.9855883 0.4775040 10.8896031 14.0153559 0.1551780 0.1906773
## 582  4.6992350 50.2970370 0.3019598  3.6267867  6.6362231 0.1648381 0.2509845
## 732  1.6011143 35.0926538 0.2684786 12.6200512  6.8977167 0.1128723 0.4786287
## 522  2.1447729 10.9139041 0.3607568  6.3834153  4.9269465 0.1764151 0.2233103
## 1592 2.3452651  5.3087282 0.4123107 12.3332968  5.6017866 0.1871686 0.4698901
## 762  3.7138766 27.3318199 0.1900155 12.9452370 12.1485151 0.2888425 0.4960431
## 1022 2.4600753 34.0023177 0.2375757  1.7313118  9.1960543 0.1673600 0.5299621
## 1722 4.8321369 37.3531491 0.1921737  5.2894034 11.3713852 0.1101882 0.4333784
## 1542 4.8855399 59.6121543 0.1211457 12.0140267  5.2625225 0.2703154 0.3876015
## 1962 4.0705524 26.8747592 0.2628593  7.5240532  4.3420434 0.1293517 0.3662284
## 1882 4.5914085 22.0299550 0.4242988 11.6739995  4.9255326 0.1958244 0.3802228
## 1172 2.4272165 37.1346713 0.1113663  4.5965250  6.4870999 0.2905430 0.2961513
## 1613 4.6383996 49.9360316 0.1994799  3.5631494  6.1543082 0.1405481 0.2099627
## 1082 2.7763172 53.1212332 0.2174230  5.2099922  4.0960589 0.1855257 0.1501674
## 1892 2.0646748  9.1154559 0.1556393  5.7379431 13.5019907 0.1379130 0.1375946
## 1922 2.1864877 32.2140951 0.2659684  7.3287754  7.3874505 0.2816476 0.5965235
## 562  4.2031632 57.3806082 0.3860317  7.0837388 13.0254319 0.1909434 0.2576967
## 1103 3.6980682 29.3732941 0.2808096  9.9001333  9.1245845 0.1395363 0.4024533
## 1782 2.2415179 43.4068938 0.4895840  4.7981105  1.4032414 0.1339848 0.4134777
## 1942 3.0945727 23.0823850 0.4184944  4.1252679 10.7595860 0.2369682 0.2039848
## 1562 1.5431898 19.3725115 0.1681113  7.2755450  1.1757351 0.1534678 0.1845930
## 1982 3.6539565 54.4964613 0.4537223  6.5952137  7.5911992 0.2064704 0.2660069
## 1652 2.9236588 52.5658080 0.3306159  7.8266641  2.1508021 0.1085916 0.1210259
## 1052 2.2544635  9.0098946 0.3541856 10.1954041 12.5460469 0.2330692 0.5803596
## 913  3.5304249 15.3551288 0.3691731  5.1527058  6.4147954 0.2130550 0.2827870
## 512  3.0063998 35.7747194 0.3365424  4.5989563  9.7362040 0.1455488 0.5601428
## 642  3.4465804 26.8204672 0.2080842  6.2832963  8.8985443 0.1511368 0.4610258
## 1432 4.1074970 54.7283773 0.2445800  8.1601377  6.8755617 0.2389351 0.2318835
## 1402 4.9194716 49.1247119 0.3880268  8.4162443  7.1615888 0.1755439 0.3295141
## 812  2.6748460  3.1997660 0.3001760  0.8934533  0.6250054 0.1563588 0.4098198
## 1862 3.0659579 51.7909540 0.4078320  4.2561174  1.8412515 0.2357361 0.4275981
## 1062 1.6233791  4.6589818 0.3887042  5.7285639  1.1171665 0.2490050 0.3492750
## 722  4.9923682 45.2023192 0.3642637 11.0886016  3.1069167 0.2487446 0.5931660
## 1092 4.2114215 25.4475743 0.1028396  5.7556938  4.5407962 0.2432191 0.1663115
## 482  4.6480602 26.5519515 0.4067555 13.9193774 12.2908231 0.2292113 0.4373144
## 1752 3.7389733 58.1819491 0.2789951  3.7412037  6.9852896 0.1841358 0.5541106
## 1682 4.7252792 51.7348058 0.3087612  0.5874751 14.8294564 0.1500630 0.1154625
## 532  4.3011453 23.5003529 0.2374251 13.7887621  2.3851435 0.2174891 0.1694230
## 1572 3.0599640  1.7544255 0.3757697 11.7514182  2.3469918 0.2516638 0.3711870
## 1282 4.3191152 12.6873583 0.2496789  8.7177540  3.6554820 0.1682981 0.1207928
## 1013 4.7516202 59.7274423 0.2270104  4.1024862  7.9009646 0.2364594 0.3187847
## 852  4.9592231 45.5560871 0.2741147 13.7798725 13.0949553 0.2058380 0.5000754
## 292  4.3347045 55.8351771 0.4613700  8.9034059  2.6176789 0.2843536 0.3731314
## 1622 3.2129797 27.8843903 0.4647468  6.5265364  2.4101958 0.2612575 0.5431551
## 252  1.0647582 59.0530925 0.4597748  5.9401712  3.2172008 0.2237443 0.1471745
## 692  2.6433122 57.4898617 0.3242565  1.2779695  5.1351083 0.1557800 0.3789590
## 1302 1.9225263 20.1774321 0.3176094  9.9782950  1.6024659 0.2314739 0.4932349
## 2002 3.9591587 38.6888908 0.4848632  5.0572335  8.4751479 0.1848245 0.4842547
## 1792 1.0255303 58.1411014 0.4487539  2.3546238  6.8813164 0.1758932 0.5615578
## 1532 1.0496359 31.0848868 0.3579646  7.8581171  8.2810636 0.2347451 0.2673028
## 1732 2.6848013 10.5611468 0.1801438  1.5395126 13.7827548 0.2453989 0.3520317
## 1213 3.3966758 40.1242669 0.4604639 13.1389258  9.7918666 0.2696125 0.2531761
## 1102 4.9049692 22.4993762 0.1154618 13.6255312 12.5386328 0.2030855 0.1083525
## 992  3.0266250 15.0794619 0.1437196  7.5815315  7.7254314 0.1138379 0.3310065
## 982  3.7701017 11.5718837 0.3480505  4.3564351  9.0187252 0.2279008 0.5216438
## 1332 4.4829531 34.7942950 0.3170732 14.5283622 11.5730926 0.1544988 0.3952312
## 1422 2.7460853 40.4689028 0.4281874  3.8454695  6.0717688 0.1594581 0.2567174
## 462  3.6509550 14.2861381 0.3307821 11.3036247 12.8655790 0.2622874 0.3160165
## 1312 3.2501004 42.9691576 0.4211703 14.0574182  1.7734201 0.1438809 0.1011326
## 1822 2.9936683 22.4186551 0.2053523 13.7105786  8.1522640 0.2357047 0.1825108
## 1472 4.4988406 46.3638336 0.1945113 11.4873570  9.9918170 0.1706895 0.2010644
## 1162 3.5586678 41.5915118 0.1326528  6.9336097  7.9162123 0.2905374 0.4131491
## 312  3.4793874  8.3914200 0.2487633  5.5504568  8.8394967 0.1527464 0.1883463
## 1482 1.6806021 48.6271900 0.1757397 10.7837601  1.4769981 0.2211714 0.5185497
## 1182 3.1184677 20.8922622 0.3144633  8.1614834  2.9925994 0.1243004 0.5133948
## 922  2.8326475 10.4552046 0.3093272 11.8020818  9.6480285 0.2908414 0.2705425
## 1692 4.4789249 21.1821407 0.1958672  5.7192976 10.5714692 0.2014599 0.1814909
## 432  2.7325437  8.6462636 0.2899923  4.3047151  8.4104286 0.1969951 0.1594193
## 362  3.9728964 31.1827413 0.2948250  3.8103050  2.6314292 0.1108767 0.4852571
## 813  3.2719787 35.4695962 0.1629077  0.5019589  2.4314373 0.1827633 0.1429198
## 742  4.4874938 39.5455092 0.4399976  1.2113681  3.9141783 0.2762229 0.3226408
## 1772 2.7091486 46.5317679 0.4160571 10.6030459  5.3140510 0.2844772 0.1548228
## 1342 1.9557917 44.5700949 0.1603416  1.0560547  3.4589674 0.2723291 0.3463187
## 502  1.9705515  6.4841342 0.2874455  1.4652498  9.8421513 0.1505302 0.3367494
## 1132 2.1278544 31.9620093 0.3120933  8.2842510 11.0048262 0.2831446 0.2064051
## 752  2.8492449 38.3251905 0.4597892  3.8098068 14.2369893 0.1621162 0.4473670
## 1582 2.8656680  8.5092118 0.2978362  4.6732731  7.9679890 0.1687320 0.3987964
## 1813 3.3711053 54.4530514 0.1573480 12.9201839  4.7554448 0.2189047 0.1789028
## 1872 2.6138775 53.4695105 0.1141413 13.0982356 10.3640662 0.1521231 0.2289150
## 212  2.4067495 30.7678763 0.4274962 12.1701530  1.0369840 0.2142909 0.3266745
## 402  2.9864116 22.3259287 0.1258648  4.4893663  8.7349865 0.2168823 0.4550546
## 1742 2.3867389 48.4249544 0.2350714 10.9631081  8.0418951 0.2118129 0.2737126
## 1212 2.9535724 33.0292292 0.1714317  2.8495289  5.0497037 0.2409353 0.3160109
## 672  2.1162155 17.2351301 0.4452678 13.5427372 10.4939890 0.2969232 0.1975129
## 1632 2.4160015  6.3021430 0.4884144 13.0034885  8.6035531 0.2008808 0.4702393
## 513  3.5002318 20.4014273 0.3065796 10.4691408 10.8979570 0.2441804 0.2819572
## 422  2.4821616  9.9635777 0.3491509  8.5404903  9.2608536 0.2998646 0.2173434
## 1322 2.0378684 41.0089691 0.3436827 10.0416888  9.1079114 0.2959690 0.4250473
## 372  1.8623035 47.2850879 0.4304697  3.0566511  1.7077179 0.1577646 0.4853655
## 932  2.3736966  3.5719722 0.3715815  7.6808641 11.3181136 0.1658741 0.2135586
## 1392 1.1133848 36.7662137 0.4491487  1.3851860  4.7960651 0.2931498 0.5468826
## 912  1.8209964 19.8916598 0.1374903  5.8753606 13.7107657 0.2101497 0.5752031
## 552  2.6751037 55.0455542 0.4286164  7.9593624  6.7540113 0.1428810 0.5168689
## 1012 1.8332943 45.7929593 0.2428886 12.7425242  7.4705120 0.1350219 0.2388537
## 1152 1.3265852  5.5293062 0.4835959 11.0570534 11.6997727 0.2677586 0.2907198
## 662  2.8235022 48.1994402 0.1317630 12.4285402  3.4531062 0.1428800 0.1360929
## 382  1.7707499 23.5847309 0.1539863  8.4871822 14.5050745 0.2891983 0.3730947
## 1552 4.5806710 41.8384449 0.2510615  1.2644610 11.8923781 0.2412538 0.2354901
## 612  1.8859355 40.8242880 0.1249976  7.5896634  3.7390950 0.2750464 0.2456923
## 412  2.1599461 26.5094511 0.3286098  4.3943265  7.6371606 0.2303580 0.5121772
## 1122 2.5739118 45.0957332 0.2007684 13.3021527  5.1578042 0.2372296 0.2544813
## 1802 1.6576564 48.8012380 0.2125385  3.2823091  5.6582264 0.2433822 0.5823913
## 1842 1.7039064 11.0625193 0.3443278 12.5850183 10.0233869 0.2196810 0.2449090
## 1382 4.5508056 15.8507089 0.2336999 11.2384036  5.9171043 0.1191508 0.5461420
## 872  1.2180063 14.6740201 0.4211255  9.4935187 11.3689639 0.2306591 0.4015246
## 1252 1.1872409 53.8235124 0.2840683 13.0619774  9.6249187 0.1865519 0.2779001
## 972  2.6528292 28.2847956 0.2171048 14.0064103 13.2668261 0.1061940 0.2413148
## 1462 1.1199949 37.4854217 0.3373306  2.4414256  9.3079541 0.2897785 0.1036001
## 702  1.5090767 23.9151841 0.2596842  0.7887013  2.9130242 0.1267087 0.2843443
## 1672 1.1490447 34.4471907 0.4785575 12.6403867  2.1646896 0.2550246 0.3436889
## 1762 1.0698388 11.1001650 0.4923585  8.1444105  6.0025223 0.1220683 0.1323533
## 542  2.0281112 35.3829032 0.1987422  5.2409142 12.0166630 0.1076959 0.4896331
## 242  1.0401288 21.4973618 0.1823970 13.2047289  5.4278869 0.2425757 0.5045802
## 1313 2.3222467 56.4064526 0.3590594  7.6435547 12.6868101 0.1117855 0.3043687
## 222  1.5993592 33.8004731 0.1814927 11.5614277  3.1666692 0.2336306 0.2225341
## 1972 1.4601293  8.2036618 0.3303803 14.5463418 14.3456989 0.1287801 0.5897681
## 572  2.5782015 47.6418908 0.3509838  6.1071974 14.6168390 0.1987970 0.1717061
## 1142 1.7252608 53.3552643 0.2639221  3.3827405  1.2807495 0.1776700 0.4745579
## 882  1.3048950 42.4651388 0.2241977 13.3408116  7.3686400 0.1502583 0.3598939
## 352  1.3276351 12.1563627 0.2567973  8.8064187  5.7696602 0.2266615 0.5015913
## 1932 1.1064761 29.7931039 0.2034917  9.9148596  4.5877299 0.1490394 0.2015629
## 1642 1.2596324 30.1054879 0.1852558 13.2512772  4.2333826 0.1965684 0.4056935
## 1702 0.7423643 19.6640239 0.2412448 13.8506919  4.9906975 0.2691014 0.3008579
## 1512 4.2681957 12.2258897 0.4985123  1.6648460  4.1514824 0.1095405 0.4079000
## 442  0.9802123 13.1041531 0.2573512 12.8380156 10.3994116 0.2196136 0.3348719
## 1113 0.9951837 24.5184681 0.3265019 11.2444378  4.7058182 0.2157582 0.1825176
## 1832 2.0187715 37.8814634 0.3112827  8.1920475  3.2555631 0.2538419 0.2598376
## 1192 0.9387943 57.8172065 0.1170893  9.1531933  5.8078486 0.2955550 0.4538252
## 1952 0.6721826 16.8697524 0.2932057  0.7896034  0.7638175 0.1859641 0.1310645
## 1413 1.4912671 10.3044329 0.3325753  9.7169959  8.2188161 0.1812374 0.4401627
## 822  1.3472402 32.3007599 0.3673064  1.3095045 10.7243223 0.2397703 0.5062794
## 1662 1.7950911 24.0183798 0.1881327  0.8204411 14.1034788 0.1501560 0.2329292
## 1072 0.7568265 56.7689230 0.3721366 11.8397866 14.1715641 0.2438155 0.3742347
## 322  0.9769224 25.8535502 0.3178894  2.6963389  3.6663905 0.1161783 0.3402870
## 1612 0.6257779 36.2622953 0.1136078 12.3059438  1.8828807 0.2039728 0.4657808
## 1902 0.7199099 52.3555559 0.4865335  9.3683872  7.4755367 0.1987148 0.1446166
## 772  1.2598972 31.6696209 0.4032982 12.7990937 12.3561996 0.1038479 0.3278648
## 313  1.4372836  9.6666566 0.4729182  8.0825788  5.8026485 0.2075037 0.4311370
## 792  1.2228527 56.4673612 0.1656379 12.0275264 11.4752822 0.1212135 0.3152750
## 1242 0.9417628  7.2957118 0.3561314  9.6286914  6.3644027 0.2122080 0.2191521
## 1232 0.8349048 38.5305033 0.2193587  7.2106450 10.0937444 0.1004008 0.2857140
## 472  1.5346075 15.6421771 0.1286037 10.4461764  2.7570551 0.2923546 0.3215411
## 1712 0.7144826 11.4803103 0.4956568 10.2977158  0.9399384 0.2552123 0.4845960
## 942  0.8064651  9.5129132 0.4626862  0.8048471  3.0682157 0.1438606 0.3495411
## 602  0.6009209 16.0779568 0.2209888  2.6218411  6.0750399 0.2791817 0.3971882
## 413  0.6484681 25.0094206 0.1715894  3.9918671  9.3636306 0.2472575 0.1977263
## 1112 0.7164907 34.6138654 0.4693476  1.7972628 12.9542933 0.2241619 0.1320184
## 452  2.0408686  0.6797004 0.1471462 10.1287523  6.8571545 0.2071671 0.3543407
## 1852 0.5742896 46.1899049 0.1060701 14.7476076 14.7716255 0.2730332 0.4289224
## 1272 0.6945449 27.6468943 0.1235678  6.0633830  5.5490336 0.1583402 0.4446249
## 1262 2.4650530  0.5130693 0.2733256  1.1888706 14.8487197 0.1873842 0.4363479
## 272  0.5482016 34.3894715 0.3329838  9.2959094  2.8836320 0.1087318 0.5266662
## 232  0.5040241 22.4032795 0.3382123 14.0263645 11.0491563 0.1111075 0.2975083
## 1442 0.6802881  3.6660428 0.3843343  4.8721036  7.4215618 0.1122175 0.3851497
## 892  1.0085376  1.0710129 0.3972172 14.8204466  5.9577913 0.2216529 0.5275352
## 1912 0.6134446  4.8349892 0.2515768  4.8603898  5.9877848 0.1180730 0.5875913
## 632  0.9210099  1.3187419 0.1623704 10.6725250  9.9052333 0.1240813 0.3475561
##             pa       po   vgseng1   vgseng2   vgseng3 run rowname         NSE
## 1522 0.1203709 1.284212 1.0125490 1.2627971 1.0882511 152    2017  0.45916297
## 1362 0.2545562 1.456646 1.6066604 1.9966373 0.7812533 136    9971  0.41852945
## 202  0.1718767 1.898659 1.9071080 1.9782674 1.2238168  20    4270  0.46679611
## 342  0.2495024 1.433364 1.4629396 1.6671877 1.9050454  34    9105  0.41894776
## 782  0.1890553 1.085917 1.7917308 1.8942517 1.8363142  78    8428  0.42820353
## 282  0.1351198 1.806480 1.2512131 0.8495926 0.1915091  28    7300  0.47544677
## 1812 0.1720911 1.666780 0.2411949 1.5636298 0.6206267  18    3310  0.38642848
## 392  0.1585434 1.495566 1.3089013 1.6252998 0.8950849  39    5338  0.47367856
## 1352 0.2858342 1.343734 1.7841685 0.2703308 0.3953771 135    6110  0.33975979
## 682  0.5116014 1.877803 1.6568406 1.2911159 0.3520610  68    7539  0.36725757
## 652  0.1576350 1.267852 0.7351321 0.4346573 1.5267460  65    5681  0.47483903
## 1992 0.2025982 1.579606 1.7809520 0.6166248 0.7436985 199    4009  0.40438409
## 262  0.2758939 1.551759 1.2103743 1.1025986 1.4579780  26    4071  0.39006563
## 1032 0.1010367 1.148296 1.8072445 0.5281314 1.8146136 103    8302  0.47687553
## 1042 0.2446619 1.689150 1.9254960 0.6772172 1.5577410 104    1026  0.34132195
## 902  0.3913392 1.854240 1.4591839 1.7998938 1.3816965  90    3422  0.54110312
## 1002 0.1824002 1.261826 1.3843192 0.3036789 1.6543126 100    8228  0.52454805
## 213  0.8211265 1.867509 1.8264592 1.1013660 1.4483229  21     742  0.43881740
## 832  0.1602076 1.248644 1.1139539 1.3251101 0.6170666  83    3905  0.29843291
## 1372 0.1017840 1.215610 1.0751875 1.2290681 0.1817609 137     931  0.29213356
## 1502 0.1179867 1.335647 0.3188069 1.1888536 0.8521090 150    7667  0.41035150
## 1713 0.2123924 1.785464 0.5887529 0.6292987 1.3014530 171    7486  0.42482706
## 613  0.2398201 1.269438 1.3630453 0.2555130 1.9682911  61    5942  0.42851130
## 1222 0.7712741 1.596894 1.8603426 1.7809312 0.8063125 122    1587  0.46334335
## 622  0.5657578 1.699274 1.7350642 1.9852649 1.8089662  62    8628  0.45154690
## 592  0.4023864 1.725622 1.0336530 1.5428414 1.4855253  59    4955  0.41747576
## 1492 0.3616049 1.052176 1.7778879 0.1136267 1.2022655 149    4360  0.36879673
## 302  0.2928074 1.920315 1.8950099 1.3389780 1.1354766  30    8706  0.46400861
## 1513 0.1656758 1.760657 0.4173679 1.0743201 0.3850700 151    6283  0.31071869
## 862  0.6871752 1.368389 1.9170100 0.8812996 0.8780708  86    3468  0.46083695
## 802  0.2141346 1.965886 1.3062652 0.8471567 0.6849244  80    2527  0.26593394
## 1202 0.3788631 1.945699 0.7229007 1.5753993 1.0127118 120    7348  0.45911643
## 1602 0.3141412 1.817805 1.4383489 0.1064938 0.5858059 160    7722  0.42895914
## 713  0.7321770 1.587419 1.8824240 0.5364835 0.7560616  71    5865  0.46938370
## 1412 0.3046643 1.693944 1.2128841 1.1208335 0.3036915  14    2241  0.29201691
## 1452 0.3039034 1.797718 1.3810875 0.6042756 1.7676304 145    9670  0.45508949
## 712  0.1734727 1.022447 1.6112918 1.9421357 0.7210615   7    6883  0.58853996
## 1292 0.2358183 1.637676 1.3263462 1.2137031 0.1075825 129    6985  0.27402997
## 1913 0.1110389 1.201020 0.1893227 0.9598376 1.1303977 191    4248  0.47805441
## 962  0.5184576 1.668828 1.9737770 1.3743234 0.1460003  96    1610  0.41442451
## 492  0.3609397 1.922647 1.7671781 1.8368581 1.0451828  49    4183  0.56925830
## 842  0.3022057 1.278082 1.9487846 0.9299134 0.8390537  84    2249  0.45355581
## 952  0.5864369 1.613954 1.7237974 1.9055427 1.5576671  95    9671  0.38864519
## 332  0.1836490 1.617650 0.5456082 0.9995934 0.6926106  33    3195  0.35073583
## 582  0.3611257 1.942548 1.5829453 0.4283435 1.6720663  58    9133  0.26194838
## 732  0.2823715 1.888729 1.7940037 1.1612943 1.1100907  73    4499  0.57685305
## 522  0.3392371 1.481623 1.5866547 1.7006390 0.8173217  52    2020  0.54162727
## 1592 0.3681972 1.574113 1.6669638 1.9535908 0.8608421 159    8837  0.57185955
## 762  0.2389526 1.207515 1.0472773 0.7922654 0.5028838  76    7725  0.44140631
## 1022 0.2960067 1.700788 0.1783883 0.7263070 0.3426174 102    6491  0.42621852
## 1722 0.7475227 1.858103 1.5462597 0.8919750 0.3753434 172    8598  0.38585887
## 1542 0.5963412 1.671546 1.2576336 0.4290395 0.2736196 154    3773  0.37301337
## 1962 0.5290107 1.166905 1.9748449 0.3621645 0.2486284 196    6934  0.43540983
## 1882 0.3790526 1.027566 1.5556837 1.2729775 0.8651659 188    8281  0.41128252
## 1172 0.2324361 1.314174 0.2774932 0.2219844 1.4360485 117    2795  0.40254779
## 1613 0.4136634 1.161507 0.9251244 0.5065498 1.2015339 161    2796  0.28678170
## 1082 0.4164512 1.203028 1.6516975 0.2811060 0.2652905 108    3483  0.41480750
## 1892 0.2384358 1.564945 1.5319796 1.2653367 0.4688404 189    5985  0.53661100
## 1922 0.2618014 1.959193 0.1420368 0.9980998 1.2181060 192    7905  0.45383519
## 562  0.4257431 1.802819 1.0702614 1.5861496 1.1394263  56    9211  0.32353331
## 1103 0.5930767 1.992251 1.5376344 1.5970949 0.3677350 110    3968  0.40829127
## 1782 0.7102452 1.596645 1.9620480 0.4099895 0.7825564 178    1102  0.51629680
## 1942 0.5788082 1.164015 1.8934381 1.8381362 0.6898617 194    5954  0.48900351
## 1562 0.6372070 1.843659 1.2343696 1.0417615 1.0754909 156    2435  0.54113174
## 1982 0.7465465 1.520926 1.5264981 0.8058978 1.1220484 198    2197  0.42685546
## 1652 0.5140914 1.462373 1.0481193 1.1454374 1.4047692 165    1959  0.36817767
## 1052 0.1732364 1.722980 0.1132590 0.1629137 1.0322452 105    3912  0.47868978
## 913  0.8020529 1.717630 1.1272127 1.7877772 1.3672699  91    1976  0.45255504
## 512  0.6925011 1.671186 1.6840984 0.4600854 0.4156485   5    3520  0.50355921
## 642  0.4087299 1.838281 0.5001039 0.5105957 0.4259500  64    2285  0.38249280
## 1432 0.3192292 1.244905 0.5666888 0.8283532 0.6508318 143    1492  0.31200670
## 1402 0.2677577 1.206783 0.4496588 1.3539189 1.3148902 140    9182  0.28142280
## 812  0.9808765 1.908406 1.8541697 0.2786003 1.4339456   8    3075  0.54311245
## 1862 0.4698743 1.182857 0.3195071 0.1459851 1.5704044 186     410  0.39938768
## 1062 0.4770520 1.440039 1.0946250 1.6822009 1.6661133 106    6007  0.52777475
## 722  0.5303160 1.273739 0.1602665 1.5403275 0.4443254  72    2316  0.37027879
## 1092 0.8691420 1.622468 0.7881594 0.4581952 0.8344956 109     375  0.35935591
## 482  0.7010294 1.982210 0.7367806 0.1788541 1.9773532  48    4880  0.39594038
## 1752 0.8252559 1.884526 0.2536385 1.8708804 0.5470453 175    3846  0.39686632
## 1682 0.9009370 1.839565 1.9335385 0.3086293 1.6421173 168    1926  0.45380968
## 532  0.6547475 1.663813 0.6159583 1.3053968 1.9677873  53    7875  0.30450810
## 1572 0.9251704 1.753979 1.3343816 0.1260691 1.3611393 157    3293  0.49997127
## 1282 0.7903447 1.308595 1.0412713 1.6882814 1.7845142 128    4562  0.40767450
## 1013 0.9770902 1.506994 0.1330287 1.5865991 1.9857508 101    4848  0.36126875
## 852  0.9443189 1.794227 0.7456548 1.6719572 0.5983341  85    5395  0.42334241
## 292  0.8310492 1.515287 0.3602487 1.6572156 0.4572146  29    8341  0.37688690
## 1622 0.5556816 1.175738 0.9109953 0.1404188 1.5969471 162    8277  0.47140865
## 252  0.4359428 1.790809 0.7010084 1.4349328 0.1420784  25     449  0.50319592
## 692  0.1043446 1.884650 1.4608019 0.6609094 1.1351344  69    4271  0.36595511
## 1302 0.4944341 1.256595 1.2850418 1.4420176 0.6330931 130    8747  0.55869700
## 2002 0.4785887 1.067709 0.2970624 1.7115130 0.9018132 200    3522  0.40902709
## 1792 0.2040285 1.603233 0.4573923 1.4686293 1.9408512 179    5182  0.48873031
## 1532 0.2599626 1.814201 0.6430869 1.6338019 1.8920706 153    2788  0.51480946
## 1732 0.9927075 1.331067 1.4105950 0.8222017 0.7943906 173    1788  0.52860074
## 1213 0.3565116 1.104670 0.6481077 1.6097515 1.5842461 121    3948  0.39453287
## 1102 0.6783060 1.132501 1.3919695 1.4818469 0.5664533   1    3753  0.38658640
## 992  0.3644972 1.426229 0.2035409 1.3471088 0.5743651  99    4276  0.41814231
## 982  0.8448135 1.238113 1.1840689 0.2000965 0.9007070  98    2500  0.51353485
## 1332 0.5461652 1.382095 0.2284736 1.2075014 0.9643034 133    2187  0.36348228
## 1422 0.4170257 1.093175 0.1032073 0.4891047 1.4303958 142    3457  0.39185978
## 462  0.7170441 1.937923 1.3373281 0.2896211 1.8494068  46    6375  0.44201137
## 1312 0.7835257 1.707009 0.4146203 1.2953692 1.7965766  13    4728  0.31495189
## 1822 0.4585114 1.337961 1.5119045 1.0054768 1.5809498 182    8667  0.43994833
## 1472 0.9513885 1.766138 0.1854722 1.6016338 1.7371530 147    3982  0.33761707
## 1162 0.9907196 1.087219 1.8245058 1.8153820 1.6686304 116    1793  0.51878374
## 312  0.7731696 1.996316 0.5262064 0.3912422 1.3903625   3      18  0.42077832
## 1482 0.6303228 1.473222 1.0589404 0.6005708 0.6134246 148    2678  0.52041450
## 1182 0.8113679 1.846874 0.4647595 0.1125369 0.2796997 118    6082  0.43608647
## 922  0.4519378 1.031732 1.7582843 1.9109898 1.5069229  92    7203  0.52551679
## 1692 0.8600742 1.061966 0.6314816 0.3043096 0.6029331 169    6261  0.41656576
## 432  0.6477406 1.490181 1.0500842 1.9492833 1.7236081  43    1654  0.50113467
## 362  0.7963938 1.043942 0.2138989 1.8440551 0.6468270  36    3082  0.40547030
## 813  0.3982131 1.075209 1.0002238 1.2533147 1.9453240  81    9755  0.43777155
## 742  0.6031492 1.470844 0.8485784 1.7306747 1.7029189  74    6289  0.43403797
## 1772 0.4427051 1.187511 0.6710835 0.3299363 1.5467531 177    6037  0.37982972
## 1342 0.5364486 1.917176 1.0250913 1.0903407 0.5974655 134    1196  0.43082447
## 502  0.4662874 1.655958 0.8090251 1.3143100 0.1731514  50    2143  0.51429818
## 1132 0.7648324 1.735384 1.4747708 1.9064473 1.6919508 113    6712  0.49902751
## 752  0.6067251 1.017915 0.9090705 1.1682898 0.4638096  75    1154  0.51344963
## 1582 0.8521267 1.682237 0.8115295 1.8226988 0.2126946 158    8271  0.51736317
## 1813 0.8886664 1.404344 0.9695570 1.2437340 1.2341145 181    1235  0.42071435
## 1872 0.6185742 1.524077 1.7588786 1.1647862 0.3337552 187    9865  0.49064656
## 212  0.9879300 1.689656 0.4035990 1.8010754 1.8939901   2     180  0.43745087
## 402  0.7588487 1.018313 1.8393594 0.9778787 0.9767565  40    7554  0.54828012
## 1742 0.9563708 1.972304 1.6806198 0.7362753 1.2754766 174    5374  0.49574719
## 1212 0.9687587 1.161083 0.1393509 1.2740430 0.4242682  12    9784  0.43095282
## 672  0.8740734 1.622351 0.8777977 1.1823886 0.5309829  67     845  0.48631475
## 1632 0.4894011 1.390807 0.5374263 0.8112909 0.2628929 163    7091  0.50168605
## 513  0.8067193 1.606893 0.5764301 1.3970781 1.5319581  51    2330  0.43152663
## 422  0.6629661 1.141354 1.4947749 0.9119686 0.5051173  42    5500  0.51735822
## 1322 0.8497211 1.978994 1.3587446 1.2975044 1.0622923 132      45  0.51784206
## 372  0.8829243 1.472098 1.4909552 0.1901553 0.5218096  37    4264  0.53623323
## 932  0.9359588 1.222103 1.4178769 0.7000315 1.3374936  93    8203  0.51583805
## 1392 0.4633693 1.768176 0.4447964 1.9351294 1.6211408 139    4864  0.48093502
## 912  0.4058827 1.533629 1.4452822 0.9008716 0.3867170   9      53  0.55708990
## 552  0.6953461 1.310516 1.5763484 0.3429903 0.6775710  55    8684  0.52149878
## 1012 0.3307847 1.049119 1.1937643 1.9309638 0.7237700  10    2849  0.54312636
## 1152 0.9488705 1.834362 0.9925333 0.1677415 0.3028531 115    4810  0.47571086
## 662  0.7227281 1.098196 1.9822744 0.2319058 0.8760266  66    1947  0.49976833
## 382  0.8578639 1.566705 1.8534863 0.3531618 0.8886306  38    3990  0.54674947
## 1552 0.7990457 1.960575 0.7073373 0.9286347 1.4949391 155    8591  0.41160020
## 612  0.6403528 1.348976 1.2642375 0.9351488 0.1695635   6     760  0.50360657
## 412  0.5566740 1.143725 1.7394242 1.7169723 0.3695991   4    1527  0.56792335
## 1122 0.7299441 1.475577 0.5607066 1.9131312 1.9563841 112    9673  0.44302322
## 1802 0.4868565 1.381962 0.8218856 1.5279642 0.9781273 180    8008  0.52000140
## 1842 0.7374550 1.317708 1.0524003 0.3168248 1.3682026 184    6435  0.52001516
## 1382 0.8925405 1.053376 0.3090296 0.8589498 1.8134557 138    9163  0.45247976
## 872  0.3894855 1.589910 1.2216554 0.9372036 1.1720598  87    7965  0.53222712
## 1252 0.4986869 1.824550 1.3028174 1.6510326 1.7069165 125    8380  0.54914289
## 972  0.5781218 1.408159 0.3342801 0.7341729 1.5193627  97    4396  0.45073314
## 1462 0.7076037 1.897334 0.6006708 1.6141968 0.7931006 146    3456  0.49909179
## 702  0.5167536 1.119411 1.0020938 1.7034683 1.2504541  70    8331  0.42637857
## 1672 0.6749858 1.393753 1.4781267 1.7340715 1.0726063 167    9304  0.54595912
## 1762 0.1448404 1.210054 0.1487693 1.0505763 1.7194543 176    8347  0.33690734
## 542  0.4231423 1.173055 1.5909927 0.7201649 1.7930982  54    1268  0.55338884
## 242  0.4827580 1.485481 1.6079532 1.5046177 1.1797727  24    1972  0.53960296
## 1313 0.7491883 1.362206 0.7707655 0.8507148 0.1737646 131    4800  0.49468157
## 222  0.5427602 1.113051 0.6268198 0.8017157 0.9086077  22    1563  0.47780604
## 1972 0.4372890 1.260874 0.8972546 0.9538776 1.8229468 197    6106  0.45286264
## 572  0.9173439 1.108280 1.1504349 0.1481292 0.6703577  57    3145  0.49242847
## 1142 0.9939214 1.370060 1.1538367 1.1061251 1.5742408 114    2079  0.51683645
## 882  0.9848534 1.772705 0.8671940 1.7860344 1.0641455  88    1059  0.51604259
## 352  0.7149232 1.321293 0.6670285 1.6526669 1.8823944  35    1484  0.46374044
## 1932 0.9854477 1.590400 1.4832742 1.3930883 0.4312915 193    2725  0.51914626
## 1642 0.9092920 1.545775 1.1641820 1.2732627 0.2268417 164    9286  0.51542582
## 1702 0.3055720 1.407068 1.7328504 0.5755190 1.4348930 170    2799  0.47678652
## 1512 0.7038465 1.371923 1.3270466 0.7865092 1.8624942  15    9112  0.51504976
## 442  0.5052261 1.466623 1.5910667 0.4792167 0.2959472  44    1876  0.47458300
## 1113 0.5373446 1.301064 0.3427828 1.4713491 1.1545687 111    5346  0.43357012
## 1832 0.9327815 1.056411 0.8605852 1.4541394 0.6159441 183    6155  0.49367401
## 1192 0.6540369 1.519089 1.0218438 0.9700511 1.0506610 119    7437  0.48119062
## 1952 0.1384351 1.892572 0.8404353 0.8548761 0.3414839 195    1734  0.28821905
## 1413 0.8739679 1.234111 0.3951928 1.5633054 1.3191087 141    6996  0.41967261
## 822  0.7262259 1.512598 0.6390635 1.8647809 1.7652581  82    9075  0.49238981
## 1662 0.6216900 1.194379 0.6529417 0.8391238 0.3074667 166    4827  0.45959901
## 1072 0.9411201 1.706236 0.9369930 0.7418955 1.2455891 107     876  0.43903739
## 322  0.5859068 1.671456 0.3888726 1.2445087 0.7538126  32    3556  0.38823370
## 1612 0.4006223 1.875979 1.1986187 1.4738338 0.4073993  16    2414  0.39149710
## 1902 0.7815756 1.557064 1.0843094 1.0243521 0.8801281 190    4114  0.45255495
## 772  0.8183783 1.151163 1.6909829 0.6514329 1.5508190  77    9197  0.47125598
## 313  0.9656860 1.015178 0.7122407 1.7436741 0.1567522  31    2938  0.39808639
## 792  0.9039337 1.225147 1.1097854 1.7296965 0.2086141  79    4200  0.48309103
## 1242 0.8777057 1.931710 1.6028624 1.6439319 1.8319045 124    3717  0.41011326
## 1232 0.5319367 1.988797 0.8686139 1.4146791 1.4203240 123    4045  0.43544205
## 472  0.7749825 1.119174 0.1219538 0.8602989 0.9414341  47    8548  0.42678319
## 1712 0.4640270 1.858524 1.1683431 1.5176102 1.2153475  17    7572  0.33623052
## 942  0.2260445 1.733849 1.7512208 1.8849729 1.9252816  94    9396  0.30531882
## 602  0.1029674 1.895878 0.9713199 0.9437267 0.6635188  60    9984  0.37283641
## 413  0.4587242 1.775144 0.7586659 0.7838023 1.3493877  41    5350  0.40914355
## 1112 0.9953312 1.686353 0.1885252 1.1329191 0.4922245  11    7126  0.35110117
## 452  0.5524880 1.952062 1.6170086 1.7507534 0.3255139  45    3207 -0.15833085
## 1852 0.6444897 1.414906 0.9869165 0.1191471 1.3962181 185    4015  0.33444192
## 1272 0.9909522 1.199111 1.4008128 0.5828178 1.8546103 127    9025  0.08633359
## 1262 0.6857233 1.731275 0.9535439 0.5654755 1.4751119 126    8735 -0.51833548
## 272  0.8269905 1.256200 1.7394743 0.1674132 0.1320862  27    5569 -0.25546973
## 232  0.8334585 1.491971 0.4862823 0.3669615 1.4459058  23    3205 -0.57361903
## 1442 0.2295410 1.830657 1.2940180 0.2510849 1.9270428 144    4758 -0.88261754
## 892  0.1138917 1.220230 1.5467404 1.4556207 1.3425294  89    3243 -0.97354312
## 1912 0.6563373 1.643688 1.4433680 0.5843720 1.2621579  19    9421 -1.12772878
## 632  0.9134312 1.927786 1.7098080 0.5491959 1.1974579  63     957 -1.90713474
##           lnNSE         KGE         smNSE       smlnNSE        smKGE
## 1522 0.26978656  0.42724494   0.474812940   0.442655313  0.415815478
## 1362 0.37317076  0.38077602   0.423835067   0.454580782  0.419377242
## 202  0.40624894  0.45060970  -4.550213573  -5.959673972  0.326968339
## 342  0.36871613  0.40305148   0.389816611   0.425990048  0.391432275
## 782  0.44294499  0.42490257   0.061945654   0.023399418  0.386912654
## 282  0.32008531  0.45338376  -1.954278049  -2.056186643  0.334337764
## 1812 0.07581194  0.37283287   0.138840075   0.211300375  0.404295013
## 392  0.39957125  0.49472768   0.358207430   0.408242393  0.425865984
## 1352 0.23859775  0.32733283  -0.379537723  -0.315996443  0.450198230
## 682  0.33604389  0.35367667   0.206778955   0.274485232  0.358598493
## 652  0.27000040  0.47806887   0.407271422   0.352082985  0.369588866
## 1992 0.32752624  0.41501093  -0.157475227  -0.036995991  0.393550524
## 262  0.26370481  0.36132596  -0.060280881   0.051128887  0.312749798
## 1032 0.40530927  0.49723337  -2.509284608  -1.783687353  0.400293800
## 1042 0.25045324  0.31225237  -0.622968270  -0.504854610  0.369312139
## 902  0.53471988  0.58785323   0.416190680   0.439080951  0.410187644
## 1002 0.40852147  0.54683935   0.228855794   0.162560346  0.376361962
## 213  0.40141580  0.41331867   0.229871742   0.172871485  0.211129036
## 832  0.14388619  0.27636753   0.442206384   0.402809122  0.401986844
## 1372 0.15504116  0.27767539   0.308945591   0.363972604  0.366610589
## 1502 0.16919069  0.46387565   0.046825623   0.138061977  0.320444061
## 1713 0.21033999  0.41715811  -1.760588031  -1.792868612  0.283946112
## 613  0.29832069  0.40104251   0.283447091   0.290416161  0.213970646
## 1222 0.48385485  0.44930000  -0.329498764  -0.325278640  0.133265246
## 622  0.47138768  0.43038479   0.182660975   0.220519908  0.126719598
## 592  0.26901799  0.38274552  -0.437518281  -0.286542809  0.185693738
## 1492 0.28131698  0.34406009  -1.957169862  -1.489555358  0.257478661
## 302  0.44707549  0.45634421  -3.005592579  -3.379086528  0.189669980
## 1513 0.01300310  0.27498668  -1.688677468  -1.725233226  0.309860653
## 862  0.41591630  0.44844830  -1.424185560  -1.146691517  0.131018363
## 802  0.11105529  0.23090596  -2.788330607  -3.179455558  0.320785461
## 1202 0.29644756  0.45568360  -1.612736541  -1.595948659  0.240623406
## 1602 0.31143200  0.39916032  -2.362123856  -2.481461634  0.136903644
## 713  0.40798528  0.44999610  -0.201331454  -0.224797596  0.083597616
## 1412 0.17143006  0.28268142  -0.399360831  -0.273413199  0.325724150
## 1452 0.35880852  0.47005777  -1.944943212  -1.986368853  0.229374943
## 712  0.59040483  0.64958913   0.219662194   0.152561663  0.259739683
## 1292 0.14889592  0.24001103  -1.113576105  -1.019575868  0.295189948
## 1913 0.21326172  0.50500062   0.186880435   0.243405674  0.285207616
## 962  0.44777060  0.41068331   0.149782200   0.182587111  0.122188221
## 492  0.59358178  0.60833571  -1.521711841  -1.497798161  0.218961748
## 842  0.45056153  0.44176279   0.167155490   0.120293815  0.120461678
## 952  0.43233347  0.39443917   0.230445127   0.216800785  0.143507818
## 332  0.14404204  0.36388741  -1.285257707  -1.217205668  0.260381650
## 582  0.13027215  0.22847674  -1.454066678  -1.427853998  0.309286343
## 732  0.55670023  0.62583392  -2.177229203  -2.306124077  0.240508126
## 522  0.54494387  0.57131546  -0.065066716   0.006734640  0.161448131
## 1592 0.59131612  0.60980467  -0.744090636  -0.638201420  0.101127067
## 762  0.30067430  0.41733673   0.184844414   0.135212089  0.125347892
## 1022 0.15704038  0.42907956  -1.199340861  -1.116825591  0.223959497
## 1722 0.31109070  0.36215536   0.201629195   0.215915234  0.115463971
## 1542 0.24700675  0.34938652   0.220098071   0.200923774  0.131333540
## 1962 0.41529170  0.43063278  -2.043928067  -1.579339733  0.096760707
## 1882 0.38805729  0.39494127  -2.355351268  -1.785669154  0.098956124
## 1172 0.17693772  0.41836557   0.303049436   0.291336135  0.235499912
## 1613 0.18686998  0.37649785  -1.161075170  -0.970331958  0.113021344
## 1082 0.37251404  0.43603800  -0.739160148  -0.658821981  0.149965882
## 1892 0.49617771  0.56491026  -1.889967933  -1.918519839  0.115814722
## 1922 0.17784663  0.46084895  -2.746687760  -3.031315622  0.184080241
## 562  0.22002822  0.30366104  -0.767390268  -0.606503066  0.143462861
## 1103 0.39245693  0.39056059  -0.648774043  -0.492855382  0.050353102
## 1782 0.50415413  0.54689875  -0.171817227  -0.215673535  0.141388821
## 1942 0.55376851  0.50865178  -2.362346208  -1.797352283  0.049349852
## 1562 0.48384112  0.61698990   0.046255812   0.095338238  0.212040161
## 1982 0.39173457  0.42822363  -0.727269540  -0.654837902  0.068692150
## 1652 0.28585707  0.39598974  -0.047952024  -0.107700668  0.181222146
## 1052 0.20009906  0.49564652  -3.182465968  -3.624123064  0.128534515
## 913  0.41126515  0.45094803  -0.044629458  -0.086323977  0.021584013
## 512  0.45296729  0.50693572   0.065341562   0.029058349  0.024401982
## 642  0.15900968  0.36397922  -1.030297251  -0.907688056  0.108728991
## 1432 0.11824708  0.30382638   0.013443194  -0.041960810  0.162645052
## 1402 0.04518005  0.26767260   0.092420362   0.031167142  0.210847695
## 812  0.48786128  0.63882929  -0.041363185   0.002724506  0.171746159
## 1862 0.17115948  0.40539484  -1.679191716  -1.338465099  0.152153344
## 1062 0.49612791  0.65363416  -0.399443100  -0.362374171  0.176472869
## 722  0.08854499  0.35559254  -1.271844715  -1.046968989  0.111549172
## 1092 0.21480173  0.36044219  -0.777082450  -0.697261399  0.044164878
## 482  0.20632441  0.37138942  -0.151482436  -0.055087146  0.001934042
## 1752 0.15492530  0.39405730   0.158103844   0.137447123  0.069182283
## 1682 0.43658485  0.54995557   0.133435032   0.093131996  0.187885383
## 532  0.14165185  0.29920447   0.091648490   0.034265289  0.105287393
## 1572 0.43294218  0.57413851  -0.201894277  -0.149893467 -0.067227539
## 1282 0.35558411  0.41013449  -2.775407554  -2.076296463 -0.017555892
## 1013 0.10222332  0.36865535  -2.386094277  -1.795946318  0.088609032
## 852  0.27913153  0.40386228  -0.465799362  -0.459058764 -0.012932443
## 292  0.17283143  0.37772766  -1.404876843  -1.155334931  0.053443515
## 1622 0.33208196  0.48054431  -2.362038658  -1.806072941  0.044727983
## 252  0.39585886  0.59322472  -0.916168490  -0.817058227  0.144256583
## 692  0.25876797  0.50979177  -1.426922024  -1.423632570  0.374520921
## 1302 0.52702284  0.62211582  -0.713057278  -0.662599184  0.079847932
## 2002 0.19480666  0.42098556  -2.923241267  -2.160189015  0.022021441
## 1792 0.36819078  0.62471152  -1.605320135  -1.591587265  0.198567958
## 1532 0.40072820  0.61627192  -3.879558569  -4.674964597  0.122561031
## 1732 0.47896444  0.57284396  -3.206289812  -2.335126909 -0.053371494
## 1213 0.28092789  0.40940766  -1.271459150  -1.074530116 -0.020139819
## 1102 0.38443733  0.38880300  -4.640952677  -3.202064810 -0.077950270
## 992  0.17899119  0.42825254   0.093634624   0.096670692 -0.020488215
## 982  0.41015586  0.52929551  -3.987637435  -2.817621014 -0.068750091
## 1332 0.13577423  0.36409945  -0.569930678  -0.542406290 -0.029670983
## 1422 0.17996640  0.44079409  -1.759622836  -1.391555911  0.058039090
## 462  0.35683577  0.43081435  -0.132349751  -0.065402843 -0.240380237
## 1312 0.14802432  0.34377852  -0.209074996  -0.249379056  0.015188602
## 1822 0.43642023  0.45388277  -0.308289855  -0.333088882 -0.154079628
## 1472 0.10526181  0.34432792  -0.613364083  -0.577825940 -0.052340913
## 1162 0.56745185  0.55763984  -9.277031982  -5.618584612 -0.128525451
## 312  0.23608509  0.42077119  -0.252913946  -0.156572388 -0.206618586
## 1482 0.45159872  0.59795479  -0.373778812  -0.396550442  0.032596965
## 1182 0.25215956  0.44597785   0.046806757   0.014442617 -0.108684631
## 922  0.58397558  0.56115257  -2.636896490  -2.003117606 -0.258589977
## 1692 0.25903142  0.43251979  -7.873485318  -4.922880844 -0.096255993
## 432  0.46559080  0.52217770  -0.179896458  -0.209288846 -0.237698580
## 362  0.18447029  0.43947691  -7.218454028  -4.572013757 -0.038823902
## 813  0.36204575  0.53703272  -7.546630433  -4.439797620  0.155960948
## 742  0.44757886  0.57057240  -0.200857067  -0.219093152  0.154517207
## 1772 0.26316577  0.41466704  -1.318968932  -1.115620418 -0.099362414
## 1342 0.33053688  0.60033031  -0.440303621  -0.296786182  0.256850135
## 502  0.41356623  0.59337735  -1.380110174  -1.310695895 -0.131344775
## 1132 0.54424953  0.53810019  -0.057125975  -0.091970920 -0.264259544
## 752  0.43295575  0.56630294  -5.145144056  -3.480817352 -0.098676142
## 1582 0.43365482  0.54679892  -0.195271320  -0.223803133 -0.255006550
## 1813 0.37056581  0.44560314  -3.080363390  -2.286056036 -0.202373790
## 1872 0.53543390  0.52333416  -0.284381913  -0.310410335 -0.296152830
## 212  0.30681589  0.48735120  -1.062585026  -0.932470271 -0.117615929
## 402  0.55726077  0.60488538  -6.991055708  -4.480357656 -0.215696854
## 1742 0.50133174  0.52855007  -0.040566051  -0.073702030 -0.294462705
## 1212 0.23519280  0.49218881  -6.932311771  -4.427214218 -0.049434827
## 672  0.42164492  0.53152798  -0.566227518  -0.543853019 -0.272925819
## 1632 0.36412155  0.56399808  -0.045462384  -0.045864496 -0.215664008
## 513  0.29866349  0.44241971  -0.708709879  -0.662403942 -0.306612221
## 422  0.50303307  0.56377016  -2.981098095  -2.218511691 -0.282252520
## 1322 0.50364896  0.56807803  -0.005922605   0.007713541 -0.280587692
## 372  0.50754287  0.63305096  -1.595753931  -1.305737615 -0.166748884
## 932  0.51028275  0.65048671  -1.650675152  -1.314481118 -0.165467422
## 1392 0.35852377  0.60797003  -1.216896850  -1.135549383 -0.038902703
## 912  0.51753158  0.62405506  -0.300988251  -0.209370519 -0.228207780
## 552  0.49587863  0.56497525  -2.222215748  -1.738247136 -0.287151597
## 1012 0.54448586  0.63310366  -1.245706141  -1.063811231 -0.205243603
## 1152 0.42503390  0.63457028  -2.175319362  -2.508206974 -0.174018021
## 662  0.52023292  0.54734814  -5.551031028  -3.725197289 -0.357073085
## 382  0.53201438  0.63064765  -0.701054648  -0.650160318 -0.298532828
## 1552 0.38395320  0.54979773   0.172678484   0.207831562  0.118325177
## 612  0.47734817  0.57184205  -1.215977523  -1.043513494 -0.265656999
## 412  0.59322160  0.65086622  -2.351368799  -1.820165799 -0.304622639
## 1122 0.34697839  0.48638402  -1.076929364  -0.943037839 -0.312955671
## 1802 0.44393279  0.61035681  -0.161140268  -0.199694461 -0.183471109
## 1842 0.45737348  0.63096576  -0.861722226  -0.760768951 -0.236873172
## 1382 0.26033974  0.47675422  -8.444575118  -5.227222807 -0.327221057
## 872  0.48539882  0.66399483  -2.143802167  -2.278975791 -0.192941932
## 1252 0.53114966  0.65936315  -1.238511067  -1.142182858 -0.222200823
## 972  0.29132574  0.49686186  -0.520447441  -0.509570673 -0.329506966
## 1462 0.37991046  0.56549531  -0.784465434  -0.678806295 -0.326764372
## 702  0.41551744  0.64561290  -0.946478525  -0.802811688 -0.056763682
## 1672 0.51608907  0.69828832  -0.425389107  -0.419349415 -0.187149502
## 1762 0.29917845  0.58331795  -2.240373610  -2.525755262 -0.041427757
## 542  0.54056793  0.63729219  -0.894512075  -0.802626045 -0.334799759
## 242  0.50884291  0.71112803  -1.066600893  -1.070035818 -0.172511633
## 1313 0.41824737  0.56602442  -1.968267468  -1.570953555 -0.374362055
## 222  0.39233081  0.59136371  -2.235939965  -1.743193390 -0.285998141
## 1972 0.45478125  0.65478248  -0.795519657  -0.799814444 -0.212190985
## 572  0.44300371  0.56062505  -7.572993119  -4.794198873 -0.416270502
## 1142 0.48860414  0.64626656  -3.526631956  -2.558185940 -0.322606621
## 882  0.48371503  0.66607061  -0.282092829  -0.291068801 -0.333161364
## 352  0.41736459  0.64762182  -0.541706370  -0.516995580 -0.216031553
## 1932 0.50617084  0.70311479  -0.583006450  -0.558670635 -0.276236317
## 1642 0.48584436  0.68054954  -0.633679760  -0.587744615 -0.296303358
## 1702 0.44580795  0.67968333  -6.123194762  -8.763223284 -0.199823328
## 1512 0.51861719  0.61487359  -1.105358065  -0.924353804  0.075194223
## 442  0.46647844  0.67726131  -3.047991016  -3.711948688 -0.265869495
## 1113 0.35570516  0.61547325  -0.524627887  -0.524323326 -0.258939754
## 1832 0.45018215  0.60730729  -8.008933683  -5.011073202 -0.407931054
## 1192 0.41911798  0.66104603  -0.255051542  -0.243398051 -0.286139806
## 1952 0.38904501  0.58893994 -10.918875839 -19.988006657 -0.115572153
## 1413 0.37120906  0.62354717  -1.540024172  -1.263115547 -0.257634557
## 822  0.41529947  0.63550654  -0.301833735  -0.310232488 -0.339100288
## 1662 0.36292166  0.61292351  -1.415053288  -1.158420104 -0.171638112
## 1072 0.37664163  0.65447542  -1.151227464  -1.217859413 -0.288203878
## 322  0.35116408  0.61284050  -1.762520421  -1.882627181 -0.239996774
## 1612 0.39540264  0.64123570  -8.699496923 -14.012081848 -0.150700886
## 1902 0.43140683  0.66361852  -1.859701535  -2.094339156 -0.324763943
## 772  0.45552832  0.69145025  -2.773223902  -2.086343949 -0.315643039
## 313  0.39145918  0.63547691  -3.604118198  -2.597251547 -0.242808125
## 792  0.45340989  0.68828201  -3.263909519  -2.392986615 -0.353820204
## 1242 0.50695266  0.66397148  -7.363092167 -11.445576223 -0.341218406
## 1232 0.42983936  0.65378826  -5.673041902  -7.714410164 -0.338587969
## 472  0.30633495  0.58171833  -3.878597367  -2.763354170 -0.362053681
## 1712 0.39977450  0.61577985 -10.364529558 -18.359844360 -0.189354487
## 942  0.48934133  0.62361969 -12.234290610 -23.779990218 -0.220471993
## 602  0.38110813  0.62249628 -17.301887711 -42.088299811 -0.288094608
## 413  0.37877699  0.62882748 -10.155652846 -17.330924368 -0.465436288
## 1112 0.29334476  0.58406580  -1.482752046  -1.580604973 -0.404731530
## 452  0.39219761  0.46082966 -15.199328182 -36.533225861 -0.200200936
## 1852 0.28400792  0.61141838  -4.983169214  -6.700991580 -0.430984173
## 1272 0.25696614  0.51044241  -2.657180927  -3.520726668 -0.368437126
## 1262 0.22359785  0.32236575 -13.215094968 -29.545536026 -0.198445284
## 272  0.10873683  0.38242781  -6.371583857  -9.860604863 -0.502173414
## 232  0.12786976  0.27161096 -11.004022599 -20.419405265 -0.614296213
## 1442 0.21907519  0.19227953 -24.557035583 -90.827842090 -0.711892592
## 892  0.20086064  0.16989737 -23.665922598 -89.398278480 -0.553942751
## 1912 0.11443330  0.10999934 -19.676827161 -55.873605460 -0.731668157
## 632  0.06684219 -0.08930385 -24.232481290 -92.026990625 -0.742057511
##           calNSE   callnNSE       calKGE      calsmNSE    calsmlnNSE
## 1522  -0.7646559 -0.7177168  0.452333379   0.472883583   0.411143451
## 1362  -0.4869317 -0.5306678  0.431397978   0.525082715   0.520389197
## 202   -0.8525408 -0.6462532  0.433993761  -3.083883464  -3.995808619
## 342   -0.8721737 -0.7343064  0.409281426   0.499493510   0.498847455
## 782   -0.8660849 -0.6466434  0.377750418  -0.136866129  -0.153795918
## 282   -1.1240320 -0.8689030  0.383333238  -1.113563511  -1.101929077
## 1812  -1.7435212 -1.4628798  0.284314491   0.456345056   0.482285240
## 392   -1.5013494 -0.8578706  0.282691317   0.531734903   0.538858022
## 1352  -0.8982658 -0.8914772  0.279549453  -0.655656107  -0.536749532
## 682   -0.8888740 -0.8252398  0.368797245   0.377576554   0.410214735
## 652   -1.5374550 -1.0537509  0.311657509   0.380566583   0.295263280
## 1992  -1.3709818 -0.9731665  0.303019245   0.187840644   0.282636138
## 262   -0.9378616 -0.8939473  0.379319062   0.198669404   0.278921305
## 1032  -1.4189593 -0.7847276  0.287693102  -2.965504978  -2.079342121
## 1042  -0.8399518 -0.8691159  0.300215578  -0.172087921  -0.054739920
## 902   -1.4170107 -0.6004563  0.249318163   0.543310166   0.523665692
## 1002  -1.5098836 -0.7745493  0.268489483   0.065179694   0.005197550
## 213   -0.7717903 -0.6337695  0.434738492   0.116221788   0.051591247
## 832   -1.0001690 -1.0445506  0.227560365   0.385351511   0.329173593
## 1372  -1.1397373 -1.1409630  0.251753112   0.453783598   0.468849046
## 1502  -1.7780015 -1.1118815  0.253239318   0.374963675   0.415801792
## 1713  -1.5871157 -1.2127962  0.316737286  -1.025709528  -0.971881792
## 613   -1.0887362 -0.9341067  0.377303081   0.328361801   0.299146816
## 1222  -0.6753880 -0.4407752  0.452100881  -0.559948737  -0.526046402
## 622   -0.6645702 -0.4808246  0.453688714   0.250989951   0.249009147
## 592   -0.9750407 -0.8773927  0.401922394  -0.090785106   0.035273752
## 1492  -0.8172607 -0.8064073  0.338501040  -2.344055721  -1.760553231
## 302   -1.0529058 -0.7687266  0.384406286  -2.067178911  -2.238909847
## 1513  -1.3680817 -1.4218503  0.253450708  -0.944344423  -0.894218788
## 862   -0.7575451 -0.5117609  0.439290214  -1.760033099  -1.398178255
## 802   -0.9628727 -1.0956376  0.241900550  -1.900048791  -2.102340033
## 1202  -1.5239584 -1.0793371  0.321858505  -0.946511061  -0.864457557
## 1602  -0.9656335 -0.8745643  0.410259307  -1.543951309  -1.537169023
## 713   -0.7858007 -0.5695684  0.443906855  -0.412634819  -0.417335580
## 1412  -1.1914297 -1.1495457  0.220897407  -0.026808628   0.082137046
## 1452  -1.5689481 -1.0207313  0.300332915  -1.193947756  -1.140774420
## 712   -1.2938033 -0.4773513  0.241444690   0.131687684   0.046633087
## 1292  -0.9056818 -1.0225338  0.239537479  -0.571042036  -0.450351835
## 1913  -2.1011306 -1.2608431  0.199116984   0.437190063   0.438954886
## 962   -0.9416232 -0.7096565  0.397465861   0.239509971   0.230736287
## 492   -1.2308302 -0.5482330  0.301934249  -0.849210435  -0.769716342
## 842   -0.9601271 -0.6943463  0.401026944   0.072548099   0.010793060
## 952   -1.0044398 -0.7089705  0.363746125   0.202035686   0.161217390
## 332   -1.8069095 -1.4263488  0.253556693  -0.671901264  -0.566634632
## 582   -1.0106683 -1.1092786  0.211787740  -0.834324558  -0.750376829
## 732   -1.4007372 -0.6425769  0.258830760  -1.325073205  -1.327963165
## 522   -1.2818535 -0.6684951  0.310178276   0.220199422   0.241167926
## 1592  -0.9606836 -0.3983751  0.331618763  -0.189746510  -0.099770351
## 762   -1.1363077 -0.9411189  0.385675074   0.091328975   0.025923073
## 1022  -2.0463901 -1.4913881  0.253690605  -0.539830259  -0.417250328
## 1722  -0.9775676 -0.8435085  0.367153362   0.228441720   0.206698092
## 1542  -1.1031041 -0.9627045  0.368398047   0.174961294   0.132133544
## 1962  -0.9816779 -0.6580792  0.391925285  -2.429611817  -1.852190065
## 1882  -0.9165933 -0.7299533  0.395692523  -2.757653437  -2.063752549
## 1172  -2.0041128 -1.4321828  0.255371424   0.338228136   0.289382218
## 1613  -0.7844801 -0.7601483  0.366989938  -1.508508972  -1.235982599
## 1082  -1.3845761 -0.9044809  0.320301353  -1.042652850  -0.902581034
## 1892  -1.3599593 -0.7708384  0.302570532  -1.068697832  -1.007744285
## 1922  -1.9852750 -1.3274082  0.244643779  -1.723559123  -1.804124526
## 562   -1.1485608 -1.0720334  0.310367821  -0.329741612  -0.180274134
## 1103  -0.9423010 -0.7651134  0.396681378  -0.264927437  -0.134699241
## 1782  -1.3238826 -0.6866594  0.311910836  -0.400123995  -0.420336738
## 1942  -0.9640089 -0.4823157  0.379728313  -2.775187357  -2.082402216
## 1562  -1.7024841 -0.8126803  0.197282133   0.299577853   0.296695971
## 1982  -1.1356140 -0.7869623  0.372009009  -1.022208259  -0.896057183
## 1652  -1.6422690 -1.2067993  0.265808705  -0.265979281  -0.306769612
## 1052  -1.9667232 -1.2528047  0.225075766  -1.945721443  -2.086324282
## 913   -1.1441926 -0.7782050  0.376532391  -0.197278693  -0.241192969
## 512   -1.2005169 -0.6950940  0.348491618  -0.031042216  -0.083961525
## 642   -1.6225107 -1.3969452  0.299550689  -0.530203496  -0.403033078
## 1432  -1.6311947 -1.4662472  0.251061661  -0.176388450  -0.220500019
## 1402  -1.6332239 -1.5570580  0.198019442  -0.085595251  -0.139268112
## 812   -1.5661731 -0.4960327  0.107641232   0.310586335   0.305590918
## 1862  -1.9640016 -1.4449837  0.261029655  -2.084251164  -1.632271939
## 1062  -1.8381669 -0.6812262  0.066637337   0.156240734   0.159523310
## 722   -1.8854278 -1.5256799  0.273874872  -1.626512194  -1.315223240
## 1092  -1.5005107 -1.1975208  0.316498248  -1.088855648  -0.950108109
## 482   -1.3271312 -1.1381671  0.352777440   0.034388454   0.085560084
## 1752  -1.8323937 -1.3669496  0.283458411   0.105134172   0.060178799
## 1682  -2.0625550 -1.0877575  0.164793379   0.005757039  -0.037860991
## 532   -1.5648963 -1.4066437  0.265745974  -0.055693092  -0.115358244
## 1572  -1.2415231 -0.5616817  0.256574635   0.120556891   0.109677222
## 1282  -1.2851136 -0.9344242  0.346347537  -3.218256846  -2.374823722
## 1013  -1.9826494 -1.4961372  0.259980132  -2.803729406  -2.083125860
## 852   -1.2885203 -1.0243108  0.356528135  -0.731580999  -0.688629898
## 292   -1.7222699 -1.3012528  0.296457990  -1.771026820  -1.431097906
## 1622  -1.5689399 -0.9620957  0.292154625  -2.785040443  -2.099504022
## 252   -2.0623319 -1.0296259  0.141637077  -0.343101026  -0.244367739
## 692   -2.9918882 -1.4626470 -0.080574477  -0.724341842  -0.659167192
## 1302  -1.5915891 -0.6758485  0.197465956  -1.037042277  -0.926322442
## 2002  -1.8492855 -1.2509048  0.268721761  -3.364414976  -2.454359383
## 1792  -2.3198213 -1.0111522  0.025242735  -0.783027139  -0.696999743
## 1532  -2.0937857 -0.9481601  0.090573996  -2.577109347  -2.981048485
## 1732  -1.3823870 -0.6429753  0.259268070  -3.664225922  -2.631980049
## 1213  -1.6568007 -1.1576225  0.299170776  -1.634304288  -1.353383899
## 1102  -1.1652716 -0.8783800  0.348358049  -5.123724332  -3.492869590
## 992   -2.0113865 -1.4558266  0.257037943   0.133053983   0.095148592
## 982   -1.3310136 -0.7291015  0.307545985  -4.469657456  -3.117321305
## 1332  -1.8634150 -1.4472169  0.277755535  -0.856003196  -0.783956624
## 1422  -2.3277628 -1.4477395  0.186453527  -2.149257732  -1.673481068
## 462   -1.1094269 -0.8145122  0.389785805   0.017108347   0.035995865
## 1312  -2.0075998 -1.5283415  0.235986767  -0.440860752  -0.458807306
## 1822  -1.2967734 -0.8218620  0.342677649  -0.538200332  -0.542275725
## 1472  -1.9833714 -1.5618182  0.254121056  -0.911784198  -0.827344878
## 1162  -1.0326212 -0.4156892  0.335075312  -9.753262007  -5.834158355
## 312   -1.6148755 -1.1862256  0.312466186  -0.014514648   0.031893217
## 1482  -1.8254426 -0.8140570  0.163034673  -0.641275298  -0.629195467
## 1182  -1.7934210 -1.2063623  0.276618980  -0.023824018  -0.079036082
## 922   -1.0172620 -0.4038684  0.335752698  -3.129887787  -2.335703937
## 1692  -1.7138446 -1.1557075  0.285846314  -8.363677148  -5.165891226
## 432   -1.4033813 -0.7783289  0.297418960  -0.327757360  -0.361132369
## 362   -2.0479227 -1.2477993  0.217795369  -7.729683227  -4.833403245
## 813   -1.7213954 -0.7634530  0.178546462  -7.445450435  -4.443174810
## 742   -2.2784416 -0.8419734  0.009549703  -0.422060440  -0.415275280
## 1772  -1.9247699 -1.2710947  0.253146984  -1.693012409  -1.401952242
## 1342  -2.8674058 -1.0710886 -0.093832531  -0.065756882   0.057783967
## 502   -1.7948127 -0.8507868  0.153729105  -0.675698655  -0.578739788
## 1132  -1.2524458 -0.5608561  0.298300404  -0.166283159  -0.216423048
## 752   -1.6803601 -0.7837296  0.204241831  -5.634597310  -3.765399213
## 1582  -1.4849462 -0.7602552  0.256271591  -0.350132841  -0.380713964
## 1813  -1.5246733 -0.9672574  0.305843723  -3.541911454  -2.593945841
## 1872  -1.2637937 -0.6241420  0.314056432  -0.500898230  -0.511381902
## 212   -2.0390033 -1.1426712  0.198671262  -1.425505396  -1.217113895
## 402   -1.3456449 -0.5021923  0.234131888  -7.537060204  -4.763491529
## 1742  -1.3387246 -0.6472760  0.292215928  -0.145460109  -0.194889607
## 1212  -2.2763237 -1.2479127  0.146492470  -7.404696774  -4.674746374
## 672   -1.5942310 -0.7949463  0.242113950  -0.830547107  -0.772856624
## 1632  -1.8047166 -0.8531721  0.159731424   0.011861372  -0.033795350
## 513   -1.5835721 -1.0480749  0.304241906  -1.017400836  -0.919607911
## 422   -1.4675130 -0.6481484  0.238383261  -3.484853197  -2.550193126
## 1322  -1.4225931 -0.5913816  0.236810483   0.035799544   0.007690584
## 372   -1.6013684 -0.5522329  0.153144036  -1.994292357  -1.601251413
## 932   -1.6424275 -0.5331610  0.088078569  -1.982535803  -1.556422620
## 1392  -2.4066061 -1.0115615  0.001185124  -0.574150409  -0.474073465
## 912   -1.5584772 -0.5876178  0.169577523  -0.034380715   0.008089262
## 552   -1.4485242 -0.6639568  0.255752873  -2.663398585  -2.049757796
## 1012  -1.6784562 -0.6726558  0.170121348  -1.611817622  -1.346988856
## 1152  -1.8695500 -0.6620088  0.042915324  -1.146622872  -1.296938540
## 662   -1.2821814 -0.5746286  0.297143315  -6.099574820  -4.036773144
## 382   -1.4196153 -0.4532662  0.181903439  -0.983833399  -0.889313009
## 1552  -3.3499453 -1.4436906 -0.120180093   0.237197442   0.233012321
## 612   -1.7203651 -0.7503935  0.187455938  -1.577966481  -1.325133779
## 412   -1.4117125 -0.4223053  0.171471587  -2.819554568  -2.144387912
## 1122  -1.8309590 -1.0164744  0.229593429  -1.430132987  -1.222284364
## 1802  -1.9617425 -0.8010936  0.101284201  -0.329928620  -0.366497510
## 1842  -1.8106149 -0.6632706  0.090910379  -1.100349160  -0.962111045
## 1382  -1.9067748 -1.1701747  0.236275739  -8.970987312  -5.480875336
## 872   -1.8547545 -0.5918782  0.035498362  -1.215513232  -1.220129624
## 1252  -1.7567027 -0.5945046  0.099060977  -0.656750795  -0.552663574
## 972   -1.9666892 -1.0918430  0.199687223  -0.782789032  -0.738361212
## 1462  -2.0013275 -0.9894581  0.145905423  -0.310147360  -0.233240764
## 702   -2.2144185 -0.5513529 -0.129741318  -1.200151174  -1.003088411
## 1672  -1.8644591 -0.5126424  0.012547985  -0.560541933  -0.551194854
## 1762  -2.8465949 -1.0981365 -0.157413934  -1.256561557  -1.343537070
## 542   -1.6094253 -0.6032150  0.163030787  -1.209880396  -1.060144097
## 242   -1.9139161 -0.4556051 -0.050792320  -0.422879350  -0.404472451
## 1313  -1.8564537 -0.8446607  0.160771395  -2.404695260  -1.884932205
## 222   -2.1694810 -0.9276325  0.072940749  -2.685841693  -2.058874482
## 1972  -2.1050763 -0.5753832 -0.085084450  -0.297418208  -0.310819761
## 572   -1.7082226 -0.7625453  0.192268268  -8.102831474  -5.063837066
## 1142  -1.9487315 -0.6908564  0.064730773  -4.020896012  -2.875813475
## 882   -1.8863433 -0.5728296  0.027190435  -0.379801643  -0.400784186
## 352   -2.2893706 -0.6884617 -0.100123328  -0.524354353  -0.511082322
## 1932  -1.8703260 -0.4753049 -0.023855235  -0.594465940  -0.571923201
## 1642  -1.9267664 -0.5316404 -0.012113274  -0.810668984  -0.748285754
## 1702  -2.1838644 -0.6118844 -0.109811736  -4.438736742  -6.132880128
## 1512  -3.4817493 -0.9607568 -0.340757779  -1.436287654  -1.178903010
## 442   -2.0306505 -0.5265266 -0.080698593  -1.893869852  -2.232739151
## 1113  -2.4792486 -0.9131357 -0.077800493  -0.268242482  -0.287163087
## 1832  -1.9845566 -0.7650686  0.082288371  -8.572853948  -5.288590302
## 1192  -2.2179915 -0.6554035 -0.076201950  -0.126008442  -0.154795795
## 1952  -2.8470878 -0.9189315 -0.231743478  -8.575786007 -15.240205970
## 1413  -2.4281826 -0.7729433 -0.119862225  -1.796786399  -1.449031429
## 822   -2.3311144 -0.8388722 -0.038554018  -0.419797538  -0.435849489
## 1662  -2.7260788 -0.6536856 -0.222920136  -1.761737135  -1.418435613
## 1072  -2.1956326 -0.6398485 -0.099095302  -0.589436063  -0.613969311
## 322   -2.6677311 -0.9234233 -0.152435152  -0.935502177  -0.938657004
## 1612  -2.5903580 -0.7045327 -0.230022756  -6.699678671 -10.470612605
## 1902  -2.1141924 -0.6186075 -0.073244879  -1.096677553  -1.192576524
## 772   -1.9572469 -0.4540886 -0.076030866  -3.161955667  -2.341591341
## 313   -2.4660135 -0.6957666 -0.177658638  -3.976059822  -2.799141823
## 792   -2.0452283 -0.5334714 -0.067394921  -3.719652654  -2.689160446
## 1242  -2.0891295 -0.4836040 -0.121101435  -5.407610486  -8.159488403
## 1232  -2.3094410 -0.6617564 -0.127905410  -4.096851290  -5.381494665
## 472   -2.6079823 -1.0394633 -0.056087559  -4.316241065  -3.044215592
## 1712  -2.7686413 -0.7091671 -0.291883975  -8.130547049 -14.002587729
## 942   -2.4961733 -0.4718334 -0.282821374  -9.672462307 -18.257971060
## 602   -2.7981392 -0.8030713 -0.265811827 -14.244956497 -34.166509627
## 413   -2.5576819 -0.8358592 -0.154150961  -8.073234205 -13.503941632
## 1112  -2.9292870 -1.0811007 -0.183254193  -1.059806983  -1.082702065
## 452   -4.0167889 -0.6643511 -0.599268183 -11.600524272 -26.895828511
## 1852  -2.7270989 -0.7760852 -0.270851564  -3.636209273  -4.719677170
## 1272  -3.2340476 -0.7770564 -0.455266384  -1.834400282  -2.232372592
## 1262  -5.8101868 -1.0153992 -0.913353049 -10.014114970 -21.891533773
## 272   -3.7329472 -0.7917085 -0.630081181  -4.879429959  -7.199737245
## 232   -4.9578455 -1.1145820 -0.800407453  -9.068874159 -16.568106629
## 1442  -6.3611190 -0.8814800 -1.116018727 -20.871824073 -77.306148778
## 892   -7.9584824 -0.8996012 -1.408605028 -19.792426589 -73.998543687
## 1912  -7.1751515 -0.9991763 -1.274261700 -16.719573548 -47.735753983
## 632  -12.2294685 -1.2080543 -2.008905830 -20.539532947 -78.272222361
##          calsmKGE      valNSE   vallnNSE      valKGE     valsmNSE    valsmlnNSE
## 1522  0.455621709  0.53304313  0.7415444  0.41605874   0.09670405    0.12478275
## 1362  0.442403580  0.39300391  0.6827430  0.29709603  -0.56305601   -0.62673784
## 202   0.405833478  0.49996336  0.7412946  0.40910391 -16.77450333  -28.70823926
## 342   0.410385253  0.43085644  0.7557738  0.34447696  -0.66891034   -0.74069097
## 782   0.404191294  0.35063087  0.6951441  0.28966071   0.46786486    0.43924140
## 282   0.378768230  0.45858081  0.7660547  0.36466751  -8.79430447  -12.77850118
## 1812  0.461854374  0.40992745  0.6823517  0.30519860  -2.25592725   -2.75349855
## 392   0.462154519  0.41081939  0.7513326  0.36748339  -1.07730707   -1.23689761
## 1352  0.458369252  0.26078996  0.5615839  0.20133654   0.12742041    0.10105222
## 682   0.366261360  0.34757355  0.6908272  0.28068824  -1.32572672   -1.54781363
## 652   0.421068309  0.51046186  0.8087157  0.42282984   0.11628524    0.14346542
## 1992  0.420618462  0.31190828  0.6563450  0.27069270  -2.92552210   -3.64258425
## 262   0.323520398  0.41064012  0.6935592  0.31566930  -2.27837688   -2.73269322
## 1032  0.409426829  0.43824537  0.7721623  0.37089987  -2.58214852   -2.26590824
## 1042  0.390791688  0.28249728  0.5802006  0.21388930  -4.31986965   -5.62745644
## 902   0.437649380  0.56145530  0.8555476  0.51619367  -0.71954986   -0.80777667
## 1002  0.394866546  0.52742928  0.8302085  0.45972904   0.56387357    0.56217677
## 213   0.214898033  0.46978491  0.7510392  0.37222192   0.28876657    0.29532666
## 832   0.420645999  0.26221715  0.5165934  0.19225925   0.34395054    0.38009746
## 1372  0.390420049  0.25119453  0.5703074  0.19487905  -1.00425171   -1.12117585
## 1502  0.379674989  0.57100854  0.8222697  0.61522164  -2.47490832   -2.95533546
## 1713  0.309100925  0.47730598  0.7737762  0.38009303  -7.87146819  -11.18462000
## 613   0.237404618  0.42094765  0.7350286  0.32824985  -0.49559019   -0.50354978
## 1222  0.160582902  0.48202119  0.7895375  0.39775343  -0.03825432   -0.07720473
## 622   0.154303444  0.44989957  0.7666505  0.36822115  -0.80057532   -0.80223486
## 592   0.202820583  0.47040087  0.7215359  0.36726075  -3.42072053   -4.16414322
## 1492  0.258899848  0.31029177  0.6185004  0.23977159  -2.00505178   -1.86865052
## 302   0.212982301  0.40141811  0.7444034  0.33738989 -11.16461566  -16.93219397
## 1513  0.340679993  0.34956781  0.5749430  0.24843864  -7.79865061  -11.12788174
## 862   0.146536217  0.50536224  0.7864648  0.41615587  -1.35998522   -1.33182546
## 802   0.341450155  0.25008348  0.5512837  0.18801323 -10.50905824  -16.02648589
## 1202  0.256664567  0.50784526  0.8024857  0.41194693  -7.23419725  -10.07371524
## 1602  0.162406481  0.44810271  0.7694125  0.35811971  -9.37931059  -13.55817026
## 713   0.119795982  0.51936736  0.7992320  0.42485410   0.07882414    0.06009418
## 1412  0.341389690  0.21321648  0.5150002  0.15998326  -3.49721392   -4.40639695
## 1452  0.254732258  0.41125128  0.7617861  0.38012289  -8.28149939  -11.77159204
## 712   0.313054265  0.60441826  0.8663462  0.58844618   0.12889559    0.13185310
## 1292  0.311464892  0.24334136  0.5343802  0.18129425  -5.68093347   -7.61636419
## 1913  0.347649064  0.58446084  0.8425884  0.49590067  -1.80042358   -2.08754165
## 962   0.147939565  0.37937360  0.7399516  0.32919143  -0.97622761   -1.03558599
## 492   0.241654707  0.54070205  0.8454398  0.49489666  -7.11052328   -9.84836388
## 842   0.142434957  0.43014039  0.7626960  0.35444979   0.07422945    0.09517488
## 952   0.175601532  0.31025031  0.6761773  0.28046928  -0.18200828   -0.13963612
## 332   0.282176631  0.31386712  0.6437157  0.26000726  -6.37168205   -8.66387482
## 582   0.323852496  0.21196077  0.4978826  0.15588456  -6.70079966   -9.30369072
## 732   0.275293704  0.57597031  0.8582233  0.54171857  -9.24562659  -13.47385729
## 522   0.220021473  0.52853231  0.8357372  0.48332460  -2.43235349   -2.87556806
## 1592  0.192149989  0.60821400  0.8667361  0.53994887  -5.10328816   -6.60095023
## 762   0.136822219  0.49739745  0.7649831  0.39324387   0.09896965    0.12361457
## 1022  0.268019327  0.48778870  0.7759193  0.38826380  -6.47760752   -8.85156281
## 1722  0.146753715  0.35070769  0.6853391  0.27979667  -0.53778802   -0.51101165
## 1542  0.145058596  0.40882113  0.7104966  0.32192620  -0.10743586   -0.06643579
## 1962  0.116098934  0.38764878  0.7443850  0.33649194  -2.16268882   -2.03528185
## 1882  0.111974841  0.39726540  0.7310432  0.31986470  -2.61267696   -2.41025833
## 1172  0.249965749  0.46598226  0.7807414  0.38561546  -0.40759157   -0.41656950
## 1613  0.130396906  0.21564708  0.5745784  0.19404039  -0.83797324   -0.86273635
## 1082  0.166897242  0.34440110  0.7090345  0.32701069  -0.34691835   -0.40812890
## 1892  0.184350155  0.52925016  0.8247768  0.48532417  -8.57476935  -12.15406260
## 1922  0.235209109  0.58104919  0.8153225  0.47378365 -11.18291200  -16.92290629
## 562   0.167966512  0.29818726  0.6306787  0.23647722  -4.49797260   -5.64255243
## 1103  0.078045248  0.38534897  0.7232517  0.31408101  -3.99377361   -4.87059224
## 1782  0.161796912  0.47261225  0.8097011  0.44528986   0.22429440    0.17517585
## 1942  0.087690570  0.46934946  0.8174431  0.43563416  -2.56652102   -2.37831630
## 1562  0.267716854  0.57369711  0.8477517  0.57946543  -2.06182276   -2.43298981
## 1982  0.089867246  0.42069411  0.7686935  0.36639373  -0.37356826   -0.42036780
## 1652  0.187735988  0.26666998  0.6142319  0.24258691   0.38296187    0.34867255
## 1052  0.223323263  0.62408339  0.8458694  0.51543994 -13.12356937  -20.59496415
## 913   0.070263519  0.46670311  0.8038359  0.39842214   0.02690245    0.03944271
## 512   0.075423938  0.51431989  0.8320725  0.44440948  -0.09312402   -0.06110210
## 642   0.124085018  0.40134410  0.7079786  0.30966254  -5.30111424   -6.87596028
## 1432  0.170168549  0.31650540  0.6398012  0.24762944   0.33375531    0.31781114
## 1402  0.221264159  0.27423818  0.5455953  0.19840702   0.40580086    0.40092557
## 812   0.306805474  0.64977041  0.8594037  0.67750607  -2.76016892   -3.42906457
## 1862  0.151239687  0.45250244  0.7631440  0.36535228  -1.42070743   -1.38173865
## 1062  0.332546818  0.68164668  0.8753145  0.70785802  -4.51091863   -5.91215466
## 722   0.119229952  0.46004516  0.7128852  0.35417171  -0.99070805   -0.99675100
## 1092  0.066882929  0.37300043  0.7224961  0.31760284  -0.36708460   -0.41335964
## 482   0.026703482  0.45108783  0.7433547  0.35448726  -2.03262771   -2.25292575
## 1752  0.096014804  0.48041121  0.7686966  0.38453283  -0.17197137   -0.12711451
## 1682  0.212773663  0.50478988  0.7920743  0.49976283   0.19857907    0.21170013
## 532   0.108533064  0.29579628  0.6298299  0.23737332   0.23468889    0.24123987
## 1572  0.116227224  0.61044525  0.8440423  0.57978265  -2.87627669   -3.39246892
## 1282  0.018578499  0.37029329  0.7313408  0.32663891  -3.11928145   -2.83422984
## 1013  0.104830470  0.43927052  0.7476638  0.35566797  -2.58131659   -2.35846495
## 852   0.008161845  0.45482867  0.7590788  0.36258178  -0.07990909   -0.11786454
## 292   0.063269335  0.45979900  0.7616886  0.37668836  -1.15867051   -1.15578454
## 1622  0.058523555  0.54767039  0.8317857  0.46391444  -2.50975067   -2.32913048
## 252   0.206230518  0.59278390  0.8502818  0.62547501  -5.50637866   -7.23517467
## 692   0.412379064  0.32630281  0.6464356  0.28570316  -7.11203637   -9.98841214
## 1302  0.127629068  0.61874907  0.8759942  0.58782524  -0.18807516   -0.25667345
## 2002  0.037515606  0.48870631  0.7973577  0.41005277  -3.38582765   -3.03837506
## 1792  0.274556783  0.70188725  0.8768885  0.76868774  -8.08506291  -11.36467120
## 1532  0.207936887  0.66422244  0.8789506  0.69057640 -14.70035751  -23.96149595
## 1732  0.035994769  0.62569844  0.8786911  0.57268000  -3.78563897   -3.37025516
## 1213 -0.005129409  0.43251102  0.7715793  0.37922120  -0.94477694   -0.96799009
## 1102 -0.055371821  0.33599753  0.6964969  0.29607575  -6.14490357   -5.16929298
## 992   0.033881406  0.45552461  0.7666247  0.38173352  -0.79550301   -0.81331193
## 982  -0.019551026  0.58731402  0.8577758  0.50765226  -5.01211008   -4.32197124
## 1332  0.005196192  0.42173569  0.7383862  0.34173021  -0.14882502   -0.19069406
## 1422  0.085138635  0.45974712  0.7906588  0.43442916  -1.64604919   -1.58369064
## 462  -0.120839225  0.47503048  0.7994709  0.39564954  -1.79780094   -1.96102143
## 1312  0.019150372  0.27576798  0.6244103  0.24883276   0.17871016    0.14505305
## 1822 -0.089111583  0.41536338  0.7755111  0.38075546  -0.00433071   -0.02598395
## 1472 -0.015915199  0.37740711  0.7049593  0.31053395  -0.15607235   -0.19870157
## 1162 -0.099077733  0.56386193  0.8479787  0.51968503 -14.24919950  -10.64906983
## 312  -0.076657772  0.44622783  0.7733069  0.37489393  -2.49987133   -2.83911042
## 1482  0.068821800  0.59804936  0.8657390  0.59303396   0.08972373    0.03287229
## 1182 -0.051867628  0.47475941  0.7990067  0.40486268  -0.26791256   -0.24642792
## 922  -0.115935198  0.54607856  0.8549188  0.50540634  -2.60071671   -2.41488652
## 1692 -0.078902581  0.44475897  0.7874451  0.39355541 -11.72935783   -9.02540522
## 432  -0.090983062  0.52089553  0.8365606  0.46850900  -0.23500198   -0.23309825
## 362  -0.017056114  0.47854175  0.8039948  0.41917973 -10.47298437   -8.17026382
## 813   0.018414084  0.56165746  0.8194439  0.67901420 -14.43354821   -9.96115185
## 742   0.182878047  0.44990582  0.7727902  0.48991841   0.13444236    0.10071298
## 1772 -0.072007671  0.39165969  0.7493779  0.37208098  -0.96547900   -0.99137331
## 1342  0.274658150  0.44827667  0.6997275  0.42160331  -3.57950494   -4.44583254
## 502   0.013720675  0.63979060  0.8725043  0.61629294  -7.04070622   -9.50151750
## 1132 -0.135450948  0.50034258  0.8327695  0.47827970  -0.23555643   -0.21449175
## 752  -0.052124424  0.58308665  0.8701852  0.55530237  -6.98535930   -5.78181651
## 1582 -0.116054488  0.58910486  0.8687126  0.52047966  -0.22301291   -0.22201906
## 1813 -0.166760188  0.41223944  0.7719676  0.38426207  -3.54650059   -3.18324388
## 1872 -0.185151395  0.45450246  0.8063803  0.43480475  -0.03685553   -0.04568364
## 212  -0.074932410  0.49906205  0.8270752  0.47444196  -0.58086044   -0.63494657
## 402  -0.119374059  0.60723112  0.8725738  0.57729959  -9.88477932   -7.81180414
## 1742 -0.177778886  0.49422126  0.8307650  0.46496753  -0.23033220   -0.20360956
## 1212 -0.035388577  0.56941669  0.8556326  0.53439374 -10.19000317   -7.98840026
## 672  -0.135991292  0.54450380  0.8559572  0.51621591  -0.26277438   -0.29369147
## 1632 -0.060156321  0.64605843  0.8804019  0.59014420  -1.13666499   -1.20963417
## 513  -0.205914695  0.48272936  0.8131733  0.41743551  -0.26515596   -0.30829551
## 422  -0.148882031  0.56794571  0.8654818  0.54038690  -3.14015153   -2.85708608
## 1322 -0.151877100  0.58372692  0.8584120  0.54723088  -0.98150582   -1.00497828
## 372  -0.068497458  0.60199199  0.8579352  0.63058169  -1.31159336   -1.30210561
## 932  -0.008984576  0.66140441  0.8684516  0.70013286  -1.77620709   -1.74683967
## 1392  0.063137624  0.68586632  0.8542847  0.73619770  -6.41537688   -8.58604267
## 912  -0.112201676  0.65090634  0.8788414  0.61853052  -2.73965573   -3.17685709
## 552  -0.199709610  0.54287219  0.8533810  0.51439334  -2.16579425   -2.04805932
## 1012 -0.128016771  0.56399527  0.8441908  0.59536855  -0.88188148   -0.91189944
## 1152 -0.005370569  0.69573843  0.8600572  0.77048004 -10.21938509  -15.73923672
## 662  -0.266598093  0.44829467  0.7963818  0.45974842  -7.36467466   -6.06008374
## 382  -0.151490364  0.63243900  0.8668455  0.63665272  -0.39524756   -0.42748651
## 1552  0.143053565  0.32271066  0.6717320  0.34656150  -0.79686073   -0.80150196
## 612  -0.177037981  0.54486358  0.8467880  0.55351197  -0.85296182   -0.88332797
## 412  -0.161520446  0.63709515  0.8699585  0.62953954  -2.24110652   -2.11212040
## 1122 -0.222326858  0.48548749  0.8225425  0.46250852  -0.65960202   -0.69933456
## 1802 -0.099172527  0.64264906  0.8650660  0.64738978  -0.08653569   -0.09445144
## 1842 -0.100655281  0.67699604  0.8810808  0.69860881  -0.91921757   -0.95231212
## 1382 -0.248237042  0.53365076  0.8408751  0.46384720 -12.52275031   -9.55512878
## 872  -0.052262028  0.70062798  0.8646639  0.74982958  -9.60881993  -14.06197340
## 1252 -0.116902347  0.63729526  0.8601018  0.68149712  -6.11545728   -8.02607080
## 972  -0.219764285  0.51655129  0.8366199  0.48234627  -0.19405152   -0.22615279
## 1462 -0.183035233  0.61982825  0.8742386  0.61250695  -4.73063903   -5.94299785
## 702   0.081146486  0.64165122  0.8119142  0.77472306  -0.98344541   -1.04559662
## 1672 -0.063431245  0.65976966  0.8300464  0.76473488  -0.73256289   -0.81678090
## 1762  0.105384132  0.68203752  0.8402152  0.84206450 -10.08418020  -15.54276421
## 542  -0.221486768  0.61546366  0.8718109  0.61843890  -0.55154781   -0.58899517
## 242  -0.031101095  0.70835703  0.8155592  0.82449874  -6.15921617   -8.48622533
## 1313 -0.260678958  0.56243454  0.8595950  0.56091160  -1.75016965   -1.69052907
## 222  -0.179070050  0.60762809  0.8576715  0.65524657  -2.14142265   -2.02478619
## 1972 -0.059995722  0.70330246  0.8350820  0.82138924  -4.88150813   -6.53341201
## 572  -0.346102235  0.53461510  0.8424018  0.54459679 -10.98698841   -8.55324316
## 1142 -0.231294737  0.62445410  0.8516464  0.69074708  -4.14206411   -3.65514241
## 882  -0.203191503  0.68529609  0.8544410  0.76450384  -0.69042466   -0.73412541
## 352  -0.078845421  0.71164181  0.8270909  0.82840084  -1.77904217   -2.11206515
## 1932 -0.160698878  0.70167126  0.8286164  0.83059776  -1.69145564   -2.04341799
## 1642 -0.173975518  0.69196948  0.8362783  0.79581583  -0.86349959   -0.92814047
## 1702 -0.092476575  0.70026271  0.7976615  0.84951001 -20.71918813  -39.67720405
## 1512  0.128919609  0.43695108  0.7725876  0.49499713  -0.83235403   -0.85837526
## 442  -0.134936145  0.69825107  0.8084550  0.84127172 -12.43225707  -20.30489965
## 1113 -0.144400133  0.70507271  0.8495278  0.82272867  -3.07227654   -3.96988987
## 1832 -0.312237075  0.60775518  0.8591935  0.65776667 -11.55701845   -8.92831928
## 1192 -0.157553706  0.67267824  0.7945565  0.80925253  -1.89834782   -2.21860658
## 1952 -0.009294407  0.55337682  0.7854664  0.73822107 -32.71029896  -79.20824709
## 1413 -0.128654903  0.70835268  0.8331826  0.84185837  -1.99928329   -2.08975453
## 822  -0.211277913  0.69317335  0.8496132  0.76887991  -0.61267604   -0.64606971
## 1662 -0.031970832  0.68621465  0.8629598  0.76324308  -1.28411778   -1.28756238
## 1072 -0.164141457  0.68010146  0.7636370  0.84068839  -5.85303925   -8.29302170
## 322  -0.122626386  0.69160976  0.8198331  0.84507784  -8.38478831  -12.34563904
## 1612 -0.053181456  0.64040461  0.7418087  0.77770290 -26.94807813  -57.53613261
## 1902 -0.219135940  0.69554544  0.8049059  0.84743613  -8.19972789  -12.43656270
## 772  -0.226740713  0.67537466  0.7813545  0.83673223  -3.41500049   -3.19958327
## 313  -0.137697140  0.66023099  0.7754637  0.83013947  -4.95391864   -4.65654846
## 792  -0.269237234  0.68040465  0.7960317  0.83456042  -3.89805082   -3.49258308
## 1242 -0.219109217  0.62566747  0.8029837  0.81563690 -24.37697000  -50.31766561
## 1232 -0.230136287  0.69340675  0.8048466  0.84488040 -19.33657720  -35.19064781
## 472  -0.301955819  0.67475846  0.8555092  0.75505278  -5.06795498   -4.36268656
## 1712 -0.095277456  0.60313566  0.7376716  0.76257388 -31.14171338  -72.81321110
## 942  -0.117263427  0.51743600  0.7223894  0.72168224 -36.21012448  -93.03310117
## 602  -0.205171700  0.64965452  0.7571479  0.80420412 -47.76937805 -149.13578365
## 413  -0.406574056  0.69345605  0.8134253  0.84705118 -29.93936237  -66.51769564
## 1112 -0.425224845  0.68027598  0.8228903  0.84184780  -5.66152603   -8.18079374
## 452  -0.024850376  0.02703847  0.4749505  0.56220061 -47.10938138 -151.53917137
## 1852 -0.364092222  0.60317194  0.6626388  0.76613701 -16.86730181  -30.34140371
## 1272 -0.304021090  0.19835865  0.5621502  0.51855613  -9.91829744  -18.39162910
## 1262 -0.030725976 -0.19660326  0.3740114  0.47368918 -41.45445495 -121.65171772
## 272  -0.475449400 -0.39158531  0.4170709  0.27898797 -20.08712782  -42.12599053
## 232  -0.628898533 -0.73669180  0.4707516  0.18013121 -30.60068331  -72.94405491
## 1442 -0.719797722 -1.08126997  0.3218616  0.09349804 -63.87267374 -292.21524067
## 892  -0.491104623 -1.25863708  0.1304393  0.05619101 -63.36396548 -304.17250877
## 1912 -0.760483535 -1.68973747  0.2494422 -0.08458647 -51.35076879 -178.74265652
## 632  -0.729677857 -2.80832665 -0.1455225 -0.33572220 -63.35067771 -296.51813060
##           valsmKGE treatment  weightedcal
## 1522  0.4888182032    Static  0.453977544
## 1362  0.5179681206    Static  0.436900779
## 202   0.2324854706    Static  0.419913619
## 342   0.4926764462    Static  0.409833340
## 782   0.4730343970    Static  0.390970856
## 282   0.3755257530    Static  0.381050734
## 1812  0.4949900724    Static  0.373084433
## 392   0.5081159201    Static  0.372422918
## 1352  0.6050479526    Static  0.368959353
## 682   0.5022235061    Static  0.367529303
## 652   0.4036722770    Static  0.366362909
## 1992  0.4899864351    Static  0.361818853
## 262   0.4257377912    Static  0.351419730
## 1032  0.5463480276    Static  0.348559966
## 1042  0.4743049650    Static  0.345503633
## 902   0.5088197214    Static  0.343483772
## 1002  0.4929478392    Static  0.331678015
## 213   0.2878496825    Static  0.324818262
## 832   0.5255595888    Static  0.324103182
## 1372  0.4583829595    Static  0.321086580
## 1502  0.3592018749    Static  0.316457154
## 1713  0.3870877342    Static  0.312919105
## 613   0.2697039173    Static  0.307353849
## 1222  0.0271002048    Static  0.306341892
## 622   0.0156448762    Static  0.303996079
## 592   0.2238534295    Static  0.302371489
## 1492  0.3638946915    Static  0.298700444
## 302   0.2514887718    Static  0.298694293
## 1513  0.4222589145    Static  0.297065350
## 862   0.0683587111    Static  0.292913215
## 802   0.4131965786    Static  0.291675352
## 1202  0.3505629286    Static  0.289261536
## 1602  0.1878398132    Static  0.286332894
## 713  -0.0100439816    Static  0.281851418
## 1412  0.4398906157    Static  0.281143548
## 1452  0.2903430162    Static  0.277532587
## 712   0.2058189730    Static  0.277249477
## 1292  0.3912885606    Static  0.275501186
## 1913  0.3136190550    Static  0.273383024
## 962   0.1299418542    Static  0.272702713
## 492   0.3346130245    Static  0.271794478
## 842   0.1446332484    Static  0.271730951
## 952   0.0140875300    Static  0.269673829
## 332   0.3688520150    Static  0.267866662
## 582   0.4253428625    Static  0.267820118
## 732   0.3099057691    Static  0.267062232
## 522   0.1895082338    Static  0.265099874
## 1592  0.0479970970    Static  0.261884376
## 762   0.2070156421    Static  0.261248647
## 1022  0.3060603775    Static  0.260854966
## 1722  0.0329233046    Static  0.256953539
## 1542  0.1424264580    Static  0.256728322
## 1962  0.0381127237    Static  0.254012110
## 1882  0.0835610751    Static  0.253833682
## 1172  0.3645020284    Static  0.252668587
## 1613  0.1224011678    Static  0.248693422
## 1082  0.1602183768    Static  0.243599297
## 1892  0.0896993281    Static  0.243460343
## 1922  0.2316625397    Static  0.239926444
## 562   0.1399117671    Static  0.239167166
## 1103 -0.0012212658    Static  0.237363313
## 1782  0.2204771330    Static  0.236853874
## 1942 -0.1613631433    Static  0.233709442
## 1562  0.2538702528    Static  0.232499494
## 1982 -0.0016750433    Static  0.230938127
## 1652  0.3228664548    Static  0.226772347
## 1052  0.0357936817    Static  0.224199514
## 913  -0.1429863962    Static  0.223397955
## 512  -0.1214454360    Static  0.211957778
## 642   0.2068705832    Static  0.211817853
## 1432  0.2532228771    Static  0.210615105
## 1402  0.3402332831    Static  0.209641800
## 812  -0.0304073356    Static  0.207223353
## 1862  0.2880848437    Static  0.206134671
## 1062 -0.0511474046    Static  0.199592078
## 722   0.1553337524    Static  0.196552412
## 1092  0.0147581267    Static  0.191690589
## 482  -0.0507434379    Static  0.189740461
## 1752  0.0522777113    Static  0.189736607
## 1682  0.1328776701    Static  0.188783521
## 532   0.1977016804    Static  0.187139519
## 1572 -0.4649943505    Static  0.186400930
## 1282 -0.1827074767    Static  0.182463018
## 1013  0.1176220971    Static  0.182405301
## 852  -0.0467138492    Static  0.182344990
## 292   0.0580488868    Static  0.179863663
## 1622  0.0519173507    Static  0.175339090
## 252   0.1519220412    Static  0.173933797
## 692   0.4360053571    Static  0.165902293
## 1302  0.1449518472    Static  0.162547512
## 2002  0.0001488719    Static  0.153118683
## 1792  0.1499902567    Static  0.149899759
## 1532  0.0389383149    Static  0.149255442
## 1732 -0.4472399785    Static  0.147631420
## 1213 -0.0424069996    Static  0.147020683
## 1102 -0.1876111290    Static  0.146493114
## 992  -0.0504753209    Static  0.145459675
## 982  -0.3138098590    Static  0.143997479
## 1332 -0.0832718232    Static  0.141475863
## 1422  0.0140888648    Static  0.135796081
## 462  -0.4820131339    Static  0.134473290
## 1312  0.1133690973    Static  0.127568570
## 1822 -0.2574205355    Static  0.126783033
## 1472 -0.0536589408    Static  0.119102929
## 1162 -0.3212426031    Static  0.117998789
## 312  -0.5791179352    Static  0.117904207
## 1482  0.1353099301    Static  0.115928236
## 1182 -0.1531463023    Static  0.112375676
## 922  -0.5851950108    Static  0.109908750
## 1692 -0.1325772057    Static  0.103471866
## 432  -0.5903880424    Static  0.103217949
## 362  -0.0309725335    Static  0.100369627
## 813   0.2284642218    Static  0.098480273
## 742   0.1307583201    Static  0.096213875
## 1772 -0.1170352676    Static  0.090569657
## 1342  0.3101782209    Static  0.090412809
## 502  -0.4334963659    Static  0.083724890
## 1132 -0.5838085394    Static  0.081424728
## 752  -0.3386217050    Static  0.076058703
## 1582 -0.5964843035    Static  0.070108552
## 1813 -0.4327918383    Static  0.069541767
## 1872 -0.5389412725    Static  0.064452519
## 212  -0.0651411317    Static  0.061869426
## 402  -0.5229823983    Static  0.057378914
## 1742 -0.5449822562    Static  0.057218521
## 1212 -0.0775617112    Static  0.055551947
## 672  -0.5955929178    Static  0.053061329
## 1632 -0.5250896453    Static  0.049787551
## 513  -0.5321578783    Static  0.049163606
## 422  -0.5754305047    Static  0.044750615
## 1322 -0.5803226042    Static  0.042466691
## 372  -0.3324396305    Static  0.042323289
## 932  -0.4805138413    Static  0.039546997
## 1392 -0.1017577887    Static  0.032161374
## 912  -0.4371342070    Static  0.028687924
## 552  -0.5312051915    Static  0.028021631
## 1012 -0.2881119526    Static  0.021052289
## 1152 -0.5240217739    Static  0.018772378
## 662  -0.5084852685    Static  0.015272611
## 382  -0.5879956908    Static  0.015206537
## 1552  0.0688823452    Static  0.011436736
## 612  -0.4439534926    Static  0.005208979
## 412  -0.5763926766    Static  0.004975570
## 1122 -0.5385841296    Static  0.003633285
## 1802 -0.2989252869    Static  0.001055837
## 1842 -0.5190489737    Static -0.004872451
## 1382 -0.5316737005    Static -0.005980652
## 872  -0.4222579759    Static -0.008381833
## 1252 -0.3973202796    Static -0.008920685
## 972  -0.6077201494    Static -0.010038531
## 1462 -0.5898049596    Static -0.018564905
## 702  -0.2837902680    Static -0.024297416
## 1672 -0.3510415419    Static -0.025441630
## 1762 -0.3618842546    Static -0.026014901
## 542  -0.5805921692    Static -0.029227991
## 242  -0.3959943083    Static -0.040946708
## 1313 -0.5923686343    Static -0.049953781
## 222  -0.4303353564    Static -0.053064650
## 1972 -0.5003269764    Static -0.072540086
## 572  -0.5948910419    Static -0.076916983
## 1142 -0.4721907110    Static -0.083281982
## 882  -0.5544569026    Static -0.088000534
## 352  -0.4789924364    Static -0.089484375
## 1932 -0.4885369605    Static -0.092277057
## 1642 -0.5121630261    Static -0.093044396
## 1702 -0.4066927513    Static -0.101144156
## 1512 -0.1187125873    Static -0.105919085
## 442  -0.5500511510    Static -0.107817369
## 1113 -0.4643669261    Static -0.111100313
## 1832 -0.5775319717    Static -0.114974352
## 1192 -0.5067346157    Static -0.116877828
## 1952 -0.3787343487    Static -0.120518942
## 1413 -0.4897131916    Static -0.124258564
## 822  -0.5600947153    Static -0.124915966
## 1662 -0.4126858173    Static -0.127445484
## 1072 -0.5575363368    Static -0.131618380
## 322  -0.4164285072    Static -0.137530769
## 1612 -0.3526577440    Static -0.141602106
## 1902 -0.5725769151    Static -0.146190410
## 772  -0.4774035554    Static -0.151385790
## 313  -0.5144515915    Static -0.157677889
## 792  -0.4780728375    Static -0.168316078
## 1242 -0.6344346453    Static -0.170105326
## 1232 -0.5575821024    Static -0.179020848
## 472  -0.5092523232    Static -0.179021689
## 1712 -0.4079508357    Static -0.193580715
## 942  -0.4452466387    Static -0.200042400
## 602  -0.5287378079    Static -0.235491764
## 413  -0.6652134894    Static -0.280362509
## 1112 -0.5517102316    Static -0.304239519
## 452  -0.5916292189    Static -0.312059279
## 1852 -0.6383693575    Static -0.317471893
## 1272 -0.6515458178    Static -0.379643737
## 1262 -0.6057311514    Static -0.472039513
## 272  -0.6578993583    Static -0.552765291
## 232  -0.7546812129    Static -0.714652993
## 1442 -0.8429177176    Static -0.917908225
## 892  -0.7615852394    Static -0.949854826
## 1912 -0.8721459051    Static -1.017372617
## 632  -0.9207422077    Static -1.369291844
topstatic<- ordereddist[ordereddist$treatment=="Static",]
topssurgo<- ordereddist[ordereddist$treatment=="SSURGO",]
toprss<- ordereddist[ordereddist$treatment=="RSS",]

toprss
##              m          k  soil_dep        m_v        k_v       gw1       gw2
## 741  4.4874938 39.5455092 0.4399976  1.2113681  3.9141783 0.2762229 0.3226408
## 1361 4.1721498 13.4175601 0.1133911 10.3453788  3.8324710 0.1717331 0.5797764
## 211  3.6576849 44.9838395 0.1270450 10.3652048  1.3430104 0.2719348 0.5348846
## 341  3.0784224 17.3217009 0.1416683  3.5122041  4.0066938 0.2917786 0.2889545
## 901  1.5817854 41.1294542 0.1776117  8.1157405  0.8713272 0.2477113 0.4291277
## 781  3.2928623 30.4936841 0.3412607  6.4920672  5.4268699 0.1430565 0.3624518
## 201  4.0644502  1.9449133 0.1843174  1.0332215  6.8139056 0.2856574 0.2166484
## 391  2.1659590 49.1811894 0.2864038  1.9368631  3.5838811 0.1304920 0.3104428
## 1521 4.7770160  3.9076681 0.2098907  5.6443021  2.8026536 0.2790358 0.5774347
## 681  3.1552510 20.4877325 0.2311781  6.9383713  1.5330637 0.2834560 0.1998115
## 1221 3.9958025 43.8320597 0.3453099  7.0220555  4.8424337 0.2259157 0.5277145
## 1031 2.5697588 37.3606656 0.2922301 13.4735757  0.5494664 0.1951221 0.4109237
## 1781 2.2415179 43.4068938 0.4895840  4.7981105  1.4032414 0.1339848 0.4134777
## 521  2.1447729 10.9139041 0.3607568  6.3834153  4.9269465 0.1764151 0.2233103
## 961  3.1754480 17.8301738 0.2478600  7.1410165  4.7336329 0.2337279 0.1926710
## 1591 2.3452651  5.3087282 0.4123107 12.3332968  5.6017866 0.1871686 0.4698901
## 841  3.1942519 40.1588979 0.1018476 10.4794466  9.8882222 0.1822007 0.4387325
## 711  4.4725723 12.5721399 0.4342350  5.6642993  5.7789070 0.2604348 0.5089935
## 1941 3.0945727 23.0823850 0.4184944  4.1252679 10.7595860 0.2369682 0.2039848
## 621  3.7453649 58.1664890 0.3650659 12.1915163  9.4466096 0.2177848 0.5239239
## 861  4.4553255 58.0499302 0.1511175  3.9354198 10.2859877 0.2822398 0.4996041
## 1021 2.4600753 34.0023177 0.2375757  1.7313118  9.1960543 0.1673600 0.5299621
## 491  1.6639788 55.5144779 0.1391758 14.1639417  5.4866553 0.1459596 0.5428872
## 261  3.4091517 59.7769746 0.1083893  8.1862551  6.6990591 0.2877357 0.3813863
## 1991 2.6005231 55.7769213 0.4508616  3.0671172  6.2633132 0.1196855 0.2155960
## 710  1.7485066 18.6882125 0.4796338  2.5456431  7.5370872 0.1891872 0.2871406
## 1351 4.3440428 24.9495939 0.1354113 14.7157920  1.0607720 0.1155288 0.4201881
## 1001 2.0053121 58.7884657 0.1079892 11.5820263  2.4571855 0.2011866 0.5522539
## 1881 4.5914085 22.0299550 0.4242988 11.6739995  4.9255326 0.1958244 0.3802228
## 1551 4.5806710 41.8384449 0.2510615  1.2644610 11.8923781 0.2412538 0.2354901
## 281  2.8769132 10.6498938 0.1456415 11.9589233  7.0920403 0.1563051 0.4079164
## 1961 4.0705524 26.8747592 0.2628593  7.5240532  4.3420434 0.1293517 0.3662284
## 921  2.8326475 10.4552046 0.3093272 11.8020818  9.6480285 0.2908414 0.2705425
## 651  2.9137805  5.9137284 0.2587145 14.6220687  2.0760948 0.2254271 0.2805514
## 911  3.5304249 15.3551288 0.3691731  5.1527058  6.4147954 0.2130550 0.2827870
## 761  3.7138766 27.3318199 0.1900155 12.9452370 12.1485151 0.2888425 0.4960431
## 1821 2.9936683 22.4186551 0.2053523 13.7105786  8.1522640 0.2357047 0.1825108
## 301  2.5350528 28.5243036 0.1734294  5.4400082 14.4098298 0.1329949 0.3231158
## 591  4.1451515 44.4935435 0.3707940  7.4975574  9.5231157 0.2758972 0.5672285
## 510  3.0063998 35.7747194 0.3365424  4.5989563  9.7362040 0.1455488 0.5601428
## 611  3.6189140 25.3444081 0.3945591  4.0358619 13.4477909 0.1798469 0.4663153
## 1081 2.7763172 53.1212332 0.2174230  5.2099922  4.0960589 0.1855257 0.1501674
## 691  2.6433122 57.4898617 0.3242565  1.2779695  5.1351083 0.1557800 0.3789590
## 1041 3.9454358 39.3691792 0.4857739  8.8359254  7.0339035 0.1388027 0.4170730
## 1981 3.6539565 54.4964613 0.4537223  6.5952137  7.5911992 0.2064704 0.2660069
## 951  3.4212571 54.2188859 0.3226396  5.0832451 10.3290111 0.1254480 0.1003364
## 1301 1.9225263 20.1774321 0.3176094  9.9782950  1.6024659 0.2314739 0.4932349
## 1871 2.6138775 53.4695105 0.1141413 13.0982356 10.3640662 0.1521231 0.2289150
## 1611 4.6383996 49.9360316 0.1994799  3.5631494  6.1543082 0.1405481 0.2099627
## 1491 4.8169945 29.2175841 0.3740048  7.0046522  2.4999946 0.1725626 0.4294628
## 1891 2.0646748  9.1154559 0.1556393  5.7379431 13.5019907 0.1379130 0.1375946
## 731  1.6011143 35.0926538 0.2684786 12.6200512  6.8977167 0.1128723 0.4786287
## 1161 3.5586678 41.5915118 0.1326528  6.9336097  7.9162123 0.2905374 0.4131491
## 1541 4.8855399 59.6121543 0.1211457 12.0140267  5.2625225 0.2703154 0.3876015
## 431  2.7325437  8.6462636 0.2899923  4.3047151  8.4104286 0.1969951 0.1594193
## 1101 3.6980682 29.3732941 0.2808096  9.9001333  9.1245845 0.1395363 0.4024533
## 1561 1.5431898 19.3725115 0.1681113  7.2755450  1.1757351 0.1534678 0.1845930
## 1651 2.9236588 52.5658080 0.3306159  7.8266641  2.1508021 0.1085916 0.1210259
## 410  2.1599461 26.5094511 0.3286098  4.3943265  7.6371606 0.2303580 0.5121772
## 1451 1.8552089 39.1647815 0.3769340  1.6653319 10.6073564 0.2317831 0.1451060
## 1201 2.2947373 35.4907426 0.2844833  3.1413425  5.7721033 0.2586750 0.4433126
## 1621 3.2129797 27.8843903 0.4647468  6.5265364  2.4101958 0.2612575 0.5431551
## 1601 3.4707463  7.5532162 0.1077727  5.5858796 14.0331650 0.2770508 0.2719371
## 1131 2.1278544 31.9620093 0.3120933  8.2842510 11.0048262 0.2831446 0.2064051
## 1731 2.6848013 10.5611468 0.1801438  1.5395126 13.7827548 0.2453989 0.3520317
## 810  2.6748460  3.1997660 0.3001760  0.8934533  0.6250054 0.1563588 0.4098198
## 831  4.8953053 59.2611786 0.2118332  6.6375519  6.2607542 0.1446642 0.5410945
## 1281 4.3191152 12.6873583 0.2496789  8.7177540  3.6554820 0.1682981 0.1207928
## 1371 3.9166488 24.7432313 0.4095167 10.8278068 14.4487961 0.2700589 0.1259822
## 1100 4.9049692 22.4993762 0.1154618 13.6255312 12.5386328 0.2030855 0.1083525
## 551  2.6751037 55.0455542 0.4286164  7.9593624  6.7540113 0.1428810 0.5168689
## 1721 4.8321369 37.3531491 0.1921737  5.2894034 11.3713852 0.1101882 0.4333784
## 1741 2.3867389 48.4249544 0.2350714 10.9631081  8.0418951 0.2118129 0.2737126
## 371  1.8623035 47.2850879 0.4304697  3.0566511  1.7077179 0.1577646 0.4853655
## 661  2.8235022 48.1994402 0.1317630 12.4285402  3.4531062 0.1428800 0.1360929
## 1681 4.7252792 51.7348058 0.3087612  0.5874751 14.8294564 0.1500630 0.1154625
## 401  2.9864116 22.3259287 0.1258648  4.4893663  8.7349865 0.2168823 0.4550546
## 1711 2.5083356 35.3402649 0.4139011  6.2730129  8.6493824 0.2679280 0.3836852
## 461  3.6509550 14.2861381 0.3307821 11.3036247 12.8655790 0.2622874 0.3160165
## 1410 3.8534676 55.1976732 0.1552641  9.8427705  6.4341494 0.1202316 0.2481015
## 610  1.8859355 40.8242880 0.1249976  7.5896634  3.7390950 0.2750464 0.2456923
## 811  3.2719787 35.4695962 0.1629077  0.5019589  2.4314373 0.1827633 0.1429198
## 1811 3.3711053 54.4530514 0.1573480 12.9201839  4.7554448 0.2189047 0.1789028
## 1581 2.8656680  8.5092118 0.2978362  4.6732731  7.9679890 0.1687320 0.3987964
## 1481 1.6806021 48.6271900 0.1757397 10.7837601  1.4769981 0.2211714 0.5185497
## 1010 1.8332943 45.7929593 0.2428886 12.7425242  7.4705120 0.1350219 0.2388537
## 1211 3.3966758 40.1242669 0.4604639 13.1389258  9.7918666 0.2696125 0.2531761
## 1571 3.0599640  1.7544255 0.3757697 11.7514182  2.3469918 0.2516638 0.3711870
## 981  3.7701017 11.5718837 0.3480505  4.3564351  9.0187252 0.2279008 0.5216438
## 1061 1.6233791  4.6589818 0.3887042  5.7285639  1.1171665 0.2490050 0.3492750
## 541  2.0281112 35.3829032 0.1987422  5.2409142 12.0166630 0.1076959 0.4896331
## 1291 4.7317730 46.8267834 0.4369550  6.0288843 13.5539006 0.2125718 0.2239061
## 561  4.2031632 57.3806082 0.3860317  7.0837388 13.0254319 0.1909434 0.2576967
## 210  2.4067495 30.7678763 0.4274962 12.1701530  1.0369840 0.2142909 0.3266745
## 1181 3.1184677 20.8922622 0.3144633  8.1614834  2.9925994 0.1243004 0.5133948
## 1321 2.0378684 41.0089691 0.3436827 10.0416888  9.1079114 0.2959690 0.4250473
## 851  4.9592231 45.5560871 0.2741147 13.7798725 13.0949553 0.2058380 0.5000754
## 1091 4.2114215 25.4475743 0.1028396  5.7556938  4.5407962 0.2432191 0.1663115
## 910  1.8209964 19.8916598 0.1374903  5.8753606 13.7107657 0.2101497 0.5752031
## 1141 1.7252608 53.3552643 0.2639221  3.3827405  1.2807495 0.1776700 0.4745579
## 291  4.3347045 55.8351771 0.4613700  8.9034059  2.6176789 0.2843536 0.3731314
## 801  4.3789822 51.9100023 0.3834270  4.2358471  9.5751258 0.2740570 0.1763739
## 531  4.3011453 23.5003529 0.2374251 13.7887621  2.3851435 0.2174891 0.1694230
## 421  2.4821616  9.9635777 0.3491509  8.5404903  9.2608536 0.2998646 0.2173434
## 1171 2.4272165 37.1346713 0.1113663  4.5965250  6.4870999 0.2905430 0.2961513
## 1861 3.0659579 51.7909540 0.4078320  4.2561174  1.8412515 0.2357361 0.4275981
## 1771 2.7091486 46.5317679 0.4160571 10.6030459  5.3140510 0.2844772 0.1548228
## 481  4.6480602 26.5519515 0.4067555 13.9193774 12.2908231 0.2292113 0.4373144
## 1431 4.1074970 54.7283773 0.2445800  8.1601377  6.8755617 0.2389351 0.2318835
## 361  3.9728964 31.1827413 0.2948250  3.8103050  2.6314292 0.1108767 0.4852571
## 331  2.7176909 56.9855883 0.4775040 10.8896031 14.0153559 0.1551780 0.1906773
## 641  3.4465804 26.8204672 0.2080842  6.2832963  8.8985443 0.1511368 0.4610258
## 1510 4.2681957 12.2258897 0.4985123  1.6648460  4.1514824 0.1095405 0.4079000
## 1801 1.6576564 48.8012380 0.2125385  3.2823091  5.6582264 0.2433822 0.5823913
## 511  3.5002318 20.4014273 0.3065796 10.4691408 10.8979570 0.2441804 0.2819572
## 1121 2.5739118 45.0957332 0.2007684 13.3021527  5.1578042 0.2372296 0.2544813
## 310  3.4793874  8.3914200 0.2487633  5.5504568  8.8394967 0.1527464 0.1883463
## 501  1.9705515  6.4841342 0.2874455  1.4652498  9.8421513 0.1505302 0.3367494
## 751  2.8492449 38.3251905 0.4597892  3.8098068 14.2369893 0.1621162 0.4473670
## 1511 4.7601675 43.3007516 0.2120942 14.4448351 10.0649047 0.2093101 0.4770997
## 991  3.0266250 15.0794619 0.1437196  7.5815315  7.7254314 0.1138379 0.3310065
## 1751 3.7389733 58.1819491 0.2789951  3.7412037  6.9852896 0.1841358 0.5541106
## 1310 3.2501004 42.9691576 0.4211703 14.0574182  1.7734201 0.1438809 0.1011326
## 251  1.0647582 59.0530925 0.4597748  5.9401712  3.2172008 0.2237443 0.1471745
## 1501 4.3091411  6.7817081 0.2009149  0.7117937  7.8275386 0.1057167 0.2966910
## 2001 3.9591587 38.6888908 0.4848632  5.0572335  8.4751479 0.1848245 0.4842547
## 721  4.9923682 45.2023192 0.3642637 11.0886016  3.1069167 0.2487446 0.5931660
## 1401 4.9194716 49.1247119 0.3880268  8.4162443  7.1615888 0.1755439 0.3295141
## 1911 2.0864679 28.0782194 0.1303534  3.3572481 11.7925483 0.1996520 0.5650058
## 1921 2.1864877 32.2140951 0.2659684  7.3287754  7.3874505 0.2816476 0.5965235
## 1691 4.4789249 21.1821407 0.1958672  5.7192976 10.5714692 0.2014599 0.1814909
## 1051 2.2544635  9.0098946 0.3541856 10.1954041 12.5460469 0.2330692 0.5803596
## 1311 2.3222467 56.4064526 0.3590594  7.6435547 12.6868101 0.1117855 0.3043687
## 571  2.5782015 47.6418908 0.3509838  6.1071974 14.6168390 0.1987970 0.1717061
## 1331 4.4829531 34.7942950 0.3170732 14.5283622 11.5730926 0.1544988 0.3952312
## 1251 1.1872409 53.8235124 0.2840683 13.0619774  9.6249187 0.1865519 0.2779001
## 1421 2.7460853 40.4689028 0.4281874  3.8454695  6.0717688 0.1594581 0.2567174
## 1631 2.4160015  6.3021430 0.4884144 13.0034885  8.6035531 0.2008808 0.4702393
## 1671 1.1490447 34.4471907 0.4785575 12.6403867  2.1646896 0.2550246 0.3436889
## 1531 1.0496359 31.0848868 0.3579646  7.8581171  8.2810636 0.2347451 0.2673028
## 1011 4.7516202 59.7274423 0.2270104  4.1024862  7.9009646 0.2364594 0.3187847
## 1471 4.4988406 46.3638336 0.1945113 11.4873570  9.9918170 0.1706895 0.2010644
## 1381 4.5508056 15.8507089 0.2336999 11.2384036  5.9171043 0.1191508 0.5461420
## 971  2.6528292 28.2847956 0.2171048 14.0064103 13.2668261 0.1061940 0.2413148
## 1461 1.1199949 37.4854217 0.3373306  2.4414256  9.3079541 0.2897785 0.1036001
## 1391 1.1133848 36.7662137 0.4491487  1.3851860  4.7960651 0.2931498 0.5468826
## 701  1.5090767 23.9151841 0.2596842  0.7887013  2.9130242 0.1267087 0.2843443
## 1831 2.0187715 37.8814634 0.3112827  8.1920475  3.2555631 0.2538419 0.2598376
## 1791 1.0255303 58.1411014 0.4487539  2.3546238  6.8813164 0.1758932 0.5615578
## 1210 2.9535724 33.0292292 0.1714317  2.8495289  5.0497037 0.2409353 0.3160109
## 671  2.1162155 17.2351301 0.4452678 13.5427372 10.4939890 0.2969232 0.1975129
## 221  1.5993592 33.8004731 0.1814927 11.5614277  3.1666692 0.2336306 0.2225341
## 821  1.3472402 32.3007599 0.3673064  1.3095045 10.7243223 0.2397703 0.5062794
## 871  1.2180063 14.6740201 0.4211255  9.4935187 11.3689639 0.2306591 0.4015246
## 941  0.8064651  9.5129132 0.4626862  0.8048471  3.0682157 0.1438606 0.3495411
## 241  1.0401288 21.4973618 0.1823970 13.2047289  5.4278869 0.2425757 0.5045802
## 381  1.7707499 23.5847309 0.1539863  8.4871822 14.5050745 0.2891983 0.3730947
## 1951 0.6721826 16.8697524 0.2932057  0.7896034  0.7638175 0.1859641 0.1310645
## 1341 1.9557917 44.5700949 0.1603416  1.0560547  3.4589674 0.2723291 0.3463187
## 1710 0.7144826 11.4803103 0.4956568 10.2977158  0.9399384 0.2552123 0.4845960
## 1610 0.6257779 36.2622953 0.1136078 12.3059438  1.8828807 0.2039728 0.4657808
## 1701 0.7423643 19.6640239 0.2412448 13.8506919  4.9906975 0.2691014 0.3008579
## 1661 1.7950911 24.0183798 0.1881327  0.8204411 14.1034788 0.1501560 0.2329292
## 451  2.0408686  0.6797004 0.1471462 10.1287523  6.8571545 0.2071671 0.3543407
## 321  0.9769224 25.8535502 0.3178894  2.6963389  3.6663905 0.1161783 0.3402870
## 1810 3.5253193 14.1171369 0.4682764  2.6957420  2.2181307 0.1337797 0.5334391
## 931  2.3736966  3.5719722 0.3715815  7.6808641 11.3181136 0.1658741 0.2135586
## 1761 1.0698388 11.1001650 0.4923585  8.1444105  6.0025223 0.1220683 0.1323533
## 601  0.6009209 16.0779568 0.2209888  2.6218411  6.0750399 0.2791817 0.3971882
## 1111 0.9951837 24.5184681 0.3265019 11.2444378  4.7058182 0.2157582 0.1825176
## 1231 0.8349048 38.5305033 0.2193587  7.2106450 10.0937444 0.1004008 0.2857140
## 1191 0.9387943 57.8172065 0.1170893  9.1531933  5.8078486 0.2955550 0.4538252
## 1641 1.2596324 30.1054879 0.1852558 13.2512772  4.2333826 0.1965684 0.4056935
## 471  1.5346075 15.6421771 0.1286037 10.4461764  2.7570551 0.2923546 0.3215411
## 1841 1.7039064 11.0625193 0.3443278 12.5850183 10.0233869 0.2196810 0.2449090
## 881  1.3048950 42.4651388 0.2241977 13.3408116  7.3686400 0.1502583 0.3598939
## 1971 1.4601293  8.2036618 0.3303803 14.5463418 14.3456989 0.1287801 0.5897681
## 441  0.9802123 13.1041531 0.2573512 12.8380156 10.3994116 0.2196136 0.3348719
## 1931 1.1064761 29.7931039 0.2034917  9.9148596  4.5877299 0.1490394 0.2015629
## 1261 2.4650530  0.5130693 0.2733256  1.1888706 14.8487197 0.1873842 0.4363479
## 411  0.6484681 25.0094206 0.1715894  3.9918671  9.3636306 0.2472575 0.1977263
## 1241 0.9417628  7.2957118 0.3561314  9.6286914  6.3644027 0.2122080 0.2191521
## 351  1.3276351 12.1563627 0.2567973  8.8064187  5.7696602 0.2266615 0.5015913
## 1151 1.3265852  5.5293062 0.4835959 11.0570534 11.6997727 0.2677586 0.2907198
## 1901 0.7199099 52.3555559 0.4865335  9.3683872  7.4755367 0.1987148 0.1446166
## 1411 1.4912671 10.3044329 0.3325753  9.7169959  8.2188161 0.1812374 0.4401627
## 791  1.2228527 56.4673612 0.1656379 12.0275264 11.4752822 0.1212135 0.3152750
## 771  1.2598972 31.6696209 0.4032982 12.7990937 12.3561996 0.1038479 0.3278648
## 311  1.4372836  9.6666566 0.4729182  8.0825788  5.8026485 0.2075037 0.4311370
## 891  1.0085376  1.0710129 0.3972172 14.8204466  5.9577913 0.2216529 0.5275352
## 1071 0.7568265 56.7689230 0.3721366 11.8397866 14.1715641 0.2438155 0.3742347
## 1110 0.7164907 34.6138654 0.4693476  1.7972628 12.9542933 0.2241619 0.1320184
## 1851 0.5742896 46.1899049 0.1060701 14.7476076 14.7716255 0.2730332 0.4289224
## 1271 0.6945449 27.6468943 0.1235678  6.0633830  5.5490336 0.1583402 0.4446249
## 271  0.5482016 34.3894715 0.3329838  9.2959094  2.8836320 0.1087318 0.5266662
## 1441 0.6802881  3.6660428 0.3843343  4.8721036  7.4215618 0.1122175 0.3851497
## 581  4.6992350 50.2970370 0.3019598  3.6267867  6.6362231 0.1648381 0.2509845
## 231  0.5040241 22.4032795 0.3382123 14.0263645 11.0491563 0.1111075 0.2975083
## 1910 0.6134446  4.8349892 0.2515768  4.8603898  5.9877848 0.1180730 0.5875913
## 631  0.9210099  1.3187419 0.1623704 10.6725250  9.9052333 0.1240813 0.3475561
##             pa       po   vgseng1   vgseng2   vgseng3 run rowname         NSE
## 741  0.6031492 1.470844 0.8485784 1.7306747 1.7029189  74    6289  0.13967238
## 1361 0.2545562 1.456646 1.6066604 1.9966373 0.7812533 136    9971  0.43533938
## 211  0.8211265 1.867509 1.8264592 1.1013660 1.4483229  21     742  0.42719438
## 341  0.2495024 1.433364 1.4629396 1.6671877 1.9050454  34    9105  0.44247451
## 901  0.3913392 1.854240 1.4591839 1.7998938 1.3816965  90    3422  0.57586983
## 781  0.1890553 1.085917 1.7917308 1.8942517 1.8363142  78    8428  0.46073430
## 201  0.1718767 1.898659 1.9071080 1.9782674 1.2238168  20    4270  0.53597776
## 391  0.1585434 1.495566 1.3089013 1.6252998 0.8950849  39    5338  0.41549323
## 1521 0.1203709 1.284212 1.0125490 1.2627971 1.0882511 152    2017  0.46568813
## 681  0.5116014 1.877803 1.6568406 1.2911159 0.3520610  68    7539  0.38463882
## 1221 0.7712741 1.596894 1.8603426 1.7809312 0.8063125 122    1587  0.43759932
## 1031 0.1010367 1.148296 1.8072445 0.5281314 1.8146136 103    8302  0.51539719
## 1781 0.7102452 1.596645 1.9620480 0.4099895 0.7825564 178    1102  0.51501051
## 521  0.3392371 1.481623 1.5866547 1.7006390 0.8173217  52    2020  0.55808510
## 961  0.5184576 1.668828 1.9737770 1.3743234 0.1460003  96    1610  0.41444790
## 1591 0.3681972 1.574113 1.6669638 1.9535908 0.8608421 159    8837  0.58792384
## 841  0.3022057 1.278082 1.9487846 0.9299134 0.8390537  84    2249  0.45375688
## 711  0.7321770 1.587419 1.8824240 0.5364835 0.7560616  71    5865  0.44218820
## 1941 0.5788082 1.164015 1.8934381 1.8381362 0.6898617 194    5954  0.48941157
## 621  0.5657578 1.699274 1.7350642 1.9852649 1.8089662  62    8628  0.42986024
## 861  0.6871752 1.368389 1.9170100 0.8812996 0.8780708  86    3468  0.45171040
## 1021 0.2960067 1.700788 0.1783883 0.7263070 0.3426174 102    6491 -0.02655148
## 491  0.3609397 1.922647 1.7671781 1.8368581 1.0451828  49    4183  0.59086766
## 261  0.2758939 1.551759 1.2103743 1.1025986 1.4579780  26    4071  0.39844081
## 1991 0.2025982 1.579606 1.7809520 0.6166248 0.7436985 199    4009  0.42623869
## 710  0.1734727 1.022447 1.6112918 1.9421357 0.7210615   7    6883  0.61395346
## 1351 0.2858342 1.343734 1.7841685 0.2703308 0.3953771 135    6110  0.35466205
## 1001 0.1824002 1.261826 1.3843192 0.3036789 1.6543126 100    8228  0.54396962
## 1881 0.3790526 1.027566 1.5556837 1.2729775 0.8651659 188    8281  0.40296302
## 1551 0.7990457 1.960575 0.7073373 0.9286347 1.4949391 155    8591 -0.14854191
## 281  0.1351198 1.806480 1.2512131 0.8495926 0.1915091  28    7300  0.48271906
## 1961 0.5290107 1.166905 1.9748449 0.3621645 0.2486284 196    6934  0.40629605
## 921  0.4519378 1.031732 1.7582843 1.9109898 1.5069229  92    7203  0.53645552
## 651  0.1576350 1.267852 0.7351321 0.4346573 1.5267460  65    5681  0.48720177
## 911  0.8020529 1.717630 1.1272127 1.7877772 1.3672699  91    1976  0.43275331
## 761  0.2389526 1.207515 1.0472773 0.7922654 0.5028838  76    7725  0.43859664
## 1821 0.4585114 1.337961 1.5119045 1.0054768 1.5809498 182    8667  0.42871857
## 301  0.2928074 1.920315 1.8950099 1.3389780 1.1354766  30    8706  0.47949402
## 591  0.4023864 1.725622 1.0336530 1.5428414 1.4855253  59    4955  0.40898306
## 510  0.6925011 1.671186 1.6840984 0.4600854 0.4156485   5    3520  0.48164652
## 611  0.2398201 1.269438 1.3630453 0.2555130 1.9682911  61    5942  0.42585949
## 1081 0.4164512 1.203028 1.6516975 0.2811060 0.2652905 108    3483  0.40652056
## 691  0.1043446 1.884650 1.4608019 0.6609094 1.1351344  69    4271  0.37193128
## 1041 0.2446619 1.689150 1.9254960 0.6772172 1.5577410 104    1026  0.35519316
## 1981 0.7465465 1.520926 1.5264981 0.8058978 1.1220484 198    2197  0.40142709
## 951  0.5864369 1.613954 1.7237974 1.9055427 1.5576671  95    9671  0.36637332
## 1301 0.4944341 1.256595 1.2850418 1.4420176 0.6330931 130    8747  0.58365409
## 1871 0.6185742 1.524077 1.7588786 1.1647862 0.3337552 187    9865  0.47997745
## 1611 0.4136634 1.161507 0.9251244 0.5065498 1.2015339 161    2796 -0.09977266
## 1491 0.3616049 1.052176 1.7778879 0.1136267 1.2022655 149    4360  0.37172758
## 1891 0.2384358 1.564945 1.5319796 1.2653367 0.4688404 189    5985  0.55143144
## 731  0.2823715 1.888729 1.7940037 1.1612943 1.1100907  73    4499  0.59782640
## 1161 0.9907196 1.087219 1.8245058 1.8153820 1.6686304 116    1793  0.52973215
## 1541 0.5963412 1.671546 1.2576336 0.4290395 0.2736196 154    3773  0.35329004
## 431  0.6477406 1.490181 1.0500842 1.9492833 1.7236081  43    1654  0.49108845
## 1101 0.5930767 1.992251 1.5376344 1.5970949 0.3677350 110    3968  0.39500227
## 1561 0.6372070 1.843659 1.2343696 1.0417615 1.0754909 156    2435  0.56816491
## 1651 0.5140914 1.462373 1.0481193 1.1454374 1.4047692 165    1959  0.37529134
## 410  0.5566740 1.143725 1.7394242 1.7169723 0.3695991   4    1527  0.59024644
## 1451 0.3039034 1.797718 1.3810875 0.6042756 1.7676304 145    9670  0.46294807
## 1201 0.3788631 1.945699 0.7229007 1.5753993 1.0127118 120    7348  0.47381703
## 1621 0.5556816 1.175738 0.9109953 0.1404188 1.5969471 162    8277  0.46916459
## 1601 0.3141412 1.817805 1.4383489 0.1064938 0.5858059 160    7722  0.42149538
## 1131 0.7648324 1.735384 1.4747708 1.9064473 1.6919508 113    6712  0.50971561
## 1731 0.9927075 1.331067 1.4105950 0.8222017 0.7943906 173    1788  0.40459736
## 810  0.9808765 1.908406 1.8541697 0.2786003 1.4339456   8    3075  0.53098556
## 831  0.1602076 1.248644 1.1139539 1.3251101 0.6170666  83    3905  0.32551010
## 1281 0.7903447 1.308595 1.0412713 1.6882814 1.7845142 128    4562  0.36950265
## 1371 0.1017840 1.215610 1.0751875 1.2290681 0.1817609 137     931  0.30546977
## 1100 0.6783060 1.132501 1.3919695 1.4818469 0.5664533   1    3753  0.38486881
## 551  0.6953461 1.310516 1.5763484 0.3429903 0.6775710  55    8684  0.51371656
## 1721 0.7475227 1.858103 1.5462597 0.8919750 0.3753434 172    8598  0.35262857
## 1741 0.9563708 1.972304 1.6806198 0.7362753 1.2754766 174    5374  0.49208331
## 371  0.8829243 1.472098 1.4909552 0.1901553 0.5218096  37    4264  0.55578166
## 661  0.7227281 1.098196 1.9822744 0.2319058 0.8760266  66    1947  0.47156471
## 1681 0.9009370 1.839565 1.9335385 0.3086293 1.6421173 168    1926 -0.29059784
## 401  0.7588487 1.018313 1.8393594 0.9778787 0.9767565  40    7554  0.55394753
## 1711 0.2123924 1.785464 0.5887529 0.6292987 1.3014530 171    7486  0.44130269
## 461  0.7170441 1.937923 1.3373281 0.2896211 1.8494068  46    6375  0.42451987
## 1410 0.3046643 1.693944 1.2128841 1.1208335 0.3036915  14    2241  0.30606989
## 610  0.6403528 1.348976 1.2642375 0.9351488 0.1695635   6     760  0.51460457
## 811  0.3982131 1.075209 1.0002238 1.2533147 1.9453240  81    9755  0.48251249
## 1811 0.8886664 1.404344 0.9695570 1.2437340 1.2341145 181    1235  0.40161183
## 1581 0.8521267 1.682237 0.8115295 1.8226988 0.2126946 158    8271  0.51286229
## 1481 0.6303228 1.473222 1.0589404 0.6005708 0.6134246 148    2678  0.55370543
## 1010 0.3307847 1.049119 1.1937643 1.9309638 0.7237700  10    2849  0.57375017
## 1211 0.3565116 1.104670 0.6481077 1.6097515 1.5842461 121    3948  0.39174770
## 1571 0.9251704 1.753979 1.3343816 0.1260691 1.3611393 157    3293  0.50576590
## 981  0.8448135 1.238113 1.1840689 0.2000965 0.9007070  98    2500  0.50432576
## 1061 0.4770520 1.440039 1.0946250 1.6822009 1.6661133 106    6007  0.57474075
## 541  0.4231423 1.173055 1.5909927 0.7201649 1.7930982  54    1268  0.57671559
## 1291 0.2358183 1.637676 1.3263462 1.2137031 0.1075825 129    6985  0.28421261
## 561  0.4257431 1.802819 1.0702614 1.5861496 1.1394263  56    9211  0.31530988
## 210  0.9879300 1.689656 0.4035990 1.8010754 1.8939901   2     180  0.44884338
## 1181 0.8113679 1.846874 0.4647595 0.1125369 0.2796997 118    6082  0.42672652
## 1321 0.8497211 1.978994 1.3587446 1.2975044 1.0622923 132      45  0.53040868
## 851  0.9443189 1.794227 0.7456548 1.6719572 0.5983341  85    5395  0.42569839
## 1091 0.8691420 1.622468 0.7881594 0.4581952 0.8344956 109     375  0.33302520
## 910  0.4058827 1.533629 1.4452822 0.9008716 0.3867170   9      53  0.58216112
## 1141 0.9939214 1.370060 1.1538367 1.1061251 1.5742408 114    2079  0.56652684
## 291  0.8310492 1.515287 0.3602487 1.6572156 0.4572146  29    8341  0.36364488
## 801  0.2141346 1.965886 1.3062652 0.8471567 0.6849244  80    2527  0.27128908
## 531  0.6547475 1.663813 0.6159583 1.3053968 1.9677873  53    7875  0.29520514
## 421  0.6629661 1.141354 1.4947749 0.9119686 0.5051173  42    5500  0.52708593
## 1171 0.2324361 1.314174 0.2774932 0.2219844 1.4360485 117    2795  0.41974845
## 1861 0.4698743 1.182857 0.3195071 0.1459851 1.5704044 186     410  0.41127939
## 1771 0.4427051 1.187511 0.6710835 0.3299363 1.5467531 177    6037  0.38161694
## 481  0.7010294 1.982210 0.7367806 0.1788541 1.9773532  48    4880  0.37488887
## 1431 0.3192292 1.244905 0.5666888 0.8283532 0.6508318 143    1492  0.31498534
## 361  0.7963938 1.043942 0.2138989 1.8440551 0.6468270  36    3082  0.38620052
## 331  0.1836490 1.617650 0.5456082 0.9995934 0.6926106  33    3195  0.36874797
## 641  0.4087299 1.838281 0.5001039 0.5105957 0.4259500  64    2285  0.38542603
## 1510 0.7038465 1.371923 1.3270466 0.7865092 1.8624942  15    9112  0.44459294
## 1801 0.4868565 1.381962 0.8218856 1.5279642 0.9781273 180    8008  0.55439654
## 511  0.8067193 1.606893 0.5764301 1.3970781 1.5319581  51    2330  0.42654891
## 1121 0.7299441 1.475577 0.5607066 1.9131312 1.9563841 112    9673  0.44010596
## 310  0.7731696 1.996316 0.5262064 0.3912422 1.3903625   3      18  0.40008723
## 501  0.4662874 1.655958 0.8090251 1.3143100 0.1731514  50    2143  0.53999410
## 751  0.6067251 1.017915 0.9090705 1.1682898 0.4638096  75    1154  0.51660183
## 1511 0.1656758 1.760657 0.4173679 1.0743201 0.3850700 151    6283  0.32423028
## 991  0.3644972 1.426229 0.2035409 1.3471088 0.5743651  99    4276  0.41890652
## 1751 0.8252559 1.884526 0.2536385 1.8708804 0.5470453 175    3846  0.38046145
## 1310 0.7835257 1.707009 0.4146203 1.2953692 1.7965766  13    4728  0.30654345
## 251  0.4359428 1.790809 0.7010084 1.4349328 0.1420784  25     449  0.53962151
## 1501 0.1179867 1.335647 0.3188069 1.1888536 0.8521090 150    7667  0.38248660
## 2001 0.4785887 1.067709 0.2970624 1.7115130 0.9018132 200    3522  0.40270905
## 721  0.5303160 1.273739 0.1602665 1.5403275 0.4443254  72    2316  0.36513216
## 1401 0.2677577 1.206783 0.4496588 1.3539189 1.3148902 140    9182  0.29719581
## 1911 0.1110389 1.201020 0.1893227 0.9598376 1.1303977 191    4248  0.49463298
## 1921 0.2618014 1.959193 0.1420368 0.9980998 1.2181060 192    7905  0.46563418
## 1691 0.8600742 1.061966 0.6314816 0.3043096 0.6029331 169    6261  0.41334965
## 1051 0.1732364 1.722980 0.1132590 0.1629137 1.0322452 105    3912  0.48898880
## 1311 0.7491883 1.362206 0.7707655 0.8507148 0.1737646 131    4800  0.50286613
## 571  0.9173439 1.108280 1.1504349 0.1481292 0.6703577  57    3145  0.50000380
## 1331 0.5461652 1.382095 0.2284736 1.2075014 0.9643034 133    2187  0.34781742
## 1251 0.4986869 1.824550 1.3028174 1.6510326 1.7069165 125    8380  0.59943377
## 1421 0.4170257 1.093175 0.1032073 0.4891047 1.4303958 142    3457  0.40402945
## 1631 0.4894011 1.390807 0.5374263 0.8112909 0.2628929 163    7091  0.52126490
## 1671 0.6749858 1.393753 1.4781267 1.7340715 1.0726063 167    9304  0.61737232
## 1531 0.2599626 1.814201 0.6430869 1.6338019 1.8920706 153    2788  0.54993950
## 1011 0.9770902 1.506994 0.1330287 1.5865991 1.9857508 101    4848  0.35880001
## 1471 0.9513885 1.766138 0.1854722 1.6016338 1.7371530 147    3982  0.32708639
## 1381 0.8925405 1.053376 0.3090296 0.8589498 1.8134557 138    9163  0.43921597
## 971  0.5781218 1.408159 0.3342801 0.7341729 1.5193627  97    4396  0.44960853
## 1461 0.7076037 1.897334 0.6006708 1.6141968 0.7931006 146    3456  0.51847673
## 1391 0.4633693 1.768176 0.4447964 1.9351294 1.6211408 139    4864  0.52677170
## 701  0.5167536 1.119411 1.0020938 1.7034683 1.2504541  70    8331  0.51670314
## 1831 0.9327815 1.056411 0.8605852 1.4541394 0.6159441 183    6155  0.52576806
## 1791 0.2040285 1.603233 0.4573923 1.4686293 1.9408512 179    5182  0.52737935
## 1210 0.9687587 1.161083 0.1393509 1.2740430 0.4242682  12    9784  0.43161019
## 671  0.8740734 1.622351 0.8777977 1.1823886 0.5309829  67     845  0.49514451
## 221  0.5427602 1.113051 0.6268198 0.8017157 0.9086077  22    1563  0.51908500
## 821  0.7262259 1.512598 0.6390635 1.8647809 1.7652581  82    9075  0.54037250
## 871  0.3894855 1.589910 1.2216554 0.9372036 1.1720598  87    7965  0.58523812
## 941  0.2260445 1.733849 1.7512208 1.8849729 1.9252816  94    9396  0.44853572
## 241  0.4827580 1.485481 1.6079532 1.5046177 1.1797727  24    1972  0.61786487
## 381  0.8578639 1.566705 1.8534863 0.3531618 0.8886306  38    3990  0.56822995
## 1951 0.1384351 1.892572 0.8404353 0.8548761 0.3414839 195    1734  0.40350741
## 1341 0.5364486 1.917176 1.0250913 1.0903407 0.5974655 134    1196  0.53184328
## 1710 0.4640270 1.858524 1.1683431 1.5176102 1.2153475  17    7572  0.46413385
## 1610 0.4006223 1.875979 1.1986187 1.4738338 0.4073993  16    2414  0.47705051
## 1701 0.3055720 1.407068 1.7328504 0.5755190 1.4348930 170    2799  0.55440561
## 1661 0.6216900 1.194379 0.6529417 0.8391238 0.3074667 166    4827  0.48188549
## 451  0.5524880 1.952062 1.6170086 1.7507534 0.3255139  45    3207  0.39943284
## 321  0.5859068 1.671456 0.3888726 1.2445087 0.7538126  32    3556  0.46600115
## 1810 0.1720911 1.666780 0.2411949 1.5636298 0.6206267  18    3310  0.24107965
## 931  0.9359588 1.222103 1.4178769 0.7000315 1.3374936  93    8203  0.55063752
## 1761 0.1448404 1.210054 0.1487693 1.0505763 1.7194543 176    8347  0.40358777
## 601  0.1029674 1.895878 0.9713199 0.9437267 0.6635188  60    9984  0.44020158
## 1111 0.5373446 1.301064 0.3427828 1.4713491 1.1545687 111    5346  0.48744415
## 1231 0.5319367 1.988797 0.8686139 1.4146791 1.4203240 123    4045  0.51384996
## 1191 0.6540369 1.519089 1.0218438 0.9700511 1.0506610 119    7437  0.54436420
## 1641 0.9092920 1.545775 1.1641820 1.2732627 0.2268417 164    9286  0.57576507
## 471  0.7749825 1.119174 0.1219538 0.8602989 0.9414341  47    8548  0.47090193
## 1841 0.7374550 1.317708 1.0524003 0.3168248 1.3682026 184    6435  0.54466165
## 881  0.9848534 1.772705 0.8671940 1.7860344 1.0641455  88    1059  0.56067161
## 1971 0.4372890 1.260874 0.8972546 0.9538776 1.8229468 197    6106  0.52587090
## 441  0.5052261 1.466623 1.5910667 0.4792167 0.2959472  44    1876  0.54798848
## 1931 0.9854477 1.590400 1.4832742 1.3930883 0.4312915 193    2725  0.59022384
## 1261 0.6857233 1.731275 0.9535439 0.5654755 1.4751119 126    8735  0.25624230
## 411  0.4587242 1.775144 0.7586659 0.7838023 1.3493877  41    5350  0.48423515
## 1241 0.8777057 1.931710 1.6028624 1.6439319 1.8319045 124    3717  0.55466379
## 351  0.7149232 1.321293 0.6670285 1.6526669 1.8823944  35    1484  0.52729944
## 1151 0.9488705 1.834362 0.9925333 0.1677415 0.3028531 115    4810  0.51644820
## 1901 0.7815756 1.557064 1.0843094 1.0243521 0.8801281 190    4114  0.51720612
## 1411 0.8739679 1.234111 0.3951928 1.5633054 1.3191087 141    6996  0.47449767
## 791  0.9039337 1.225147 1.1097854 1.7296965 0.2086141  79    4200  0.54648472
## 771  0.8183783 1.151163 1.6909829 0.6514329 1.5508190  77    9197  0.54357620
## 311  0.9656860 1.015178 0.7122407 1.7436741 0.1567522  31    2938  0.48254570
## 891  0.1138917 1.220230 1.5467404 1.4556207 1.3425294  89    3243  0.14566816
## 1071 0.9411201 1.706236 0.9369930 0.7418955 1.2455891 107     876  0.48697203
## 1110 0.9953312 1.686353 0.1885252 1.1329191 0.4922245  11    7126  0.41262026
## 1851 0.6444897 1.414906 0.9869165 0.1191471 1.3962181 185    4015  0.40583047
## 1271 0.9909522 1.199111 1.4008128 0.5828178 1.8546103 127    9025  0.31970754
## 271  0.8269905 1.256200 1.7394743 0.1674132 0.1320862  27    5569  0.16205412
## 1441 0.2295410 1.830657 1.2940180 0.2510849 1.9270428 144    4758 -0.01744736
## 581  0.3611257 1.942548 1.5829453 0.4283435 1.6720663  58    9133 -0.28403567
## 231  0.8334585 1.491971 0.4862823 0.3669615 1.4459058  23    3205  0.02907731
## 1910 0.6563373 1.643688 1.4433680 0.5843720 1.2621579  19    9421 -0.05402174
## 631  0.9134312 1.927786 1.7098080 0.5491959 1.1974579  63     957 -0.07397819
##            lnNSE        KGE         smNSE       smlnNSE        smKGE
## 741   0.41257030 0.47811193   0.432062668   0.437971172  0.351007676
## 1361  0.26786408 0.36954994   0.345325134   0.439910394  0.473233970
## 211   0.26631157 0.37366442   0.420104200   0.497369013  0.472234458
## 341   0.29621633 0.39602270   0.344705342   0.442440723  0.469111047
## 901   0.45285915 0.56254108   0.392838960   0.485813260  0.518871945
## 781   0.33072667 0.41057868   0.341093369   0.316468909  0.450118619
## 201   0.44346310 0.53210607  -4.056283443  -5.110293392  0.334026777
## 391   0.25225774 0.43357308   0.176426344   0.295806361  0.430080977
## 1521  0.23123666 0.41986577   0.484286637   0.500850765  0.430843195
## 681   0.25190780 0.34129962   0.074723859   0.205138825  0.491451103
## 1221  0.31105611 0.38309648   0.421794708   0.479972938  0.380853924
## 1031  0.34789866 0.48267193  -1.637637010  -1.160800269  0.461460173
## 1781  0.38111620 0.48754168   0.496747475   0.486924759  0.421137648
## 521   0.43773892 0.52779046  -0.203432516  -0.047483888  0.370495756
## 961   0.31103826 0.36705144  -0.188546079  -0.032813933  0.387471352
## 1591  0.48106569 0.56256717  -1.122918925  -1.009598234  0.330076461
## 841   0.31823920 0.40334709   0.382714781   0.441871990  0.368481111
## 711   0.27792893 0.39572837   0.310054691   0.394122957  0.330842387
## 1941  0.41702655 0.44622423   0.058759140   0.034735568  0.306200603
## 621   0.29941724 0.37260089  -0.502278816  -0.334592688  0.335687215
## 861   0.30573734 0.41669913   0.400500972   0.379499630  0.340802112
## 1021 -0.09895003 0.37096979  -1.475153328  -1.414521690  0.174991823
## 491   0.48356351 0.56412818  -2.022884586  -2.126845797  0.342369109
## 261   0.20814208 0.35371080  -0.265671367  -0.112855364  0.398598744
## 1991  0.26307636 0.40225027  -0.463231063  -0.315799054  0.402434629
## 710   0.48818080 0.61027234   0.440284875   0.422401774  0.381022753
## 1351  0.17420345 0.32068924  -0.012525735   0.016992269  0.467767987
## 1001  0.36351229 0.52721944   0.386456489   0.361615081  0.413260864
## 1881  0.25826609 0.35553711  -0.455976858  -0.380091897  0.356188370
## 1551  0.32060878 0.36371599  -1.037386754  -0.885784681  0.212768951
## 281   0.27811660 0.43732266  -2.324496927  -2.517157563  0.317710294
## 1961  0.26314223 0.36253040  -0.074692234  -0.077226056  0.338390555
## 921   0.47908472 0.50115830  -0.233871232  -0.230451542  0.239084418
## 651   0.26764711 0.46614712   0.409958005   0.396544393  0.360772658
## 911   0.28918517 0.38807100   0.008221093   0.149080784  0.288822797
## 761   0.23889210 0.39911052   0.373989282   0.412351071  0.327281849
## 1821  0.31497779 0.39459294   0.378242678   0.408800092  0.298008586
## 301   0.34396401 0.43268680  -3.705563018  -4.470789256  0.275743148
## 591   0.19418376 0.36218997  -1.140862516  -1.030170287  0.327686423
## 510   0.32975044 0.43608416  -0.150783477   0.006027634  0.267553451
## 611   0.22671797 0.37873745   0.206730078   0.303794775  0.331791409
## 1081  0.26397840 0.38795920   0.249538000   0.212182531  0.361716255
## 691   0.17520704 0.45105431  -1.843685418  -1.903407411  0.334329806
## 1041  0.17626805 0.30860528  -0.984673457  -0.886327525  0.398294252
## 1981  0.27017438 0.36250787   0.393070875   0.422322129  0.301256079
## 951   0.25665751 0.32505356  -0.148089387   0.011179401  0.333921037
## 1301  0.45280524 0.58065731   0.198199767   0.157536381  0.370437192
## 1871  0.39487352 0.44340025   0.163377845   0.259081918  0.245740247
## 1611  0.32459427 0.42749705   0.028556844   0.005442948  0.297242527
## 1491  0.18936069 0.33134415  -0.838569892  -0.655016713  0.384942294
## 1891  0.40686628 0.53148498  -2.247476664  -2.365303359  0.266880697
## 731   0.46762430 0.59016475  -2.620052777  -2.902353801  0.304795291
## 1161  0.45647942 0.50964240  -2.742514202  -1.962483937  0.256804419
## 1541  0.16961714 0.31575293   0.027769937   0.163759818  0.339057885
## 431   0.35620693 0.45735101   0.080850563   0.196834315  0.241942271
## 1101  0.25043851 0.34147750  -2.077060695  -2.149582653  0.283730941
## 1561  0.43296122 0.58647071  -0.013380949   0.119146139  0.366965794
## 1651  0.20638784 0.36571653   0.426681567   0.407316672  0.381912271
## 410   0.50162217 0.57886297   0.032114382   0.004317193  0.268223218
## 1451  0.30405580 0.44768103  -2.435965083  -2.640499585  0.299925091
## 1201  0.27394825 0.44806134  -2.020522651  -2.105012358  0.303010971
## 1621  0.27098291 0.44213658  -0.452340573  -0.401237220  0.289461641
## 1601  0.24145953 0.37661344  -3.070341440  -3.488154943  0.254784741
## 1131  0.45373610 0.48378541  -0.322992511  -0.155243884  0.204755849
## 1731  0.32339013 0.49651552  -0.057400286  -0.063633826  0.242661649
## 810   0.40654163 0.63610852  -0.020616472   0.116048885  0.375596740
## 831   0.11992891 0.30061936   0.449802117   0.471500843  0.414678665
## 1281  0.22162972 0.33289493  -0.041231293  -0.061428190  0.280359376
## 1371  0.11716365 0.27701100   0.202913067   0.313064183  0.384686386
## 1100  0.28049473 0.35993062  -0.737811551  -0.614853719  0.249668195
## 551   0.38583648 0.48408428   0.128930150   0.088124093  0.224357375
## 1721  0.19256504 0.30975127  -0.756867125  -0.588363856  0.282050440
## 1741  0.40226193 0.46227947  -0.595892670  -0.419023595  0.194882850
## 371   0.41099684 0.55426540   0.250820734   0.207168404  0.306352345
## 661   0.37159610 0.44579858  -1.438518721  -1.137440518  0.213139988
## 1681  0.34377632 0.37566345  -0.196012065  -0.025367095  0.298861775
## 401   0.45507120 0.54026117  -2.045390138  -1.533056743  0.218610547
## 1711  0.21708506 0.41764579  -1.993575181  -2.065643869  0.277748076
## 461   0.26545097 0.38325240  -1.569071793  -1.480861617  0.190659613
## 1410  0.11997030 0.27964478  -0.755237220  -0.624581513  0.372805923
## 610   0.41166924 0.51105753   0.281227055   0.237489035  0.242606946
## 811   0.30714255 0.51314065  -2.508271832  -1.680164846  0.377455360
## 1811  0.26984179 0.37656908  -0.011925094  -0.042119367  0.220519271
## 1581  0.35216550 0.48690850  -0.137719023   0.002869280  0.177396970
## 1481  0.40984483 0.56704409   0.350725672   0.305763046  0.317829518
## 1010  0.47187266 0.57959533   0.031215533  -0.007246093  0.237551978
## 1211  0.21818940 0.36956163   0.105329522   0.060972497  0.239879945
## 1571  0.37138657 0.51832889  -0.916777190  -0.765946363  0.176231043
## 981   0.34092922 0.48445000  -0.505577339  -0.452542399  0.184801952
## 1061  0.46751186 0.63831530   0.130827864   0.246610463  0.345871156
## 541   0.45589295 0.57116876   0.283819586   0.257677086  0.211721488
## 1291  0.09983229 0.24962327  -1.495438127  -1.466518517  0.352006050
## 561   0.13702433 0.27724172  -1.802272254  -1.806418350  0.290100535
## 210   0.25247373 0.44479290   0.275723637   0.221705779  0.265411997
## 1181  0.18972876 0.40090253  -0.078366008   0.041400509  0.231742879
## 1321  0.43861059 0.52084037  -1.104919696  -0.951621758  0.170120251
## 851   0.24282376 0.39778028   0.057168460   0.171472079  0.194852143
## 1091  0.14721439 0.30305560   0.327822534   0.346850736  0.244507238
## 910   0.45565135 0.58330054  -0.964855351  -0.809487746  0.206916108
## 1141  0.43650998 0.58072637  -0.343010507  -0.315888716  0.274034716
## 291   0.13191333 0.33668054   0.221588899   0.173670753  0.236591313
## 801   0.07339178 0.23462355  -3.105850713  -3.628367091  0.326816035
## 531   0.09079802 0.27007341   0.321189471   0.365491432  0.318793710
## 421   0.45024747 0.51757877  -0.334645552  -0.322199672  0.131315763
## 1171  0.18631028 0.41871445   0.263092396   0.303057519  0.269678348
## 1861  0.16349992 0.39765308  -0.611895512  -0.536806641  0.265231102
## 1771  0.20948479 0.37534917   0.090841246   0.043079020  0.235862698
## 481   0.15186964 0.33507053  -1.698440451  -1.638564480  0.178532172
## 1431  0.09855705 0.29404065   0.362739333   0.342508591  0.299640616
## 361   0.27488291 0.49180300  -2.828802301  -2.093073981  0.052940792
## 331   0.14738033 0.36230409  -1.630189195  -1.604785494  0.255578414
## 641   0.13751518 0.35175146  -1.749140332  -1.735639367  0.223802214
## 1510  0.27732767 0.48254630   0.344976245   0.317318234  0.310883311
## 1801  0.39697412 0.57396676   0.312905392   0.355184113  0.267476712
## 511   0.25303125 0.40311673   0.162709582   0.219578292  0.144709026
## 1121  0.28268093 0.42894304   0.257419890   0.233551737  0.166351384
## 310   0.17793349 0.37139810  -1.774178544  -1.726106434  0.151032794
## 501   0.37034227 0.56300170  -2.262122227  -2.345728436  0.191842704
## 751   0.37279289 0.51227239  -1.393939411  -1.114425455  0.156192002
## 1511  0.04304943 0.29145764  -1.898713390  -1.949139619  0.263399885
## 991   0.15404714 0.40982903  -0.017193283   0.081692697  0.197010002
## 1751  0.11433404 0.35001129  -0.475246118  -0.319784356  0.175055223
## 1310  0.08941494 0.30643438   0.337897928   0.338530864  0.277238738
## 251   0.40156587 0.59186083  -1.057595470  -0.934992619  0.253522043
## 1501  0.10253952 0.44925423  -0.090832764   0.031647427  0.239537561
## 2001  0.16078143 0.38065636  -0.617784297  -0.559499085  0.159776869
## 721   0.07558302 0.34159091  -0.091011263  -0.126883673  0.218191763
## 1401  0.05289580 0.28368621   0.337431469   0.310249958  0.299951281
## 1911  0.23150666 0.50572216   0.131404146   0.206499235  0.234219802
## 1921  0.19502765 0.46389653  -2.748098349  -3.041141212  0.204207709
## 1691  0.23951562 0.40642217  -2.669493548  -1.974877733  0.102967092
## 1051  0.21587126 0.49577256  -3.077024339  -3.463176477  0.163178620
## 1311  0.37393146 0.51172218   0.077388305   0.041947874  0.095407743
## 571   0.39302680 0.51550759  -2.244836179  -1.704112038  0.090222323
## 1331  0.09892781 0.32666580   0.220449987   0.216485894  0.130550677
## 1251  0.54386195 0.64219863  -2.211002204  -2.266701218  0.106098964
## 1421  0.15018009 0.41350081  -0.294669462  -0.310526966  0.153852917
## 1631  0.33808329 0.53276360  -0.204684481  -0.094812998  0.072839399
## 1671  0.57307132 0.68887499   0.187822223   0.168802862  0.098087633
## 1531  0.41643405 0.62292151  -3.544478627  -4.134135486  0.177147007
## 1011  0.11445998 0.36013289  -0.019959559  -0.064943596  0.097579214
## 1471  0.09332208 0.31870245   0.060306659   0.125368124  0.091407941
## 1381  0.22389640 0.43341545  -3.079940841  -2.255874802  0.032438903
## 971   0.24915539 0.44758093   0.093030301   0.110519627  0.016120803
## 1461  0.37773175 0.54079980  -2.213015488  -2.253585856  0.013237775
## 1391  0.36959079 0.61197660  -1.602096259  -1.547346023  0.217124530
## 701   0.43267452 0.67861514   0.096256595   0.081488399  0.225882889
## 1831  0.43163239 0.55788545  -2.933834077  -2.154702691  0.028570908
## 1791  0.38386193 0.63924341  -1.620907201  -1.576484239  0.210551873
## 1210  0.22692354 0.45416283  -2.100436139  -1.634477793  0.032548210
## 671   0.40554926 0.49820521  -0.029939476   0.018007616 -0.129655260
## 221   0.38506326 0.56321236  -0.543865396  -0.525773091  0.047927437
## 821   0.40910147 0.61958637  -0.104506251   0.014950746  0.103459937
## 871   0.50738836 0.66486723  -2.379237028  -2.480958473  0.014983241
## 941   0.49388809 0.68413862  -5.541905009  -7.541536128  0.162381783
## 241   0.57044237 0.72891496  -0.893751805  -0.765258634 -0.010361038
## 381   0.51836154 0.59975247  -0.018288399   0.014805932 -0.224812588
## 1951  0.40885571 0.63663832  -3.680449027  -4.470550409  0.165271552
## 1341  0.49077915 0.64956765  -1.026155161  -0.908153142  0.347884081
## 1710  0.46658054 0.68376739  -3.597814618  -4.288047335  0.107612310
## 1610  0.46650084 0.69178490  -3.750615783  -4.487507214  0.061683340
## 1701  0.50938084 0.71862245  -2.209414435  -2.310559777 -0.060134868
## 1661  0.36395491 0.63233582   0.025729068   0.010401503  0.027273577
## 451   0.49906335 0.63640215  -8.701524337 -13.530037473 -0.008571975
## 321   0.38548745 0.64357424  -1.496504322  -1.424763334 -0.005180957
## 1810  0.17890563 0.39242692   0.034065660   0.137362432  0.314494508
## 931   0.50262953 0.61798270  -0.263995528  -0.267880289 -0.379153865
## 1761  0.32645779 0.61213453  -1.049836939  -0.937740393  0.006550866
## 601   0.39558900 0.65307189  -9.973951110 -16.971533136  0.011654607
## 1111  0.37964185 0.62603839  -0.223961605  -0.150019585 -0.156362894
## 1231  0.47378950 0.68850179  -5.097068921  -6.458716932 -0.154960832
## 1191  0.46671085 0.66855257  -0.405647956  -0.306162345 -0.211697159
## 1641  0.51766597 0.66789913  -0.104793619  -0.077717693 -0.318595755
## 471   0.31927788 0.56820938  -0.821661478  -0.747855284 -0.225947084
## 1841  0.45797180 0.60258050  -0.106463221  -0.107234953 -0.396683416
## 881   0.49449613 0.64366798  -0.465687796  -0.365039270 -0.389418476
## 1971  0.46885490 0.66749453  -0.771342159  -0.660326407 -0.313880230
## 441   0.50821448 0.69949616  -2.101704558  -2.142406867 -0.321031834
## 1931  0.55927634 0.70398195  -0.328265840  -0.266433853 -0.425848677
## 1261  0.32166317 0.56151916  -7.590079179 -11.089987971 -0.057871884
## 411   0.42662033 0.66313431  -6.135645771  -8.308770845 -0.251981180
## 1241  0.56827718 0.71747420  -4.962252426  -6.247440757 -0.397176330
## 351   0.44330095 0.65557413  -0.163071767  -0.128309134 -0.333400866
## 1151  0.44327643 0.62550724  -2.848727675  -3.088924046 -0.421758134
## 1901  0.47319068 0.68647228  -1.338227134  -1.272532855 -0.463221440
## 1411  0.38997937 0.63170884  -0.286809005  -0.288053843 -0.436783235
## 791   0.50979233 0.69996537  -0.875344075  -0.788120620 -0.546075924
## 771   0.51607719 0.71195027  -0.831034456  -0.751606470 -0.538163705
## 311   0.43335833 0.66642733  -1.512318390  -1.251193909 -0.470550419
## 891   0.38062298 0.56626619  -9.183147446 -15.220646052 -0.108909425
## 1071  0.41664499 0.67573139  -1.400622409  -1.330552049 -0.537986445
## 1110  0.33147615 0.60871867  -2.054276599  -2.114345723 -0.518689490
## 1851  0.32980749 0.65686449  -2.613953507  -2.852564201 -0.500936427
## 1271  0.30706796 0.63556979  -0.802636350  -0.785685201 -0.498384287
## 271   0.21054658 0.56294077  -2.193339615  -2.423708010 -0.472061308
## 1441  0.32714833 0.48891680 -14.485948598 -30.347684186 -0.358305276
## 581  -0.29610976 0.05386828  -2.013029404  -2.130897735  0.359854522
## 231   0.21355906 0.50212137  -6.323856430  -8.789527365 -0.603408344
## 1910  0.25404770 0.47378628 -10.978034636 -19.227369626 -0.592608250
## 631   0.33348662 0.48637813 -13.378211626 -26.348369871 -0.595645538
##           calNSE    callnNSE       calKGE      calsmNSE     calsmlnNSE
## 741    0.2820929  0.49580422  0.666418231   0.428826280   0.4121883904
## 1361  -0.3849743 -0.54528569  0.464197410   0.452936364   0.5231956994
## 211   -0.5330647 -0.62037778  0.462091094   0.503360348   0.5579913148
## 341   -0.6410924 -0.65612765  0.457872276   0.460852978   0.5335489752
## 901   -0.8103798 -0.36428881  0.396762723   0.513077591   0.5818011293
## 781   -0.5244740 -0.54051919  0.464495190   0.233944252   0.2119349808
## 201   -0.2570287 -0.19104151  0.552964925  -3.043685624  -3.8510396906
## 391   -0.4020740 -0.57578029  0.467987492   0.332478335   0.4248650639
## 1521  -0.6569714 -0.68267089  0.471997898   0.483114162   0.4804770161
## 681   -0.6585241 -0.74702144  0.411826915   0.262789419   0.3745924849
## 1221  -0.4191083 -0.48174874  0.493496000   0.493773985   0.5216916647
## 1031  -0.8632797 -0.60977731  0.427815695  -1.830134038  -1.3042814663
## 1781  -0.7991287 -0.53520305  0.439401242   0.462943335   0.4385622034
## 521   -0.6400535 -0.38719215  0.462621139   0.103866266   0.2334370192
## 961   -0.5355326 -0.61162739  0.447976988   0.083021725   0.2159896164
## 1591  -0.4257377 -0.20465473  0.485984855  -0.593264766  -0.4645784702
## 841   -0.5908404 -0.61243990  0.457206536   0.457158174   0.4861314159
## 711   -0.5784126 -0.59585342  0.481900092   0.421931612   0.4721056966
## 1941  -0.5153904 -0.41528779  0.499451266  -0.080851403  -0.0970778212
## 621   -0.4420364 -0.53401218  0.474926753  -0.153929705  -0.0034814076
## 861   -0.7213787 -0.59481065  0.459087366   0.344844171   0.3107246959
## 1021   0.2693427  0.14261003  0.617951918  -0.819686588  -0.7075283508
## 491   -0.5962697 -0.26894135  0.456060230  -1.376676870  -1.4038463024
## 261   -0.8008815 -0.85356111  0.404908603   0.015793895   0.1522272871
## 1991  -0.9160940 -0.79946791  0.394981938  -0.139437141  -0.0028930107
## 710   -0.7240208 -0.27241479  0.391447948   0.416702579   0.3775819728
## 1351  -0.7654485 -0.87159381  0.337793019  -0.186166381  -0.1306996569
## 1001  -1.0512823 -0.59624799  0.373253943   0.292379453   0.2647982780
## 1881  -0.6166340 -0.71403763  0.420320582  -0.675309517  -0.5596431822
## 1551   0.3334862  0.45350985  0.543260297  -0.532379484  -0.3732201333
## 281   -0.8002153 -0.74181837  0.444220593  -1.635531347  -1.7321089907
## 1961  -0.6454342 -0.71833076  0.421279443  -0.260824965  -0.2395571065
## 921   -0.4820020 -0.29560989  0.499988747  -0.419104232  -0.3949037415
## 651   -1.1246111 -0.87840130  0.391148158   0.370497138   0.3393626396
## 911   -0.7095010 -0.71016630  0.451727029   0.232061226   0.3371757145
## 761   -0.8640066 -0.83163536  0.426223212   0.416223834   0.4265339554
## 1821  -0.7434553 -0.68971981  0.441391891   0.424119785   0.4229208104
## 301   -0.6152922 -0.58125248  0.466834526  -2.783017454  -3.3250614861
## 591   -0.8113577 -0.85716809  0.417472914  -0.662143999  -0.5325858291
## 510   -0.7160337 -0.63542739  0.461740056   0.117853479   0.2412961499
## 611   -0.8302483 -0.86440558  0.408174998   0.344861676   0.4093580607
## 1081  -0.9970034 -0.86986266  0.381109963   0.111191492   0.0807278401
## 691   -1.0589861 -0.87849288  0.400666392  -1.254861599  -1.2577161719
## 1041  -0.6838692 -0.83071093  0.340387134  -0.558426081  -0.4483876243
## 1981  -0.7666824 -0.76879309  0.424612339   0.428947624   0.4282857667
## 951   -0.6198512 -0.71012899  0.386973510   0.117962057   0.2466628390
## 1301  -0.8937072 -0.37844627  0.359827915   0.054006192   0.0214663369
## 1871  -0.6443399 -0.51148853  0.472006879   0.314244906   0.3702684852
## 1611   0.4239670  0.46361422  0.437138879  -0.163696184  -0.1659632417
## 1491  -0.7916928 -0.88555880  0.354444105  -1.092135202  -0.8510786871
## 1891  -0.7456440 -0.47509922  0.440667922  -1.495629389  -1.5134425425
## 731   -0.7247209 -0.32201480  0.413773579  -1.855080165  -2.0117627133
## 1161  -0.5887824 -0.28494080  0.460211737  -2.984060486  -2.1288942368
## 1541  -0.8858251 -0.95267799  0.371341314   0.229664193   0.3368991977
## 431   -0.8240438 -0.65935627  0.443905024   0.286512658   0.3602311129
## 1101  -0.5653024 -0.69138447  0.419039396  -1.420935722  -1.4182463624
## 1561  -1.0452218 -0.46571584  0.330331188   0.240851793   0.3426902729
## 1651  -1.1583058 -1.02467165  0.329247725   0.358430442   0.3297220562
## 410   -0.6768088 -0.26806994  0.408382926  -0.109521812  -0.1308329837
## 1451  -1.1076678 -0.82379566  0.388287104  -1.702391525  -1.7941127394
## 1201  -1.1157043 -0.87510656  0.393432262  -1.370506015  -1.3712984667
## 1621  -1.0043779 -0.83851866  0.413145159  -0.714534776  -0.6152968207
## 1601  -0.7948416 -0.83019042  0.430595705  -2.229227039  -2.4759366564
## 1131  -0.6769686 -0.42021140  0.461271557  -0.002840270   0.1320624009
## 1731  -0.7197000 -0.17321303  0.399174040  -0.204757011  -0.2017673652
## 810   -0.8475026 -0.21329559  0.271344925   0.290481558   0.3927694925
## 831   -1.0568137 -1.07857995  0.271162938   0.438117654   0.4437580857
## 1281  -0.8172854 -0.87131351  0.391580836  -0.221712456  -0.2231202474
## 1371  -1.0064432 -1.09214999  0.288028251   0.345494601   0.4271751442
## 1100  -0.8535217 -0.73636273  0.407842843  -0.965246892  -0.7991576558
## 551   -0.8403937 -0.57740668  0.433970439  -0.007171834  -0.0463490870
## 1721  -0.7599953 -0.85624748  0.370934769  -0.340542608  -0.1808001927
## 1741  -0.7412981 -0.53314950  0.455899778  -0.212851257  -0.0566359016
## 371   -1.0638288 -0.52208514  0.343828000   0.128052609   0.0842814909
## 661   -0.8219614 -0.61336470  0.436941709  -1.739455500  -1.3617685924
## 1681  -1.0091580 -0.70080047  0.314840648   0.124439517   0.2614279460
## 401   -0.7150319 -0.30902874  0.412321783  -2.333319000  -1.7375839097
## 1711  -1.2278261 -1.02137716  0.373984463  -1.352704556  -1.3436307968
## 461   -0.7944444 -0.77402824  0.441437792  -0.974435507  -0.8470836839
## 1410  -0.9738981 -1.06422094  0.260707546  -0.363627747  -0.2312155853
## 610   -1.0266113 -0.57397757  0.377136882   0.194981363   0.1387821368
## 811   -0.9800118 -0.47498711  0.353332441  -2.656187976  -1.8118746163
## 1811  -0.9977011 -0.88436390  0.398111679  -0.184851833  -0.2016239974
## 1581  -0.9293501 -0.67909227  0.417201506   0.128805442   0.2289797254
## 1481  -1.1744781 -0.53113731  0.305635020   0.257485195   0.2034951275
## 1010  -0.9007356 -0.36410858  0.364059420  -0.134351270  -0.1633100202
## 1211  -1.0893984 -1.00007024  0.379221387  -0.061815822  -0.0968913031
## 1571  -0.8112106 -0.53815349  0.407925665  -0.396113790  -0.2460131205
## 981   -0.9182091 -0.60388200  0.410091570  -0.745598644  -0.6526594855
## 1061  -1.0634483 -0.32624994  0.234050397   0.370324917   0.4451002318
## 541   -0.8876274 -0.41841249  0.377333035   0.240600334   0.1921728945
## 1291  -0.9075553 -1.06294782  0.253658200  -0.965750290  -0.8973196092
## 561   -0.9088444 -1.03730101  0.303273095  -1.188149829  -1.1328810385
## 210   -1.3659653 -0.99246366  0.347430371   0.152975468   0.0941476311
## 1181  -1.2228204 -1.07024053  0.369038199   0.144181870   0.2301248873
## 1321  -0.8253764 -0.44757303  0.409452563  -0.598405404  -0.4386260965
## 851   -1.1271230 -0.89531053  0.383050770   0.233692859   0.3077481549
## 1091  -1.0985913 -1.12116707  0.341897249   0.346063318   0.3361314051
## 910   -0.8920140 -0.38836055  0.356042214  -0.465873023  -0.3095518708
## 1141  -1.1378923 -0.48599649  0.299411283  -0.572626464  -0.5083056416
## 291   -1.1884137 -1.14646091  0.357552316   0.084239650   0.0359645463
## 801   -0.9587360 -1.12241092  0.255989433  -2.328165321  -2.6953031203
## 531   -1.1409251 -1.23799082  0.269865732   0.370423386   0.3879598742
## 421   -0.8497062 -0.45801149  0.405404690  -0.537125344  -0.5011521105
## 1171  -1.5558300 -1.20001865  0.322149869   0.322098599   0.3311496611
## 1861  -1.4221263 -1.21194611  0.335399572  -0.917633610  -0.7820772378
## 1771  -1.3223360 -1.11504841  0.342256210  -0.087496164  -0.1237764669
## 481   -1.0059299 -1.03201841  0.378883259  -1.074075504  -0.9624602596
## 1431  -1.2516283 -1.27936734  0.272996572   0.298013263   0.2639268691
## 361   -0.4420657 -0.52194240  0.485183684  -3.346568860  -2.4314573862
## 331   -1.4131884 -1.21946750  0.306093213  -1.043649690  -0.9642584883
## 641   -1.2006583 -1.18250656  0.338366770  -1.130712609  -1.0540828069
## 1510  -1.3715218 -0.54477218  0.226382537   0.275747945   0.2362743815
## 1801  -1.2907170 -0.58910864  0.269760351   0.389665575   0.3958224592
## 511   -1.1371224 -0.94808036  0.391719727   0.252654861   0.2701261902
## 1121  -1.2328387 -0.93289549  0.372524040   0.211221051   0.1644160769
## 310   -1.1703631 -1.10096886  0.373743415  -1.113830825  -1.0063915867
## 501   -1.1802615 -0.63646013  0.310644499  -1.464742419  -1.4396328171
## 751   -1.0891640 -0.58011515  0.352637121  -1.709550369  -1.3505969109
## 1511  -1.2172723 -1.28963807  0.272435798  -1.286018167  -1.2634387906
## 991   -1.5167148 -1.23056802  0.325253883   0.179099931   0.2392510909
## 1751  -1.3066954 -1.22468143  0.344262066  -0.131084467   0.0000642404
## 1310  -1.4721376 -1.36992669  0.251108842   0.321842828   0.3000962167
## 251   -1.4364032 -0.66784126  0.247021749  -0.550197919  -0.4138035004
## 1501  -1.6455820 -1.04139335  0.265875239   0.127439774   0.2167077454
## 2001  -1.3468382 -1.17604943  0.349762720  -0.913691241  -0.8003525138
## 721   -1.4207274 -1.34731705  0.309265389  -0.330230391  -0.3378351250
## 1401  -1.4133012 -1.39429544  0.213422047   0.250334090   0.2137814350
## 1911  -1.6921516 -1.04638510  0.267704399   0.264820889   0.3028374169
## 1921  -1.6152690 -1.13824434  0.305514996  -1.949953504  -2.0864415311
## 1691  -1.2828839 -0.92930280  0.359850432  -3.061331963  -2.2395692354
## 1051  -1.6103755 -1.07379831  0.289325610  -2.184152732  -2.3770632308
## 1311  -1.2700778 -0.71095862  0.325412871  -0.038084713  -0.0815635217
## 571   -1.1741458 -0.61615277  0.335701406  -2.619858823  -1.9654971673
## 1331  -1.4074072 -1.31593429  0.311310916   0.212031040   0.1775931451
## 1251  -0.8440441 -0.17922689  0.309476794  -1.436057621  -1.3888721708
## 1421  -1.7717566 -1.30037235  0.285009233  -0.559900667  -0.5394361503
## 1631  -1.2627279 -0.74710121  0.318431820   0.066706767   0.1317685583
## 1671  -0.8275109 -0.08693573  0.254069685   0.184395647   0.1330613770
## 1531  -1.4841200 -0.60692978  0.193440753  -2.568410351  -2.9198555735
## 1011  -1.7573130 -1.33834705  0.285917303  -0.203954666  -0.2409288004
## 1471  -1.6320285 -1.43000686  0.277800904   0.175767027   0.1988289785
## 1381  -1.4101679 -0.99240136  0.338019592  -3.520917751  -2.5467066669
## 971   -1.5030831 -1.08230913  0.326721169   0.135436381   0.1141650592
## 1461  -1.4353878 -0.79887267  0.287024880  -1.432265787  -1.3729422220
## 1391  -1.7968932 -0.71460039  0.109779835  -0.971576085  -0.8648422899
## 701   -1.6258845 -0.50336779  0.069356426   0.023095241  -0.0010648881
## 1831  -1.2979097 -0.58504191  0.273166727  -3.348302012  -2.4291449226
## 1791  -1.7781421 -0.70996041  0.108442164  -1.004372429  -0.9104151663
## 1210  -1.6728660 -1.06573272  0.280704731  -2.522295084  -1.9328817622
## 671   -1.0690188 -0.59833828  0.367491094   0.080273169   0.0829908586
## 221   -1.5237791 -0.72309441  0.237479976  -0.841447389  -0.7752903902
## 821   -1.6187524 -0.62144365  0.136127459   0.145122431   0.2202513455
## 871   -1.0900538 -0.26303096  0.208404100  -1.546390547  -1.5249011244
## 941   -1.3588066 -0.23628217  0.009393036  -4.255680951  -5.7467396489
## 241   -0.8792622 -0.03861038  0.175039414  -0.396500866  -0.2766529789
## 381   -0.8475957 -0.23198232  0.322624504   0.063418954   0.0525834532
## 1951  -1.9288230 -0.64602869 -0.022210227  -2.630513611  -3.1278296420
## 1341  -2.9550572 -0.90422151 -0.177470706  -0.569988871  -0.4376634056
## 1710  -1.5494562 -0.25680452 -0.056381903  -2.517792261  -2.9023898661
## 1610  -1.4745989 -0.25588673 -0.016896761  -2.673736197  -3.0942726980
## 1701  -1.1830941 -0.17739980  0.092216911  -1.391889147  -1.3701955728
## 1661  -1.9149907 -0.38131980 -0.057694419  -0.049391715  -0.0797102763
## 451   -1.3754613 -0.12453858  0.007281306  -6.799033641 -10.3601967486
## 321   -1.9945430 -0.70071840  0.002246101  -0.882005324  -0.7747539592
## 1810  -4.8928596 -2.18459993 -0.303604138   0.236928317   0.3059665604
## 931   -0.8966385 -0.25000618  0.283460738  -0.361795863  -0.3780699669
## 1761  -2.3526249 -0.92542874 -0.055719661  -0.540890330  -0.4225417661
## 601   -1.9890778 -0.58202205 -0.086948741  -8.056682608 -13.6509634720
## 1111  -1.9425413 -0.75976985  0.059566156  -0.001318847   0.0277803898
## 1231  -1.4818263 -0.35011972  0.058462491  -3.799212882  -4.6756758536
## 1191  -1.4671161 -0.39460568  0.096460262  -0.110703912  -0.0527434888
## 1641  -1.1240189 -0.25333127  0.191970853  -0.006907159  -0.0233693632
## 471   -2.1320267 -0.97055628  0.085427690  -1.130027184  -1.0017077339
## 1841  -1.2242481 -0.45661558  0.241238032  -0.103472267  -0.1377723856
## 881   -1.2085716 -0.33543753  0.200006041  -0.174856987  -0.1157252043
## 1971  -1.3999181 -0.36361805  0.097960532  -0.347036424  -0.2611255402
## 441   -1.1920116 -0.19661001  0.106908002  -1.317887311  -1.2662146420
## 1931  -0.9122888 -0.08834152  0.207586388  -0.120140207  -0.1022752595
## 1261  -2.5808173 -0.69366166 -0.199939876  -5.866462795  -8.3948800240
## 411   -1.7636549 -0.52694598  0.011054018  -4.638214585  -6.0974033224
## 1241  -0.8983382  0.00492008  0.139048111  -3.583298682  -4.3413938427
## 351   -1.5788131 -0.46717373  0.074002387  -0.035457245  -0.0451468143
## 1151  -1.3924022 -0.43749632  0.138701617  -1.910777998  -1.9801225723
## 1901  -1.3840081 -0.31435329  0.083567560  -0.767768375  -0.6819132514
## 1411  -1.9150823 -0.62402195  0.005078299  -0.369251372  -0.3847472425
## 791   -1.2038162 -0.17621152  0.107073699  -1.166805071  -1.0302321703
## 771   -1.1315090 -0.11850546  0.101572016  -1.091141656  -0.9716543806
## 311   -1.7144991 -0.42518721 -0.015971637  -1.856212509  -1.5149765489
## 891   -2.9128115 -0.41488122 -0.486827790  -7.159122505 -11.5693079884
## 1071  -1.7240252 -0.40495631 -0.026974979  -0.827778621  -0.7408407201
## 1110  -2.3885742 -0.88306084 -0.076394617  -1.329559063  -1.3018592401
## 1851  -2.1250328 -0.52569007 -0.174229111  -1.746136073  -1.8211137173
## 1271  -2.0863847 -0.41732183 -0.240968661  -0.558561097  -0.5395514763
## 271   -2.4905955 -0.48480393 -0.389000863  -1.406111449  -1.4611814386
## 1441  -3.5871976 -0.55456144 -0.609833267 -11.872915526 -24.5003433858
## 581  -13.4877538 -3.67178821 -1.449419097  -1.432543101  -1.4811078331
## 231   -3.5581265 -0.73981197 -0.579255169  -4.779121391  -6.4318916831
## 1910  -3.4920825 -0.53185420 -0.643334091  -8.690627642 -14.7620027610
## 631   -3.8431133 -0.46908888 -0.695957451 -10.705347434 -20.4968463723
##          calsmKGE      valNSE    vallnNSE     valKGE      valsmNSE
## 741   0.373567789  0.48900507  0.69555522 0.60945679   0.029540378
## 1361  0.487766135  0.35243540  0.65643977 0.28350715  -0.734905445
## 211   0.483935061  0.40827765  0.68304990 0.33563251  -0.469972905
## 341   0.483499784  0.39770768  0.74444606 0.33071564  -0.783229705
## 901   0.538554577  0.54925403  0.85366741 0.49650228  -0.722105632
## 781   0.464559871  0.32287554  0.68066728 0.28174580   0.446344118
## 201   0.372977030  0.54747573  0.79938473 0.53734273 -13.403695333
## 391   0.451356882  0.43628728  0.77718424 0.49041039  -1.296937720
## 1521  0.446063454  0.50307238  0.72762457 0.40461256   0.109001924
## 681   0.500618982  0.30667745  0.67047601 0.26418213  -1.651111344
## 1221  0.406978477  0.40362805  0.70373078 0.33597696  -0.404617898
## 1031  0.465502242  0.41998114  0.76446362 0.36117242  -2.524839863
## 1781  0.435892035  0.42994696  0.78249718 0.38330889   0.311290740
## 521   0.399616992  0.48973290  0.81270858 0.44597095  -2.795091169
## 961   0.406071049  0.31987629  0.69205382 0.28317451  -2.571427648
## 1591  0.364606596  0.56483836  0.84519605 0.49466271  -5.625907387
## 841   0.386779634  0.37963009  0.72468727 0.31446424  -0.486265950
## 711   0.354755864  0.46045863  0.73136696 0.37930979  -0.819894922
## 1941  0.334674648  0.41695625  0.77938311 0.37461334   0.134663848
## 621   0.358949588  0.38673107  0.69511518 0.31978417  -3.542365763
## 861   0.367956851  0.44698206  0.74497047 0.38012092   0.264740460
## 1021  0.202499250  0.17341133  0.47725834 0.55014775  -6.935218121
## 491   0.360667808  0.53072245  0.83904936 0.48306152  -7.837180525
## 261   0.409910871  0.38221571  0.68762615 0.30618328  -2.760426025
## 1991  0.418196514  0.28988239  0.65108928 0.26401142  -3.338508307
## 710   0.416511071  0.60330247  0.86674038 0.57019255   0.156455945
## 1351  0.467809415  0.22179291  0.53946501 0.19154170   0.198951214
## 1001  0.423095321  0.52925121  0.83597038 0.45335776   0.452939969
## 1881  0.367633111  0.33940817  0.67649376 0.27785670  -0.319891971
## 1551  0.240123720  0.32802188  0.55448348 0.39961630  -5.340646357
## 281   0.335943720  0.43366803  0.76281259 0.35158507  -8.598719351
## 1961  0.354431819  0.31554166  0.67053860 0.26655793   0.159902679
## 921   0.270177748  0.49610915  0.82633130 0.44243729  -0.122093496
## 651   0.376426455  0.49281464  0.80877244 0.40544850   0.191560250
## 911   0.315577876  0.40484548  0.75338873 0.33720674  -1.964843176
## 761   0.336700835  0.46538284  0.73681381 0.37361501  -0.323187519
## 1821  0.318833460  0.35811198  0.73079133 0.31786955  -0.335945517
## 301   0.293186467  0.37119325  0.73153019 0.32276541 -12.294938691
## 591   0.342066308  0.43133566  0.68160303 0.34674736  -5.375225580
## 510   0.294222133  0.44805437  0.77636312 0.36896504  -2.489488937
## 611   0.346885801  0.38375438  0.70807367 0.30356968  -1.145018317
## 1081  0.373499173  0.29748976  0.67049241 0.27115706   0.459677142
## 691   0.352384096  0.53417520  0.80930386 0.58906581  -7.207725945
## 1041  0.412160909  0.24102172  0.56341149 0.20232341  -4.813005271
## 1981  0.327537601  0.35389226  0.71429466 0.30059055  -0.254792209
## 951   0.361425462  0.22652763  0.59061568 0.20653289  -2.470490663
## 1301  0.387606452  0.59679821  0.86669751 0.53336752   0.402695292
## 1871  0.272053019  0.38705347  0.75426498 0.35073539  -1.290949255
## 1611  0.304467304 -0.12204959 -0.01723213 0.07748504   0.373458742
## 1491  0.386968824  0.28275184  0.60026386 0.23022280  -0.796247919
## 1891  0.300592422  0.49049211  0.80124956 0.45338200  -8.812707731
## 731   0.326857151  0.56460675  0.85054347 0.52557330  -9.533739235
## 1161  0.277287046  0.52690254  0.82497322 0.47715107  -4.176170660
## 1541  0.351643049  0.36157769  0.65987558 0.28983043  -1.809360854
## 431   0.278920512  0.45184922  0.79683475 0.39430720  -1.737839049
## 1101  0.302416361  0.31921937  0.66480202 0.26434181  -7.986350412
## 1561  0.390822397  0.55625933  0.83139573 0.54273506  -2.170647976
## 1651  0.386179148  0.22585581  0.58270731 0.20976747   0.380006732
## 410   0.303076112  0.59944631  0.85737845 0.54421336   0.099505606
## 1451  0.318617629  0.39624961  0.75609633 0.36266982  -9.039593119
## 1201  0.311720406  0.48879151  0.80223373 0.39901265  -7.854150968
## 1621  0.289073512  0.50373434  0.78667000 0.40865322  -0.076342025
## 1601  0.270064641  0.41858476  0.75566877 0.34064587 -10.738783845
## 1131  0.238345946  0.45772168  0.80478991 0.42606654  -3.074298249
## 1731  0.298972020  0.57603190  0.83484960 0.55765022  -0.024614373
## 810   0.425546880  0.62938466  0.79733700 0.79775123  -2.497966836
## 831   0.422794561  0.21387557  0.50357130 0.18469572   0.107168818
## 1281  0.299600279  0.28851307  0.65247557 0.25042961   0.186854984
## 1371  0.397553138  0.22639123  0.56391648 0.19042816  -1.176289641
## 1100  0.273284282  0.26196781  0.63911359 0.25266202  -0.765518977
## 551   0.246306432  0.48549157  0.81428449 0.42008980   0.237362776
## 1721  0.309023307  0.26615491  0.60520276 0.22309959  -4.361638627
## 1741  0.221868096  0.44468625  0.79699501 0.39946885  -3.897288615
## 371   0.327149593  0.56148130  0.85560209 0.50375965   0.375689239
## 661   0.228650797  0.37302691  0.73865092 0.34367631  -1.578146299
## 1681  0.345326576 -0.05379900  0.31995416 0.50239034  -2.854973058
## 401   0.246729863  0.56865077  0.85459051 0.51360809  -2.706268090
## 1711  0.281146350  0.46210814  0.77750249 0.37097985  -7.756635164
## 461   0.212205117  0.43317984  0.76332920 0.35877407  -6.761990207
## 1410  0.384632444  0.17430948  0.50040775 0.14933733  -4.222014092
## 610   0.263333885  0.50178534  0.82918466 0.46435898   0.226467553
## 811   0.283896998  0.59906490  0.82199821 0.68226847  -4.286728608
## 1811  0.237947530  0.35212144  0.72511190 0.31158319   0.196045309
## 1581  0.215178884  0.53324978  0.84149389 0.45055659  -2.455061280
## 1481  0.326634623  0.58338374  0.86338772 0.53023742   0.386128202
## 1010  0.263427440  0.52859095  0.82880264 0.51474351   0.230387860
## 1211  0.248258480  0.39503856  0.74044885 0.32769068   0.368103791
## 1571  0.216379492  0.55846081  0.82426062 0.49784639  -5.217402092
## 981   0.212080868  0.55011301  0.83838835 0.46545288  -0.291707338
## 1061  0.387507793  0.66037980  0.87468125 0.65380363  -1.838127570
## 541   0.243546477  0.56797037  0.85584611 0.51804962  -0.007155136
## 1291  0.364473306  0.20184493  0.51907440 0.16987061  -6.274382666
## 561   0.307371700  0.25373459  0.59145081 0.20879805  -7.275673148
## 210   0.262118105  0.46447376  0.80409684 0.39266098   0.418916894
## 1181  0.237252701  0.42372091  0.74979167 0.33665863  -2.108377117
## 1321  0.196641028  0.54751682  0.83676157 0.48875653  -5.466513573
## 851   0.220372062  0.40614995  0.73679996 0.33807433  -1.617786923
## 1091  0.258719848  0.31982709  0.66649931 0.26168363  -0.270734668
## 910   0.239220818  0.61541114  0.86672911 0.55207613  -5.181075496
## 1141  0.295232833  0.59525338  0.86356327 0.55131643  -0.066384532
## 291   0.236309801  0.42114078  0.70709979 0.33363121   0.405518351
## 801   0.334929037  0.22132729  0.54232525 0.18069409 -10.449525420
## 531   0.317798755  0.25725814  0.59069027 0.20744299  -0.453812858
## 421   0.180174455  0.51989434  0.83959188 0.48362316  -0.202015136
## 1171  0.262994440  0.45990861  0.78688178 0.37736409  -0.609003987
## 1861  0.248208601  0.43383198  0.74292712 0.33953238  -0.113014463
## 1771  0.238407382  0.35511555  0.72432971 0.31020162   0.404833769
## 481   0.194932233  0.40583853  0.69561442 0.31949908  -7.151664741
## 1431  0.300386830  0.28402779  0.61361622 0.22540870   0.249219351
## 361   0.087471783  0.25427343  0.63613224 0.55758688  -2.797565819
## 331   0.260777393  0.29926839  0.64714610 0.25374726  -6.823539294
## 641   0.227221844  0.37048592  0.68747459 0.28633773  -7.207036688
## 1510  0.338241134  0.54883466  0.82158203 0.60834355   0.243224621
## 1801  0.289651957  0.62394410  0.86782274 0.56613630  -0.620576573
## 511   0.164154024  0.44501553  0.79027743 0.37565648  -0.954934123
## 1121  0.176946793  0.44043950  0.79194137 0.38129534  -0.036607235
## 310   0.172075464  0.39043829  0.73185744 0.31878306  -7.482620954
## 501   0.233518823  0.59831616  0.86523820 0.54326201  -9.090199823
## 751   0.181037687  0.54936637  0.85515587 0.49147819  -1.419349870
## 1511  0.261126540  0.32293116  0.57322472 0.23985735  -7.435609024
## 991   0.205035148  0.41914647  0.74764501 0.34153464  -1.856610025
## 1751  0.185229936  0.42909797  0.70270531 0.32770739  -3.472145271
## 1310  0.269524213  0.22950533  0.57409829 0.19324736  -0.063386401
## 251   0.272767996  0.58952355  0.84254578 0.60211326  -5.389044513
## 1501  0.249766866  0.58056221  0.81842775 0.63826809  -2.106410488
## 2001  0.162949873  0.43503475  0.73574912 0.33938841  -0.177674185
## 721   0.202475767  0.42731117  0.65874876 0.32585145   0.425315271
## 1401  0.298175951  0.23900805  0.53699719 0.18679479   0.328992899
## 1911  0.241480912  0.58325645  0.85353924 0.48536711  -1.250011896
## 1921  0.199357181  0.56589340  0.81782052 0.46082112  -9.940170043
## 1691  0.116349028  0.40299373  0.76516670 0.35886244  -3.217286228
## 1051  0.172652179  0.60636839  0.85307948 0.49832690 -11.036869757
## 1311  0.129614270  0.51686050  0.83411481 0.48995305   0.033492164
## 571   0.117799778  0.51202355  0.83121564 0.49946045  -2.571330848
## 1331  0.137423014  0.36445973  0.67548054 0.28105971  -0.310042177
## 1251  0.138259613  0.59689855  0.83393229 0.61300352  -8.877066356
## 1421  0.154889124  0.43032875  0.76333261 0.35588081   0.214858956
## 1631  0.120129587  0.59815420  0.86334354 0.51564437  -2.598535870
## 1671  0.145280387  0.64809684  0.82705027 0.68247046  -0.394454527
## 1531  0.201366135  0.66132913  0.87473297 0.67545602 -12.310833395
## 1011  0.104420720  0.39104422  0.72709510 0.31733946   0.243322125
## 1471  0.104106035  0.31509146  0.66814542 0.26040252  -1.274360180
## 1381  0.042861353  0.47444146  0.79950114 0.39719034  -3.659618485
## 971   0.044368476  0.45824856  0.79614411 0.40206704  -0.813085033
## 1461  0.068123152  0.55975164  0.84786279 0.54318595  -8.912699088
## 1391  0.238794986  0.69318669  0.87010657 0.69091927  -7.018065328
## 701   0.279170777  0.58793200  0.69006866 0.79042037  -0.167850085
## 1831  0.072608454  0.57035210  0.84857662 0.56586757  -3.552068096
## 1791  0.232806979  0.71537505  0.88122627 0.75611496  -6.973397999
## 1210  0.044012055  0.53424278  0.84436127 0.46230736  -2.060813395
## 671  -0.045058864  0.49224186  0.82456921 0.46400624  -1.402369919
## 221   0.078404405  0.57576649  0.85510385 0.55756310  -0.039763637
## 821   0.166088724  0.68933927  0.86860874 0.70010730  -2.303750142
## 871   0.069435603  0.67941900  0.86029261 0.68823044  -9.490306818
## 941   0.228482187  0.57239132  0.74320090 0.76406532 -17.503511064
## 241   0.054860024  0.70626306  0.80681609 0.75975538  -5.047752643
## 381  -0.106541172  0.59531212  0.83978303 0.57701801  -1.224328174
## 1951  0.236800495  0.62717256  0.80265774 0.81063603 -12.956285951
## 1341  0.362384704  0.52031092  0.79692193 0.52550110  -5.050784599
## 1710  0.181178049  0.65501343  0.74138502 0.80457296 -12.978998067
## 1610  0.124342555  0.66096117  0.73477331 0.79054373 -13.227521355
## 1701  0.010568731  0.72529904  0.79338120 0.85041006  -9.109970643
## 1661  0.109900460  0.65032287  0.78772545 0.81423385  -0.279743278
## 451   0.044306881  0.41635642  0.64522528 0.64413377 -26.412936667
## 321   0.040032260  0.71157135  0.82789121 0.82506451  -6.745634558
## 1810  0.330380783  0.45727181  0.44047914 0.44671809  -1.803764231
## 931  -0.267219142  0.60924628  0.84505224 0.61141631  -0.658423708
## 1761  0.059876695  0.70627434  0.83395771 0.84271279  -5.384115902
## 601   0.069571981  0.67132542  0.76369884 0.81675683 -28.709108856
## 1111 -0.091547165  0.68638986  0.84497890 0.75015627  -2.362279803
## 1231 -0.101941609  0.71652425  0.80255835 0.83161445 -16.793748766
## 1191 -0.145684970  0.68039723  0.81585462 0.74143693  -3.078624671
## 1641 -0.253563070  0.66749075  0.84054735 0.69688265  -1.464416743
## 471  -0.157819918  0.65617911  0.87263496 0.65829725  -0.463523857
## 1841 -0.316384251  0.62139806  0.85956874 0.61499991  -0.942113026
## 881  -0.329303122  0.64681672  0.84281551 0.66818147  -3.160345853
## 1971 -0.237839546  0.69981150  0.83868463 0.75134086  -4.431002192
## 441  -0.247242118  0.70633145  0.81495479 0.78567349  -8.735964220
## 1931 -0.377417338  0.67553957  0.81076550 0.74071448  -2.463452132
## 1261  0.024294998  0.36376966  0.62634012 0.65355407 -23.488708472
## 411  -0.187631911  0.72788289  0.81756684 0.84428311 -19.705736460
## 1241 -0.321410733  0.66945357  0.80272346 0.76777603 -17.007973790
## 351  -0.265655301  0.70783221  0.83942714 0.75006665  -1.730370344
## 1151 -0.335934787  0.66706018  0.85975670 0.67029730 -10.889058308
## 1901 -0.432272443  0.71605352  0.80572240 0.81116659  -6.226442044
## 1411 -0.375895793  0.70547556  0.83930681 0.75882356  -0.783125928
## 791  -0.504958687  0.68805611  0.79209831 0.77399469  -0.650507694
## 771  -0.499792198  0.69493972  0.77909613 0.79381507  -0.746927342
## 311  -0.427139195  0.70715501  0.79700654 0.81211116  -1.468826641
## 891  -0.002910937  0.21667767  0.46655595 0.59547748 -27.923741478
## 1071 -0.492975148  0.71221505  0.76953885 0.80995089  -6.348227687
## 1110 -0.487327017  0.71227528  0.82458609 0.82704773  -8.326332491
## 1851 -0.469686054  0.69036248  0.68086954 0.83909919 -10.092330412
## 1271 -0.482760454  0.53463646  0.60815562 0.74158514  -3.487958132
## 271  -0.457121749  0.35474348  0.49870928 0.60766303  -8.914313255
## 1441 -0.308140083  0.05432468  0.46793419 0.48836475 -40.412045134
## 581   0.363077902  0.04685581  0.27203543 0.10027551  -7.456287559
## 231  -0.569141900  0.33105520  0.52991757 0.62664356 -20.295084511
## 1910 -0.559944470  0.11260667  0.40789724 0.50271748 -32.505069414
## 631  -0.538235447  0.06597244  0.37063678 0.55447928 -38.815410888
##          valsmlnNSE    valsmKGE treatment  weightedcal
## 741     0.069758255  0.36353748       RSS  0.519993010
## 1361   -0.795470466  0.46685118       RSS  0.475981773
## 211    -0.498778464  0.48789902       RSS  0.473013077
## 341    -0.852709087  0.46674493       RSS  0.470686030
## 901    -0.803961982  0.51557634       RSS  0.467658650
## 781     0.452087362  0.42937303       RSS  0.464527530
## 201   -21.379682367  0.23472328       RSS  0.462970977
## 391    -1.451396288  0.39272727       RSS  0.459672187
## 1521    0.153736612  0.42682725       RSS  0.459030676
## 681    -1.956413293  0.52395678       RSS  0.456222948
## 1221   -0.383373347  0.28850585       RSS  0.450237238
## 1031   -2.221237479  0.44333478       RSS  0.446658968
## 1781    0.348665468  0.44540792       RSS  0.437646638
## 521    -3.355223065  0.32244464       RSS  0.431119066
## 961    -3.069576326  0.36861391       RSS  0.427024018
## 1591   -7.403414550  0.24930550       RSS  0.425295725
## 841    -0.480595708  0.34984361       RSS  0.421993085
## 711    -0.845839330  0.26095188       RSS  0.418327978
## 1941    0.100353716  0.14747065       RSS  0.417062957
## 621    -4.335170154  0.27754926       RSS  0.416938170
## 861     0.294312045  0.21226918       RSS  0.413522108
## 1021   -9.512038284  0.30128717       RSS  0.410225584
## 491   -11.078664381  0.34901689       RSS  0.408364019
## 261    -3.360955505  0.43186166       RSS  0.407409737
## 1991   -4.152050490  0.40979413       RSS  0.406589226
## 710     0.190001698  0.26506728       RSS  0.403979509
## 1351    0.191260164  0.52218822       RSS  0.402801217
## 1001    0.481760626  0.44640931       RSS  0.398174632
## 1881   -0.356914768  0.33598824       RSS  0.393976847
## 1551   -6.894653516  0.19356171       RSS  0.391692008
## 281   -12.361650879  0.31017590       RSS  0.390082156
## 1961    0.117531284  0.30441624       RSS  0.387855631
## 921    -0.175144244  0.03523477       RSS  0.385083247
## 651     0.236332317  0.38419545       RSS  0.383787306
## 911    -2.218424241  0.21498964       RSS  0.383652453
## 761    -0.300540223  0.36435277       RSS  0.381462024
## 1821   -0.307267282  0.25709836       RSS  0.380112676
## 301   -19.182477255  0.27667194       RSS  0.380010496
## 591    -7.066882602  0.34307223       RSS  0.379769611
## 510    -2.883356174  0.19748115       RSS  0.377981094
## 611    -1.248107240  0.35474221       RSS  0.377530400
## 1081    0.455978474  0.37783217       RSS  0.377304568
## 691   -10.011296962  0.31124440       RSS  0.376525244
## 1041   -6.301014231  0.41456972       RSS  0.376274022
## 1981   -0.214918371  0.21209083       RSS  0.376074970
## 951    -2.874620363  0.24785104       RSS  0.374199486
## 1301    0.382362688  0.37221250       RSS  0.373717183
## 1871   -1.383344102  0.14603901       RSS  0.372029949
## 1611    0.356840554  0.35226227       RSS  0.370803091
## 1491   -0.780528885  0.43256029       RSS  0.370706464
## 1891  -12.587161900  0.20227510       RSS  0.370630172
## 731   -13.980790772  0.29452467       RSS  0.370315365
## 1161   -3.657694942  0.05987996       RSS  0.368749392
## 1541   -2.069501099  0.36047010       RSS  0.361492181
## 431    -1.925209564  0.09134725       RSS  0.361412768
## 1101  -11.191018998  0.26449641       RSS  0.360727878
## 1561   -2.561371887  0.37793982       RSS  0.360576793
## 1651    0.420841192  0.45691615       RSS  0.357713436
## 410     0.065480357  0.06465466       RSS  0.355729519
## 1451  -13.099495688  0.30905352       RSS  0.353452366
## 1201  -11.119818172  0.36425321       RSS  0.352576334
## 1621   -0.124554486  0.36250681       RSS  0.351109335
## 1601  -16.133257485  0.27227938       RSS  0.350330173
## 1131   -3.623898588  0.03774149       RSS  0.349808752
## 1731   -0.047974272 -0.12755191       RSS  0.349073030
## 810    -2.991463648  0.26582745       RSS  0.348445902
## 831     0.153200434  0.44558491       RSS  0.346978749
## 1281    0.144301457  0.22182546       RSS  0.345590557
## 1371   -1.297438131  0.39766364       RSS  0.342790694
## 1100   -0.793250821  0.09564817       RSS  0.340563562
## 551     0.229354325  0.14474577       RSS  0.340138435
## 1721   -5.457087541  0.21118432       RSS  0.339979038
## 1741   -4.755057398  0.09470230       RSS  0.338883937
## 371     0.377501492  0.29694104       RSS  0.335488797
## 661    -1.529637776  0.14012520       RSS  0.332796253
## 1681   -3.357415411  0.16384502       RSS  0.330083612
## 401    -2.486495097 -0.01167251       RSS  0.329525823
## 1711  -10.947032736  0.36050220       RSS  0.327565406
## 461    -9.062668796  0.14817054       RSS  0.326821455
## 1410   -5.417024677  0.41554430       RSS  0.322669995
## 610     0.245939682  0.20894227       RSS  0.320235383
## 811    -3.364202738  0.54238352       RSS  0.318614720
## 1811    0.165829159  0.15716897       RSS  0.318029604
## 1581   -2.816851624  0.01490501       RSS  0.316190195
## 1481    0.412284482  0.39191650       RSS  0.316134821
## 1010    0.208817897  0.17722535       RSS  0.313743430
## 1211    0.360980802  0.26710265       RSS  0.313739933
## 1571   -6.711378987  0.10506331       RSS  0.312152579
## 981    -0.339383200  0.05269772       RSS  0.311086219
## 1061   -2.104304192  0.23671248       RSS  0.310779095
## 541     0.022038040  0.08388405       RSS  0.310439756
## 1291   -8.519075560  0.37431641       RSS  0.309065753
## 561   -10.037155116  0.29319785       RSS  0.305322398
## 210     0.444048068  0.39512381       RSS  0.304774238
## 1181   -2.441002027  0.32510249       RSS  0.303145450
## 1321   -7.031122588  0.08317539       RSS  0.303046795
## 851    -1.760282682  0.11489462       RSS  0.301711416
## 1091   -0.234436882  0.24942635       RSS  0.300308549
## 910    -6.639939065  0.13173199       RSS  0.297631516
## 1141   -0.124723700  0.23609247       RSS  0.297322058
## 291     0.427929012  0.32940849       RSS  0.296931058
## 801   -15.786125755  0.35749369       RSS  0.295459235
## 531    -0.461224486  0.42391772       RSS  0.293832244
## 421    -0.244898479 -0.26155027       RSS  0.292789573
## 1171   -0.632230669  0.41457130       RSS  0.292572154
## 1861   -0.149580502  0.43710723       RSS  0.291804086
## 1771    0.396507860  0.30307299       RSS  0.290331796
## 481    -9.718498371  0.18648885       RSS  0.286907746
## 1431    0.297736259  0.39479616       RSS  0.286691701
## 361    -2.550223723  0.15694843       RSS  0.286327734
## 331    -9.366711841  0.34135958       RSS  0.283435303
## 641    -9.957987643  0.31777438       RSS  0.282794307
## 1510    0.266474136  0.23148980       RSS  0.282311836
## 1801   -0.626955310  0.26094885       RSS  0.279706154
## 511    -0.979917053  0.09684035       RSS  0.277936875
## 1121    0.002235948  0.18213907       RSS  0.274735416
## 310   -10.242857926  0.15510007       RSS  0.272909440
## 501   -12.979695944  0.09905405       RSS  0.272081661
## 751    -1.388742529  0.02468915       RSS  0.266837404
## 1511  -10.422318898  0.36649162       RSS  0.266781169
## 991    -2.111290130  0.30130604       RSS  0.265144515
## 1751   -4.215603329  0.23731919       RSS  0.264746001
## 1310   -0.030322794  0.42037082       RSS  0.260316527
## 251    -7.062767435  0.29009848       RSS  0.259894872
## 1501   -2.431485292  0.29314589       RSS  0.257821052
## 2001   -0.230677949  0.21759178       RSS  0.256356296
## 721     0.404718384  0.39000470       RSS  0.255870578
## 1401    0.375150187  0.41250912       RSS  0.255798999
## 1911   -1.371232348  0.33080351       RSS  0.254592656
## 1921  -14.771673223  0.33550530       RSS  0.252436089
## 1691   -2.899129545  0.05652880       RSS  0.238099730
## 1051  -16.671331422  0.24843575       RSS  0.230988895
## 1311    0.048627893 -0.09770083       RSS  0.227513571
## 571    -2.378671604 -0.08587772       RSS  0.226750592
## 1331   -0.273321398  0.19705657       RSS  0.224366965
## 1251  -12.594789754  0.09353960       RSS  0.223868203
## 1421    0.176912102  0.26819191       RSS  0.219949179
## 1631   -3.018050323  0.02615554       RSS  0.219280704
## 1671   -0.394804319  0.10108656       RSS  0.199675036
## 1531  -19.048095883  0.17136016       RSS  0.197403444
## 1011    0.251011595  0.14986436       RSS  0.195169011
## 1471   -1.352884277  0.12393636       RSS  0.190953470
## 1381   -3.258227957  0.02679931       RSS  0.190440472
## 971    -0.826485937  0.02607490       RSS  0.185544822
## 1461  -12.590748900 -0.10558534       RSS  0.177574016
## 1391   -9.585210013  0.23907397       RSS  0.174287411
## 701    -0.197914468 -0.01803481       RSS  0.174263601
## 1831   -3.184564063 -0.24602573       RSS  0.172887590
## 1791   -9.513133800  0.21642499       RSS  0.170624572
## 1210   -1.942934777  0.06673057       RSS  0.162358393
## 671    -1.502272925 -0.24513550       RSS  0.161216115
## 221    -0.093580349  0.11504523       RSS  0.157942190
## 821    -2.626660315 -0.19648724       RSS  0.151108092
## 871   -13.650938564 -0.02163967       RSS  0.138919852
## 941   -30.557228840 -0.17676733       RSS  0.118937611
## 241    -6.460444774 -0.02098859       RSS  0.114949719
## 381    -1.291915699 -0.42560917       RSS  0.108041666
## 1951  -20.750851726 -0.09203116       RSS  0.107295134
## 1341   -6.604471051  0.36708436       RSS  0.092456999
## 1710  -20.723946880 -0.09035172       RSS  0.062398073
## 1610  -21.187198039 -0.09032175       RSS  0.053722897
## 1701  -13.181557174 -0.12649379       RSS  0.051392821
## 1661   -0.281333067 -0.24524778       RSS  0.026103020
## 451   -53.607393488 -0.09570428       RSS  0.025794094
## 321    -9.078771687 -0.03263211       RSS  0.021139181
## 1810   -2.086777203  0.39437613       RSS  0.013388323
## 931    -0.683497452 -0.55634035       RSS  0.008120798
## 1761   -7.020680223 -0.09491289       RSS  0.002078517
## 601   -61.764106763 -0.25657831       RSS -0.008688380
## 1111   -2.740846639 -0.18817621       RSS -0.015990505
## 1231  -28.275073252 -0.18415251       RSS -0.021739559
## 1191   -3.658916521 -0.16111727       RSS -0.024612354
## 1641   -1.610917239 -0.27791558       RSS -0.030796109
## 471    -0.507601468 -0.24741571       RSS -0.036196114
## 1841   -0.993952920 -0.45641750       RSS -0.037573109
## 881    -3.745148616 -0.36632818       RSS -0.064648540
## 1971   -5.536111686 -0.35614735       RSS -0.069939507
## 441   -12.330748650 -0.33869687       RSS -0.070167058
## 1931   -2.867322412 -0.38729815       RSS -0.084915475
## 1261  -44.896852254 -0.37082588       RSS -0.087822439
## 411   -35.424071651 -0.32232835       RSS -0.088288947
## 1241  -28.827760031 -0.42093981       RSS -0.091181311
## 351    -1.942771856 -0.35569931       RSS -0.095826457
## 1151  -16.096156012 -0.53680045       RSS -0.098616585
## 1901   -8.298063846 -0.44505788       RSS -0.174352442
## 1411   -0.831835309 -0.52069343       RSS -0.185408747
## 791    -0.682551249 -0.53412223       RSS -0.198942494
## 771    -0.784708091 -0.53680975       RSS -0.199110091
## 311    -1.445003924 -0.51605197       RSS -0.221555416
## 891   -60.853468534 -0.41345658       RSS -0.244869364
## 1071   -8.408082899 -0.57922458       RSS -0.259975064
## 1110  -11.766339202 -0.58635642       RSS -0.281860817
## 1851  -15.002106837 -0.53993709       RSS -0.321957582
## 1271   -4.569187787 -0.51710962       RSS -0.361864558
## 271   -13.585804060 -0.49182600       RSS -0.423061306
## 1441 -108.903587857 -0.50605327       RSS -0.458986675
## 581   -10.503508759  0.39715438       RSS -0.543170598
## 231   -37.559263210 -0.70272690       RSS -0.574198535
## 1910  -75.428806458 -0.64287118       RSS -0.601639280
## 631  -100.851356544 -0.68799397       RSS -0.617096449

RSS - prepare to run model n times for patch 1 - only for validation time series

 setwd(system.file("extdata/", package = "RHESSysIOinR"))

getwd()
## [1] "C:/Users/Carlos/Documents/R/win-library/4.0/RHESSysIOinR/extdata"
validationruns <- 200

input_rhessys = IOin_rhessys_input(
  version = rh_path,
  tec_file = "tecfiles/tec_daily",
  world_file = "CWWS32dsm.world.Y2018M10D31H1.state.Y2018M10D31H1.state",
  world_hdr_prefix = "CWWS32dsm",
  flowtable = "CWWS32dsm1.flow",
  start = "2015 11 1 1",
  end = "2018 11 1 1",
  output_folder = "out",
  output_prefix = "cwws32valrss1",
commandline_options = c("-b -p 1 110 136557 136557"))



#commandline_options = c("-b -g -p 1 110 136557 136557 -p 1 108 141942 141942 -p 1 108 149478 149478"))

## TEC file dictates model output, begin output a year in to allow model SM to stabilize
# do not output_state or worldfile may be overwritten as output is created
input_tec_data = IOin_tec_std(start = "2017 11 1 1",
                              end = "2018 11 1 1",
                              output_state = FALSE)

input_hdr = IOin_hdr(
  basin = "defs/basin.def",
  hillslope = "defs/hillslope.def",
  zone = "defs/zone.def",
  soil = c("defs/soil_clay.def","defs/soil_clayloam.def","defs/soil_loam.def","defs/soil_loamysand.def","defs/soil_rock.def","defs/soil_sand.def","defs/soil_sandyclay.def","defs/soil_sandyclayloam.def","defs/soil_sandyloam.def","defs/soil_silt.def","defs/soil_siltyclay.def","defs/soil_siltyclayloam.def","defs/soil_siltyloam.def","defs/soil_water.def", "defs/soil_shallowloam.def", "defs/soil_shallowsandyclayloam.def", "defs/soil_shallowsandyloam.def"),
  landuse = "defs/lu_undev.def",
  stratum = c("defs/veg_deciduous/veg_deciduous.def","defs/veg_evergreen/veg_evergreen.def","defs/veg_deciduous_BES.def","defs/veg_eucalypt.def","defs/veg_grass.def","defs/veg_lawn_2cm.def","defs/veg_lawn_5cm.def","defs/veg_lawn_10cm.def","defs/veg_nonveg.def"),
  basestations = "clim/cwtws32local.base")

RSS - Run RHESSYs

n.cores <- parallel::detectCores() - 4  
  
my.cluster <- parallel::makeCluster(
    n.cores, 
    type = "PSOCK"
  )
doParallel::registerDoParallel(cl = my.cluster)

start_time = Sys.time()
  
  foreach(i = 1:validationruns, .packages = 'RHESSysIOinR') %dopar% {
    
    stdpars<- IOin_std_pars(m = toprss[i,]$m,
                            k = toprss[i,]$k,
                            soil_dep= toprss[i,]$soil_dep,
                            m_v = toprss[i,]$m_v,
                            k_v = toprss[i,]$k_v,
                            gw1 = toprss[i,]$gw1,
                            gw2 = toprss[i,]$gw2,
                            pa = toprss[i,]$pa,
                            po = toprss[i,]$po,
                            vgseng1 = toprss[i,]$vgseng1,
                            vgseng2 = toprss[i,]$vgseng2,
                            vgseng3 = toprss[i,]$vgseng3)
    
    run_rhessys_single(input_rhessys = input_rhessys,
                       hdr_files = input_hdr,
                       tec_data = input_tec_data,
                       std_pars = stdpars,
                       runID = i)
  } 
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  end_time = Sys.time()
  end_time - start_time
## Time difference of 1.225636 hours

RSS - prepare site specific soil moisture datasets, make sure that each patch looks at this

Site 2 at 60cm A was removed from the averaging because of no data

#Prepare observed Soil moisture data
obsws32smvalclean<- data.frame(obsws32smval$Date,obsws32smval$mergedsoilmoisture)
names(obsws32smvalclean)<- c('Date','mergedsoilmoisture')

obsws32smvalclean
##           Date mergedsoilmoisture
## 1   2017-12-17          0.1812803
## 2   2017-12-18          0.1813529
## 3   2017-12-19          0.1786329
## 4   2017-12-20          0.2045600
## 5   2017-12-21          0.2121985
## 6   2017-12-22          0.2034018
## 7   2017-12-23          0.2159135
## 8   2017-12-24          0.2180366
## 9   2017-12-25          0.2051297
## 10  2017-12-26          0.1967778
## 11  2017-12-27          0.1907229
## 12  2017-12-28          0.1860186
## 13  2017-12-29          0.1822263
## 14  2017-12-30          0.1789890
## 15  2017-12-31          0.1760297
## 16  2018-01-01          0.1730221
## 17  2018-01-02          0.1699094
## 18  2018-01-03          0.1674965
## 19  2018-01-04          0.1650735
## 20  2018-01-05          0.1623993
## 21  2018-01-06          0.1599766
## 22  2018-01-07          0.1576960
## 23  2018-01-08          0.1568914
## 24  2018-01-09          0.1574485
## 25  2018-01-10          0.1592184
## 26  2018-01-11          0.2106263
## 27  2018-01-12          0.2585713
## 28  2018-01-13          0.2298163
## 29  2018-01-14          0.2101749
## 30  2018-01-15          0.2000193
## 31  2018-01-16          0.1934378
## 32  2018-01-17          0.1884672
## 33  2018-01-18          0.1847465
## 34  2018-01-19          0.1827311
## 35  2018-01-20          0.1806938
## 36  2018-01-21          0.1788930
## 37  2018-01-22          0.1816379
## 38  2018-01-23          0.2099719
## 39  2018-01-24          0.2042055
## 40  2018-01-25          0.1978362
## 41  2018-01-26          0.1925960
## 42  2018-01-27          0.1913684
## 43  2018-01-28          0.2227986
## 44  2018-01-29          0.2251622
## 45  2018-01-30          0.2114195
## 46  2018-01-31          0.2024122
## 47  2018-02-01          0.1966335
## 48  2018-02-02          0.1958087
## 49  2018-02-03          0.1918223
## 50  2018-02-04          0.2215597
## 51  2018-02-05          0.2242181
## 52  2018-02-06          0.2119706
## 53  2018-02-07          0.2403602
## 54  2018-02-08          0.2277506
## 55  2018-02-09          0.2117093
## 56  2018-02-10          0.2263567
## 57  2018-02-11          0.2594152
## 58  2018-02-12          0.2177703
## 59  2018-02-13          0.2526821
## 60  2018-02-14          0.2187074
## 61  2018-02-15          0.2141866
## 62  2018-02-16          0.2078769
## 63  2018-02-17          0.2023741
## 64  2018-02-18          0.2103213
## 65  2018-02-19          0.2066506
## 66  2018-02-20          0.2011578
## 67  2018-02-21          0.2304523
## 68  2018-02-22          0.2259672
## 69  2018-02-23          0.2114646
## 70  2018-02-24          0.2029441
## 71  2018-02-25          0.2018564
## 72  2018-02-26          0.2042301
## 73  2018-02-27          0.1995574
## 74  2018-02-28          0.2057860
## 75  2018-03-01          0.2489119
## 76  2018-03-02          0.2292061
## 77  2018-03-03          0.2128520
## 78  2018-03-04          0.2033614
## 79  2018-03-05          0.1965865
## 80  2018-03-06          0.2052393
## 81  2018-03-07          0.2119353
## 82  2018-03-08          0.2067156
## 83  2018-03-09          0.2004845
## 84  2018-03-10          0.1957295
## 85  2018-03-11          0.1919861
## 86  2018-03-12          0.2025691
## 87  2018-03-13          0.2017443
## 88  2018-03-14          0.1974754
## 89  2018-03-15          0.1936638
## 90  2018-03-16          0.1900477
## 91  2018-03-17          0.1877393
## 92  2018-03-18          0.1905354
## 93  2018-03-19          0.1901329
## 94  2018-03-20          0.2072206
## 95  2018-03-21          0.2128883
## 96  2018-03-22          0.2075410
## 97  2018-03-23          0.2024549
## 98  2018-03-24          0.1993210
## 99  2018-03-25          0.2166313
## 100 2018-03-26          0.2121376
## 101 2018-03-27          0.2056414
## 102 2018-03-28          0.2002648
## 103 2018-03-29          0.2006057
## 104 2018-03-30          0.2255177
## 105 2018-03-31          0.2150303
## 106 2018-04-01          0.2069646
## 107 2018-04-02          0.2005587
## 108 2018-04-03          0.1953756
## 109 2018-04-04          0.1962923
## 110 2018-04-05          0.1934653
## 111 2018-04-06          0.1907393
## 112 2018-04-07          0.2162749
## 113 2018-04-08          0.2142361
## 114 2018-04-09          0.2083649
## 115 2018-04-10          0.2035641
## 116 2018-04-11          0.1985177
## 117 2018-04-12          0.1938879
## 118 2018-04-13          0.1897607
## 119 2018-04-14          0.1861888
## 120 2018-04-15          0.2267652
## 121 2018-04-16          0.2352825
## 122 2018-04-17          0.2187042
## 123 2018-04-18          0.2088741
## 124 2018-04-19          0.2016534
## 125 2018-04-20          0.1961351
## 126 2018-04-21          0.1915013
## 127 2018-04-22          0.1883138
## 128 2018-04-23          0.2570006
## 129 2018-04-24          0.2662503
## 130 2018-04-25          0.2356152
## 131 2018-04-26          0.2246237
## 132 2018-04-27          0.2251174
## 133 2018-04-28          0.2142165
## 134 2018-04-29          0.2061856
## 135 2018-04-30          0.1998873
## 136 2018-05-01          0.1946701
## 137 2018-05-02          0.1905331
## 138 2018-05-03          0.1862787
## 139 2018-05-04          0.1821768
## 140 2018-05-05          0.1787459
## 141 2018-05-06          0.1771430
## 142 2018-05-07          0.1816304
## 143 2018-05-08          0.1969321
## 144 2018-05-09          0.1949738
## 145 2018-05-10          0.1898592
## 146 2018-05-11          0.1844252
## 147 2018-05-12          0.1788747
## 148 2018-05-13          0.1733239
## 149 2018-05-14          0.1679975
## 150 2018-05-15          0.1646196
obsws32smvalclean$Site3<- rowMeans(subset(obsws32smval, select = c(smois30site3a,smois60site3a,smois30site3b,smois60site3b), na.rm = TRUE))
obsws32smvalclean$Site2<- rowMeans(subset(obsws32smval, select = c(smois30site2a,smois30site2b,smois60site2b), na.rm = TRUE))
obsws32smvalclean$Site1<- rowMeans(subset(obsws32smval, select = c(smois30site1a,smois60site1a,smois30site1b,smois60site1b), na.rm = TRUE))



obsws32smvalclean
##           Date mergedsoilmoisture     Site3     Site2     Site1
## 1   2017-12-17          0.1812803 0.2184210 0.1298160 0.1827378
## 2   2017-12-18          0.1813529 0.2184097 0.1318113 0.1814523
## 3   2017-12-19          0.1786329 0.2147977 0.1310752 0.1781363
## 4   2017-12-20          0.2045600 0.2352214 0.1611586 0.2064497
## 5   2017-12-21          0.2121985 0.2435130 0.1689051 0.2133542
## 6   2017-12-22          0.2034018 0.2369948 0.1599421 0.2024036
## 7   2017-12-23          0.2159135 0.2474115 0.1737037 0.2160729
## 8   2017-12-24          0.2180366 0.2508741 0.1779583 0.2152578
## 9   2017-12-25          0.2051297 0.2392457 0.1649375 0.2011580
## 10  2017-12-26          0.1967778 0.2311780 0.1564815 0.1925998
## 11  2017-12-27          0.1907229 0.2253247 0.1504178 0.1863498
## 12  2017-12-28          0.1860186 0.2206840 0.1457465 0.1815573
## 13  2017-12-29          0.1822263 0.2169158 0.1421042 0.1776285
## 14  2017-12-30          0.1789890 0.2136771 0.1389468 0.1743325
## 15  2017-12-31          0.1760297 0.2104852 0.1361690 0.1714696
## 16  2018-01-01          0.1730221 0.2068863 0.1335336 0.1687743
## 17  2018-01-02          0.1699094 0.2026606 0.1310185 0.1663264
## 18  2018-01-03          0.1674965 0.1998021 0.1287234 0.1642708
## 19  2018-01-04          0.1650735 0.1969184 0.1264468 0.1621988
## 20  2018-01-05          0.1623993 0.1935668 0.1236840 0.1602682
## 21  2018-01-06          0.1599766 0.1904905 0.1211806 0.1585599
## 22  2018-01-07          0.1576960 0.1877726 0.1186574 0.1568984
## 23  2018-01-08          0.1568914 0.1872422 0.1174618 0.1561128
## 24  2018-01-09          0.1574485 0.1894384 0.1169259 0.1558507
## 25  2018-01-10          0.1592184 0.1939688 0.1176424 0.1556502
## 26  2018-01-11          0.2106263 0.2476406 0.1661053 0.2070026
## 27  2018-01-12          0.2585713 0.3023993 0.2126192 0.2492075
## 28  2018-01-13          0.2298163 0.2697049 0.1885231 0.2208976
## 29  2018-01-14          0.2101749 0.2461050 0.1714329 0.2033012
## 30  2018-01-15          0.2000193 0.2340321 0.1618090 0.1946641
## 31  2018-01-16          0.1934378 0.2271962 0.1552234 0.1883403
## 32  2018-01-17          0.1884672 0.2222873 0.1504387 0.1831684
## 33  2018-01-18          0.1847465 0.2177543 0.1464155 0.1804870
## 34  2018-01-19          0.1827311 0.2160347 0.1430255 0.1792066
## 35  2018-01-20          0.1806938 0.2148377 0.1400914 0.1770017
## 36  2018-01-21          0.1788930 0.2141354 0.1381655 0.1741962
## 37  2018-01-22          0.1816379 0.2176727 0.1396944 0.1770608
## 38  2018-01-23          0.2099719 0.2426632 0.1698900 0.2073420
## 39  2018-01-24          0.2042055 0.2377882 0.1643600 0.2005069
## 40  2018-01-25          0.1978362 0.2319010 0.1582002 0.1934983
## 41  2018-01-26          0.1925960 0.2267535 0.1530544 0.1880946
## 42  2018-01-27          0.1913684 0.2261970 0.1498113 0.1877075
## 43  2018-01-28          0.2227986 0.2548967 0.1778299 0.2244271
## 44  2018-01-29          0.2251622 0.2590182 0.1841771 0.2220451
## 45  2018-01-30          0.2114195 0.2458255 0.1703889 0.2077865
## 46  2018-01-31          0.2024122 0.2366563 0.1618900 0.1985599
## 47  2018-02-01          0.1966335 0.2307604 0.1560451 0.1929479
## 48  2018-02-02          0.1958087 0.2303811 0.1535116 0.1929592
## 49  2018-02-03          0.1918223 0.2255894 0.1503773 0.1891389
## 50  2018-02-04          0.2215597 0.2586415 0.1716586 0.2219036
## 51  2018-02-05          0.2242181 0.2588863 0.1816354 0.2214870
## 52  2018-02-06          0.2119706 0.2460191 0.1716088 0.2081936
## 53  2018-02-07          0.2403602 0.2747222 0.1988044 0.2371649
## 54  2018-02-08          0.2277506 0.2657526 0.1858970 0.2211389
## 55  2018-02-09          0.2117093 0.2479861 0.1712176 0.2058012
## 56  2018-02-10          0.2263567 0.2620903 0.1832708 0.2229375
## 57  2018-02-11          0.2594152        NA 0.2386782 0.2749679
## 58  2018-02-12          0.2177703        NA 0.1980856 0.2325339
## 59  2018-02-13          0.2526821 0.3420382 0.1811157 0.2170009
## 60  2018-02-14          0.2187074 0.2685182 0.1701852 0.2052882
## 61  2018-02-15          0.2141866 0.2565538 0.1676806 0.2066988
## 62  2018-02-16          0.2078769 0.2455486 0.1646400 0.2026328
## 63  2018-02-17          0.2023741 0.2391111 0.1590405 0.1981372
## 64  2018-02-18          0.2103213 0.2463655 0.1647130 0.2084835
## 65  2018-02-19          0.2066506 0.2421328 0.1613194 0.2051667
## 66  2018-02-20          0.2011578 0.2357995 0.1573102 0.1994019
## 67  2018-02-21          0.2304523 0.2652378 0.1867384 0.2284523
## 68  2018-02-22          0.2259672 0.2614158 0.1850486 0.2212075
## 69  2018-02-23          0.2114646 0.2466120 0.1711169 0.2065781
## 70  2018-02-24          0.2029441 0.2381710 0.1622558 0.1982335
## 71  2018-02-25          0.2018564 0.2393038 0.1585914 0.1968576
## 72  2018-02-26          0.2042301 0.2415321 0.1595822 0.2004141
## 73  2018-02-27          0.1995574 0.2352457 0.1563762 0.1962552
## 74  2018-02-28          0.2057860 0.2428750 0.1602326 0.2028620
## 75  2018-03-01          0.2489119 0.2840321 0.2047778 0.2468924
## 76  2018-03-02          0.2292061 0.2686840 0.1862639 0.2219349
## 77  2018-03-03          0.2128520 0.2514045 0.1705255 0.2060443
## 78  2018-03-04          0.2033614 0.2409384 0.1614676 0.1972049
## 79  2018-03-05          0.1965865 0.2332422 0.1551944 0.1909748
## 80  2018-03-06          0.2052393 0.2435052 0.1590255 0.2016337
## 81  2018-03-07          0.2119353 0.2464280 0.1661713 0.2117656
## 82  2018-03-08          0.2067156 0.2389826 0.1597778 0.2096519
## 83  2018-03-09          0.2004845 0.2327387 0.1543472 0.2028333
## 84  2018-03-10          0.1957295 0.2281016 0.1500116 0.1976458
## 85  2018-03-11          0.1919861 0.2243811 0.1463588 0.1938116
## 86  2018-03-12          0.2025691 0.2368247 0.1501875 0.2075998
## 87  2018-03-13          0.2017443 0.2339063 0.1517373 0.2070877
## 88  2018-03-14          0.1974754 0.2298194 0.1485509 0.2018247
## 89  2018-03-15          0.1936638 0.2264358 0.1453831 0.1971024
## 90  2018-03-16          0.1900477 0.2228429 0.1423264 0.1930434
## 91  2018-03-17          0.1877393 0.2206745 0.1395810 0.1909227
## 92  2018-03-18          0.1905354 0.2259635 0.1386458 0.1940243
## 93  2018-03-19          0.1901329 0.2256233 0.1380532 0.1937023
## 94  2018-03-20          0.2072206 0.2431823 0.1490359 0.2148976
## 95  2018-03-21          0.2128883 0.2453212 0.1578299 0.2217491
## 96  2018-03-22          0.2075410 0.2405356 0.1544282 0.2143811
## 97  2018-03-23          0.2024549 0.2355833 0.1507025 0.2081406
## 98  2018-03-24          0.1993210 0.2326936 0.1475405 0.2047839
## 99  2018-03-25          0.2166313 0.2498394 0.1597975 0.2260486
## 100 2018-03-26          0.2121376 0.2440990 0.1599988 0.2192804
## 101 2018-03-27          0.2056414 0.2378082 0.1552662 0.2112561
## 102 2018-03-28          0.2002648 0.2323446 0.1511817 0.2049974
## 103 2018-03-29          0.2006057 0.2330764 0.1502801 0.2058793
## 104 2018-03-30          0.2255177 0.2530920 0.1760208 0.2350660
## 105 2018-03-31          0.2150303 0.2447335 0.1675706 0.2209219
## 106 2018-04-01          0.2069646 0.2373377 0.1602535 0.2116250
## 107 2018-04-02          0.2005587 0.2311814 0.1541250 0.2047613
## 108 2018-04-03          0.1953756 0.2262899 0.1490255 0.1992240
## 109 2018-04-04          0.1962923 0.2295095 0.1461979 0.2006458
## 110 2018-04-05          0.1934653 0.2269696 0.1437060 0.1972804
## 111 2018-04-06          0.1907393 0.2251259 0.1406759 0.1939002
## 112 2018-04-07          0.2162749 0.2500877 0.1606632 0.2241710
## 113 2018-04-08          0.2142361 0.2459740 0.1637072 0.2203950
## 114 2018-04-09          0.2083649 0.2414036 0.1575637 0.2134271
## 115 2018-04-10          0.2035641 0.2366189 0.1536088 0.2079757
## 116 2018-04-11          0.1985177 0.2312960 0.1493970 0.2025799
## 117 2018-04-12          0.1938879 0.2266094 0.1450822 0.1977708
## 118 2018-04-13          0.1897607 0.2225330 0.1410868 0.1934939
## 119 2018-04-14          0.1861888 0.2190686 0.1376424 0.1897187
## 120 2018-04-15          0.2267652 0.2573394 0.1796586 0.2315208
## 121 2018-04-16          0.2352825 0.2709479 0.1876516 0.2353403
## 122 2018-04-17          0.2187042 0.2539436 0.1719479 0.2185321
## 123 2018-04-18          0.2088741 0.2433733 0.1627118 0.2089965
## 124 2018-04-19          0.2016534 0.2354809 0.1558704 0.2021632
## 125 2018-04-20          0.1961351 0.2297092 0.1502894 0.1969453
## 126 2018-04-21          0.1915013 0.2250877 0.1454896 0.1924236
## 127 2018-04-22          0.1883138 0.2221033 0.1417083 0.1894783
## 128 2018-04-23          0.2570006 0.2928273 0.2113310 0.2554262
## 129 2018-04-24          0.2662503 0.3156189 0.2124942 0.2571988
## 130 2018-04-25          0.2356152 0.2778342 0.1868507 0.2299696
## 131 2018-04-26          0.2246237 0.2655755 0.1754988 0.2205156
## 132 2018-04-27          0.2251174 0.2625469 0.1765451 0.2241172
## 133 2018-04-28          0.2142165 0.2513707 0.1661273 0.2131293
## 134 2018-04-29          0.2061856 0.2437292 0.1575150 0.2051450
## 135 2018-04-30          0.1998873 0.2375208 0.1509155 0.1989826
## 136 2018-05-01          0.1946701 0.2322135 0.1456887 0.1938628
## 137 2018-05-02          0.1905331 0.2286172 0.1412465 0.1894141
## 138 2018-05-03          0.1862787 0.2238941 0.1374086 0.1853160
## 139 2018-05-04          0.1821768 0.2190781 0.1339653 0.1814340
## 140 2018-05-05          0.1787459 0.2156814 0.1309086 0.1776884
## 141 2018-05-06          0.1771430 0.2143819 0.1283380 0.1765078
## 142 2018-05-07          0.1816304 0.2184427 0.1335903 0.1808481
## 143 2018-05-08          0.1969321 0.2361970 0.1438322 0.1974922
## 144 2018-05-09          0.1949738 0.2357708 0.1394086 0.1958507
## 145 2018-05-10          0.1898592 0.2300799 0.1351667 0.1906580
## 146 2018-05-11          0.1844252 0.2234852 0.1313345 0.1851832
## 147 2018-05-12          0.1788747 0.2176962 0.1274792 0.1785998
## 148 2018-05-13          0.1733239 0.2124896 0.1235127 0.1715165
## 149 2018-05-14          0.1679975 0.2079583 0.1197731 0.1642049
## 150 2018-05-15          0.1646196 0.2067674 0.1166227 0.1584696
plot(obsws32smvalclean$Date,obsws32smvalclean$Site3, type = "l", main = "SITE 3 Averaged Sensor Output")

obsws32smvalclean$Site3
##   [1] 0.2184210 0.2184097 0.2147977 0.2352214 0.2435130 0.2369948 0.2474115
##   [8] 0.2508741 0.2392457 0.2311780 0.2253247 0.2206840 0.2169158 0.2136771
##  [15] 0.2104852 0.2068863 0.2026606 0.1998021 0.1969184 0.1935668 0.1904905
##  [22] 0.1877726 0.1872422 0.1894384 0.1939688 0.2476406 0.3023993 0.2697049
##  [29] 0.2461050 0.2340321 0.2271962 0.2222873 0.2177543 0.2160347 0.2148377
##  [36] 0.2141354 0.2176727 0.2426632 0.2377882 0.2319010 0.2267535 0.2261970
##  [43] 0.2548967 0.2590182 0.2458255 0.2366563 0.2307604 0.2303811 0.2255894
##  [50] 0.2586415 0.2588863 0.2460191 0.2747222 0.2657526 0.2479861 0.2620903
##  [57]        NA        NA 0.3420382 0.2685182 0.2565538 0.2455486 0.2391111
##  [64] 0.2463655 0.2421328 0.2357995 0.2652378 0.2614158 0.2466120 0.2381710
##  [71] 0.2393038 0.2415321 0.2352457 0.2428750 0.2840321 0.2686840 0.2514045
##  [78] 0.2409384 0.2332422 0.2435052 0.2464280 0.2389826 0.2327387 0.2281016
##  [85] 0.2243811 0.2368247 0.2339063 0.2298194 0.2264358 0.2228429 0.2206745
##  [92] 0.2259635 0.2256233 0.2431823 0.2453212 0.2405356 0.2355833 0.2326936
##  [99] 0.2498394 0.2440990 0.2378082 0.2323446 0.2330764 0.2530920 0.2447335
## [106] 0.2373377 0.2311814 0.2262899 0.2295095 0.2269696 0.2251259 0.2500877
## [113] 0.2459740 0.2414036 0.2366189 0.2312960 0.2266094 0.2225330 0.2190686
## [120] 0.2573394 0.2709479 0.2539436 0.2433733 0.2354809 0.2297092 0.2250877
## [127] 0.2221033 0.2928273 0.3156189 0.2778342 0.2655755 0.2625469 0.2513707
## [134] 0.2437292 0.2375208 0.2322135 0.2286172 0.2238941 0.2190781 0.2156814
## [141] 0.2143819 0.2184427 0.2361970 0.2357708 0.2300799 0.2234852 0.2176962
## [148] 0.2124896 0.2079583 0.2067674
{plot(obsws32smvalclean$Date,obsws32smvalclean$mergedsoilmoisture, type = "l", main = "All site averaged sensor output", lty = 3, lwd = 2, ylim = c(0.10,0.35))
lines(obsws32smvalclean$Date,obsws32smvalclean$Site1, col = 'BLUE')
lines(obsws32smvalclean$Date,obsws32smvalclean$Site2, col = 'RED')
lines(obsws32smvalclean$Date,obsws32smvalclean$Site3, col = 'GREEN')}

RSS - read 20 runs, create table and append to table for site 1

# Read in RHESSys Validation runs
for(i in 1:validationruns) { assign(paste0("cwws32valrss1_run",i), readin_rhessys_output(paste0("out/cwws32valrss1_run",i)))}
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
plot(cwws32valrss1_run1$pd$date,cwws32valrss1_run1$pd$rz_storage/cwws32valrss1_run1$pd$root.depth, type = "l")

##merge calibration runs with observed so dates match up, instead of subsetting 

for(i in 1:validationruns) { assign(paste0("valmergesm",i), merge(obsws32smvalclean,eval(parse(text = paste0("cwws32valrss1_run",i,"$pd"))), by.x = "Date", by.y="date", all = FALSE))
  assign(paste0("valsubsetsm",i),eval(parse(text = paste0("valmergesm",i)))[eval(parse(text = paste0("valmergesm",i,"$date"))) >= Valdates[1] & eval(parse(text = paste0("valmergesm",i,"$date"))) <= Valdates[2], ])}


valmergesm1
##           Date mergedsoilmoisture     Site3     Site2     Site1 day month year
## 1   2017-12-17          0.1812803 0.2184210 0.1298160 0.1827378  17    12 2017
## 2   2017-12-18          0.1813529 0.2184097 0.1318113 0.1814523  18    12 2017
## 3   2017-12-19          0.1786329 0.2147977 0.1310752 0.1781363  19    12 2017
## 4   2017-12-20          0.2045600 0.2352214 0.1611586 0.2064497  20    12 2017
## 5   2017-12-21          0.2121985 0.2435130 0.1689051 0.2133542  21    12 2017
## 6   2017-12-22          0.2034018 0.2369948 0.1599421 0.2024036  22    12 2017
## 7   2017-12-23          0.2159135 0.2474115 0.1737037 0.2160729  23    12 2017
## 8   2017-12-24          0.2180366 0.2508741 0.1779583 0.2152578  24    12 2017
## 9   2017-12-25          0.2051297 0.2392457 0.1649375 0.2011580  25    12 2017
## 10  2017-12-26          0.1967778 0.2311780 0.1564815 0.1925998  26    12 2017
## 11  2017-12-27          0.1907229 0.2253247 0.1504178 0.1863498  27    12 2017
## 12  2017-12-28          0.1860186 0.2206840 0.1457465 0.1815573  28    12 2017
## 13  2017-12-29          0.1822263 0.2169158 0.1421042 0.1776285  29    12 2017
## 14  2017-12-30          0.1789890 0.2136771 0.1389468 0.1743325  30    12 2017
## 15  2017-12-31          0.1760297 0.2104852 0.1361690 0.1714696  31    12 2017
## 16  2018-01-01          0.1730221 0.2068863 0.1335336 0.1687743   1     1 2018
## 17  2018-01-02          0.1699094 0.2026606 0.1310185 0.1663264   2     1 2018
## 18  2018-01-03          0.1674965 0.1998021 0.1287234 0.1642708   3     1 2018
## 19  2018-01-04          0.1650735 0.1969184 0.1264468 0.1621988   4     1 2018
## 20  2018-01-05          0.1623993 0.1935668 0.1236840 0.1602682   5     1 2018
## 21  2018-01-06          0.1599766 0.1904905 0.1211806 0.1585599   6     1 2018
## 22  2018-01-07          0.1576960 0.1877726 0.1186574 0.1568984   7     1 2018
## 23  2018-01-08          0.1568914 0.1872422 0.1174618 0.1561128   8     1 2018
## 24  2018-01-09          0.1574485 0.1894384 0.1169259 0.1558507   9     1 2018
## 25  2018-01-10          0.1592184 0.1939688 0.1176424 0.1556502  10     1 2018
## 26  2018-01-11          0.2106263 0.2476406 0.1661053 0.2070026  11     1 2018
## 27  2018-01-12          0.2585713 0.3023993 0.2126192 0.2492075  12     1 2018
## 28  2018-01-13          0.2298163 0.2697049 0.1885231 0.2208976  13     1 2018
## 29  2018-01-14          0.2101749 0.2461050 0.1714329 0.2033012  14     1 2018
## 30  2018-01-15          0.2000193 0.2340321 0.1618090 0.1946641  15     1 2018
## 31  2018-01-16          0.1934378 0.2271962 0.1552234 0.1883403  16     1 2018
## 32  2018-01-17          0.1884672 0.2222873 0.1504387 0.1831684  17     1 2018
## 33  2018-01-18          0.1847465 0.2177543 0.1464155 0.1804870  18     1 2018
## 34  2018-01-19          0.1827311 0.2160347 0.1430255 0.1792066  19     1 2018
## 35  2018-01-20          0.1806938 0.2148377 0.1400914 0.1770017  20     1 2018
## 36  2018-01-21          0.1788930 0.2141354 0.1381655 0.1741962  21     1 2018
## 37  2018-01-22          0.1816379 0.2176727 0.1396944 0.1770608  22     1 2018
## 38  2018-01-23          0.2099719 0.2426632 0.1698900 0.2073420  23     1 2018
## 39  2018-01-24          0.2042055 0.2377882 0.1643600 0.2005069  24     1 2018
## 40  2018-01-25          0.1978362 0.2319010 0.1582002 0.1934983  25     1 2018
## 41  2018-01-26          0.1925960 0.2267535 0.1530544 0.1880946  26     1 2018
## 42  2018-01-27          0.1913684 0.2261970 0.1498113 0.1877075  27     1 2018
## 43  2018-01-28          0.2227986 0.2548967 0.1778299 0.2244271  28     1 2018
## 44  2018-01-29          0.2251622 0.2590182 0.1841771 0.2220451  29     1 2018
## 45  2018-01-30          0.2114195 0.2458255 0.1703889 0.2077865  30     1 2018
## 46  2018-01-31          0.2024122 0.2366563 0.1618900 0.1985599  31     1 2018
## 47  2018-02-01          0.1966335 0.2307604 0.1560451 0.1929479   1     2 2018
## 48  2018-02-02          0.1958087 0.2303811 0.1535116 0.1929592   2     2 2018
## 49  2018-02-03          0.1918223 0.2255894 0.1503773 0.1891389   3     2 2018
## 50  2018-02-04          0.2215597 0.2586415 0.1716586 0.2219036   4     2 2018
## 51  2018-02-05          0.2242181 0.2588863 0.1816354 0.2214870   5     2 2018
## 52  2018-02-06          0.2119706 0.2460191 0.1716088 0.2081936   6     2 2018
## 53  2018-02-07          0.2403602 0.2747222 0.1988044 0.2371649   7     2 2018
## 54  2018-02-08          0.2277506 0.2657526 0.1858970 0.2211389   8     2 2018
## 55  2018-02-09          0.2117093 0.2479861 0.1712176 0.2058012   9     2 2018
## 56  2018-02-10          0.2263567 0.2620903 0.1832708 0.2229375  10     2 2018
## 57  2018-02-11          0.2594152        NA 0.2386782 0.2749679  11     2 2018
## 58  2018-02-12          0.2177703        NA 0.1980856 0.2325339  12     2 2018
## 59  2018-02-13          0.2526821 0.3420382 0.1811157 0.2170009  13     2 2018
## 60  2018-02-14          0.2187074 0.2685182 0.1701852 0.2052882  14     2 2018
## 61  2018-02-15          0.2141866 0.2565538 0.1676806 0.2066988  15     2 2018
## 62  2018-02-16          0.2078769 0.2455486 0.1646400 0.2026328  16     2 2018
## 63  2018-02-17          0.2023741 0.2391111 0.1590405 0.1981372  17     2 2018
## 64  2018-02-18          0.2103213 0.2463655 0.1647130 0.2084835  18     2 2018
## 65  2018-02-19          0.2066506 0.2421328 0.1613194 0.2051667  19     2 2018
## 66  2018-02-20          0.2011578 0.2357995 0.1573102 0.1994019  20     2 2018
## 67  2018-02-21          0.2304523 0.2652378 0.1867384 0.2284523  21     2 2018
## 68  2018-02-22          0.2259672 0.2614158 0.1850486 0.2212075  22     2 2018
## 69  2018-02-23          0.2114646 0.2466120 0.1711169 0.2065781  23     2 2018
## 70  2018-02-24          0.2029441 0.2381710 0.1622558 0.1982335  24     2 2018
## 71  2018-02-25          0.2018564 0.2393038 0.1585914 0.1968576  25     2 2018
## 72  2018-02-26          0.2042301 0.2415321 0.1595822 0.2004141  26     2 2018
## 73  2018-02-27          0.1995574 0.2352457 0.1563762 0.1962552  27     2 2018
## 74  2018-02-28          0.2057860 0.2428750 0.1602326 0.2028620  28     2 2018
## 75  2018-03-01          0.2489119 0.2840321 0.2047778 0.2468924   1     3 2018
## 76  2018-03-02          0.2292061 0.2686840 0.1862639 0.2219349   2     3 2018
## 77  2018-03-03          0.2128520 0.2514045 0.1705255 0.2060443   3     3 2018
## 78  2018-03-04          0.2033614 0.2409384 0.1614676 0.1972049   4     3 2018
## 79  2018-03-05          0.1965865 0.2332422 0.1551944 0.1909748   5     3 2018
## 80  2018-03-06          0.2052393 0.2435052 0.1590255 0.2016337   6     3 2018
## 81  2018-03-07          0.2119353 0.2464280 0.1661713 0.2117656   7     3 2018
## 82  2018-03-08          0.2067156 0.2389826 0.1597778 0.2096519   8     3 2018
## 83  2018-03-09          0.2004845 0.2327387 0.1543472 0.2028333   9     3 2018
## 84  2018-03-10          0.1957295 0.2281016 0.1500116 0.1976458  10     3 2018
## 85  2018-03-11          0.1919861 0.2243811 0.1463588 0.1938116  11     3 2018
## 86  2018-03-12          0.2025691 0.2368247 0.1501875 0.2075998  12     3 2018
## 87  2018-03-13          0.2017443 0.2339063 0.1517373 0.2070877  13     3 2018
## 88  2018-03-14          0.1974754 0.2298194 0.1485509 0.2018247  14     3 2018
## 89  2018-03-15          0.1936638 0.2264358 0.1453831 0.1971024  15     3 2018
## 90  2018-03-16          0.1900477 0.2228429 0.1423264 0.1930434  16     3 2018
## 91  2018-03-17          0.1877393 0.2206745 0.1395810 0.1909227  17     3 2018
## 92  2018-03-18          0.1905354 0.2259635 0.1386458 0.1940243  18     3 2018
## 93  2018-03-19          0.1901329 0.2256233 0.1380532 0.1937023  19     3 2018
## 94  2018-03-20          0.2072206 0.2431823 0.1490359 0.2148976  20     3 2018
## 95  2018-03-21          0.2128883 0.2453212 0.1578299 0.2217491  21     3 2018
## 96  2018-03-22          0.2075410 0.2405356 0.1544282 0.2143811  22     3 2018
## 97  2018-03-23          0.2024549 0.2355833 0.1507025 0.2081406  23     3 2018
## 98  2018-03-24          0.1993210 0.2326936 0.1475405 0.2047839  24     3 2018
## 99  2018-03-25          0.2166313 0.2498394 0.1597975 0.2260486  25     3 2018
## 100 2018-03-26          0.2121376 0.2440990 0.1599988 0.2192804  26     3 2018
## 101 2018-03-27          0.2056414 0.2378082 0.1552662 0.2112561  27     3 2018
## 102 2018-03-28          0.2002648 0.2323446 0.1511817 0.2049974  28     3 2018
## 103 2018-03-29          0.2006057 0.2330764 0.1502801 0.2058793  29     3 2018
## 104 2018-03-30          0.2255177 0.2530920 0.1760208 0.2350660  30     3 2018
## 105 2018-03-31          0.2150303 0.2447335 0.1675706 0.2209219  31     3 2018
## 106 2018-04-01          0.2069646 0.2373377 0.1602535 0.2116250   1     4 2018
## 107 2018-04-02          0.2005587 0.2311814 0.1541250 0.2047613   2     4 2018
## 108 2018-04-03          0.1953756 0.2262899 0.1490255 0.1992240   3     4 2018
## 109 2018-04-04          0.1962923 0.2295095 0.1461979 0.2006458   4     4 2018
## 110 2018-04-05          0.1934653 0.2269696 0.1437060 0.1972804   5     4 2018
## 111 2018-04-06          0.1907393 0.2251259 0.1406759 0.1939002   6     4 2018
## 112 2018-04-07          0.2162749 0.2500877 0.1606632 0.2241710   7     4 2018
## 113 2018-04-08          0.2142361 0.2459740 0.1637072 0.2203950   8     4 2018
## 114 2018-04-09          0.2083649 0.2414036 0.1575637 0.2134271   9     4 2018
## 115 2018-04-10          0.2035641 0.2366189 0.1536088 0.2079757  10     4 2018
## 116 2018-04-11          0.1985177 0.2312960 0.1493970 0.2025799  11     4 2018
## 117 2018-04-12          0.1938879 0.2266094 0.1450822 0.1977708  12     4 2018
## 118 2018-04-13          0.1897607 0.2225330 0.1410868 0.1934939  13     4 2018
## 119 2018-04-14          0.1861888 0.2190686 0.1376424 0.1897187  14     4 2018
## 120 2018-04-15          0.2267652 0.2573394 0.1796586 0.2315208  15     4 2018
## 121 2018-04-16          0.2352825 0.2709479 0.1876516 0.2353403  16     4 2018
## 122 2018-04-17          0.2187042 0.2539436 0.1719479 0.2185321  17     4 2018
## 123 2018-04-18          0.2088741 0.2433733 0.1627118 0.2089965  18     4 2018
## 124 2018-04-19          0.2016534 0.2354809 0.1558704 0.2021632  19     4 2018
## 125 2018-04-20          0.1961351 0.2297092 0.1502894 0.1969453  20     4 2018
## 126 2018-04-21          0.1915013 0.2250877 0.1454896 0.1924236  21     4 2018
## 127 2018-04-22          0.1883138 0.2221033 0.1417083 0.1894783  22     4 2018
## 128 2018-04-23          0.2570006 0.2928273 0.2113310 0.2554262  23     4 2018
## 129 2018-04-24          0.2662503 0.3156189 0.2124942 0.2571988  24     4 2018
## 130 2018-04-25          0.2356152 0.2778342 0.1868507 0.2299696  25     4 2018
## 131 2018-04-26          0.2246237 0.2655755 0.1754988 0.2205156  26     4 2018
## 132 2018-04-27          0.2251174 0.2625469 0.1765451 0.2241172  27     4 2018
## 133 2018-04-28          0.2142165 0.2513707 0.1661273 0.2131293  28     4 2018
## 134 2018-04-29          0.2061856 0.2437292 0.1575150 0.2051450  29     4 2018
## 135 2018-04-30          0.1998873 0.2375208 0.1509155 0.1989826  30     4 2018
## 136 2018-05-01          0.1946701 0.2322135 0.1456887 0.1938628   1     5 2018
## 137 2018-05-02          0.1905331 0.2286172 0.1412465 0.1894141   2     5 2018
## 138 2018-05-03          0.1862787 0.2238941 0.1374086 0.1853160   3     5 2018
## 139 2018-05-04          0.1821768 0.2190781 0.1339653 0.1814340   4     5 2018
## 140 2018-05-05          0.1787459 0.2156814 0.1309086 0.1776884   5     5 2018
## 141 2018-05-06          0.1771430 0.2143819 0.1283380 0.1765078   6     5 2018
## 142 2018-05-07          0.1816304 0.2184427 0.1335903 0.1808481   7     5 2018
## 143 2018-05-08          0.1969321 0.2361970 0.1438322 0.1974922   8     5 2018
## 144 2018-05-09          0.1949738 0.2357708 0.1394086 0.1958507   9     5 2018
## 145 2018-05-10          0.1898592 0.2300799 0.1351667 0.1906580  10     5 2018
## 146 2018-05-11          0.1844252 0.2234852 0.1313345 0.1851832  11     5 2018
## 147 2018-05-12          0.1788747 0.2176962 0.1274792 0.1785998  12     5 2018
## 148 2018-05-13          0.1733239 0.2124896 0.1235127 0.1715165  13     5 2018
## 149 2018-05-14          0.1679975 0.2079583 0.1197731 0.1642049  14     5 2018
## 150 2018-05-15          0.1646196 0.2067674 0.1166227 0.1584696  15     5 2018
##     basinID hillID zoneID patchID familyID family_horizon   rain_thr
## 1         1    110 136557  136557    -9999              0   0.252245
## 2         1    110 136557  136557    -9999              0   0.760245
## 3         1    110 136557  136557    -9999              0   0.000000
## 4         1    110 136557  136557    -9999              0  32.764245
## 5         1    110 136557  136557    -9999              0   0.000000
## 6         1    110 136557  136557    -9999              0   6.094245
## 7         1    110 136557  136557    -9999              0  23.112245
## 8         1    110 136557  136557    -9999              0   0.000000
## 9         1    110 136557  136557    -9999              0   0.000000
## 10        1    110 136557  136557    -9999              0   0.000000
## 11        1    110 136557  136557    -9999              0   0.000000
## 12        1    110 136557  136557    -9999              0   0.000000
## 13        1    110 136557  136557    -9999              0   0.000000
## 14        1    110 136557  136557    -9999              0   0.000000
## 15        1    110 136557  136557    -9999              0   0.430962
## 16        1    110 136557  136557    -9999              0   0.000000
## 17        1    110 136557  136557    -9999              0   0.000000
## 18        1    110 136557  136557    -9999              0   0.000000
## 19        1    110 136557  136557    -9999              0   0.056797
## 20        1    110 136557  136557    -9999              0   0.000000
## 21        1    110 136557  136557    -9999              0   0.000000
## 22        1    110 136557  136557    -9999              0   0.000000
## 23        1    110 136557  136557    -9999              0   1.268245
## 24        1    110 136557  136557    -9999              0   0.000000
## 25        1    110 136557  136557    -9999              0   2.538245
## 26        1    110 136557  136557    -9999              0  84.327247
## 27        1    110 136557  136557    -9999              0  35.304245
## 28        1    110 136557  136557    -9999              0   0.598777
## 29        1    110 136557  136557    -9999              0   0.075575
## 30        1    110 136557  136557    -9999              0   0.000000
## 31        1    110 136557  136557    -9999              0   1.014245
## 32        1    110 136557  136557    -9999              0   0.250490
## 33        1    110 136557  136557    -9999              0   0.000000
## 34        1    110 136557  136557    -9999              0   0.000000
## 35        1    110 136557  136557    -9999              0   0.000000
## 36        1    110 136557  136557    -9999              0   0.000000
## 37        1    110 136557  136557    -9999              0  27.430245
## 38        1    110 136557  136557    -9999              0   0.506245
## 39        1    110 136557  136557    -9999              0   0.000000
## 40        1    110 136557  136557    -9999              0   0.000000
## 41        1    110 136557  136557    -9999              0   0.000000
## 42        1    110 136557  136557    -9999              0  14.984245
## 43        1    110 136557  136557    -9999              0  27.684245
## 44        1    110 136557  136557    -9999              0   0.000000
## 45        1    110 136557  136557    -9999              0   0.000000
## 46        1    110 136557  136557    -9999              0   0.000000
## 47        1    110 136557  136557    -9999              0   3.300245
## 48        1    110 136557  136557    -9999              0   0.000000
## 49        1    110 136557  136557    -9999              0   0.000000
## 50        1    110 136557  136557    -9999              0  36.824735
## 51        1    110 136557  136557    -9999              0   0.000000
## 52        1    110 136557  136557    -9999              0   2.030245
## 53        1    110 136557  136557    -9999              0  49.274245
## 54        1    110 136557  136557    -9999              0   0.000000
## 55        1    110 136557  136557    -9999              0   0.000000
## 56        1    110 136557  136557    -9999              0  83.056245
## 57        1    110 136557  136557    -9999              0 107.948245
## 58        1    110 136557  136557    -9999              0  11.936604
## 59        1    110 136557  136557    -9999              0   3.300245
## 60        1    110 136557  136557    -9999              0   0.000000
## 61        1    110 136557  136557    -9999              0   8.380245
## 62        1    110 136557  136557    -9999              0   0.000000
## 63        1    110 136557  136557    -9999              0  13.460245
## 64        1    110 136557  136557    -9999              0   2.792245
## 65        1    110 136557  136557    -9999              0   1.776245
## 66        1    110 136557  136557    -9999              0   2.792245
## 67        1    110 136557  136557    -9999              0  38.606245
## 68        1    110 136557  136557    -9999              0   0.000000
## 69        1    110 136557  136557    -9999              0   0.000000
## 70        1    110 136557  136557    -9999              0   0.252245
## 71        1    110 136557  136557    -9999              0  10.412245
## 72        1    110 136557  136557    -9999              0   4.062245
## 73        1    110 136557  136557    -9999              0   0.000000
## 74        1    110 136557  136557    -9999              0  32.002245
## 75        1    110 136557  136557    -9999              0  34.034245
## 76        1    110 136557  136557    -9999              0   0.000000
## 77        1    110 136557  136557    -9999              0   0.000000
## 78        1    110 136557  136557    -9999              0   0.000000
## 79        1    110 136557  136557    -9999              0   0.000000
## 80        1    110 136557  136557    -9999              0  19.302245
## 81        1    110 136557  136557    -9999              0   1.266490
## 82        1    110 136557  136557    -9999              0   0.000000
## 83        1    110 136557  136557    -9999              0   0.000000
## 84        1    110 136557  136557    -9999              0   0.000000
## 85        1    110 136557  136557    -9999              0   3.046245
## 86        1    110 136557  136557    -9999              0  11.678735
## 87        1    110 136557  136557    -9999              0   0.000000
## 88        1    110 136557  136557    -9999              0   0.000000
## 89        1    110 136557  136557    -9999              0   0.000000
## 90        1    110 136557  136557    -9999              0   0.000000
## 91        1    110 136557  136557    -9999              0   8.634245
## 92        1    110 136557  136557    -9999              0   0.000000
## 93        1    110 136557  136557    -9999              0  17.016245
## 94        1    110 136557  136557    -9999              0   8.888245
## 95        1    110 136557  136557    -9999              0   0.504490
## 96        1    110 136557  136557    -9999              0   0.000000
## 97        1    110 136557  136557    -9999              0   0.000000
## 98        1    110 136557  136557    -9999              0  14.476245
## 99        1    110 136557  136557    -9999              0   6.602245
## 100       1    110 136557  136557    -9999              0   0.000000
## 101       1    110 136557  136557    -9999              0   0.000000
## 102       1    110 136557  136557    -9999              0   0.000000
## 103       1    110 136557  136557    -9999              0  25.144245
## 104       1    110 136557  136557    -9999              0   0.000000
## 105       1    110 136557  136557    -9999              0   0.000000
## 106       1    110 136557  136557    -9999              0   0.000000
## 107       1    110 136557  136557    -9999              0   0.000000
## 108       1    110 136557  136557    -9999              0   0.000000
## 109       1    110 136557  136557    -9999              0   5.840245
## 110       1    110 136557  136557    -9999              0   0.000000
## 111       1    110 136557  136557    -9999              0   6.856245
## 112       1    110 136557  136557    -9999              0  19.556245
## 113       1    110 136557  136557    -9999              0   0.000000
## 114       1    110 136557  136557    -9999              0   2.792245
## 115       1    110 136557  136557    -9999              0   0.000000
## 116       1    110 136557  136557    -9999              0   0.000000
## 117       1    110 136557  136557    -9999              0   0.000000
## 118       1    110 136557  136557    -9999              0   0.000000
## 119       1    110 136557  136557    -9999              0   0.000000
## 120       1    110 136557  136557    -9999              0  64.768245
## 121       1    110 136557  136557    -9999              0   0.000000
## 122       1    110 136557  136557    -9999              0   0.000000
## 123       1    110 136557  136557    -9999              0   0.000000
## 124       1    110 136557  136557    -9999              0   0.000000
## 125       1    110 136557  136557    -9999              0   0.000000
## 126       1    110 136557  136557    -9999              0   0.000000
## 127       1    110 136557  136557    -9999              0   5.332245
## 128       1    110 136557  136557    -9999              0 113.282245
## 129       1    110 136557  136557    -9999              0  23.620245
## 130       1    110 136557  136557    -9999              0   0.000000
## 131       1    110 136557  136557    -9999              0  16.762245
## 132       1    110 136557  136557    -9999              0   0.000000
## 133       1    110 136557  136557    -9999              0   0.000000
## 134       1    110 136557  136557    -9999              0   0.000000
## 135       1    110 136557  136557    -9999              0   0.000000
## 136       1    110 136557  136557    -9999              0   0.000000
## 137       1    110 136557  136557    -9999              0   0.000000
## 138       1    110 136557  136557    -9999              0   0.000000
## 139       1    110 136557  136557    -9999              0   0.000000
## 140       1    110 136557  136557    -9999              0   0.000000
## 141       1    110 136557  136557    -9999              0   2.452384
## 142       1    110 136557  136557    -9999              0  18.157821
## 143       1    110 136557  136557    -9999              0   4.653876
## 144       1    110 136557  136557    -9999              0   0.040408
## 145       1    110 136557  136557    -9999              0   0.253657
## 146       1    110 136557  136557    -9999              0   0.000000
## 147       1    110 136557  136557    -9999              0   0.000000
## 148       1    110 136557  136557    -9999              0   0.000000
## 149       1    110 136557  136557    -9999              0   0.000000
## 150       1    110 136557  136557    -9999              0  10.478849
##     detention_store sat_def_z  sat_def rz_storage potential_rz_store
## 1                 0  9977.654 4340.279   43.38337           109.8474
## 2                 0  9977.781 4340.335   42.50424           109.8474
## 3                 0  9977.908 4340.390   41.39395           109.8474
## 4                 0  9978.035 4340.445   41.39395           109.8474
## 5                 0  9978.162 4340.500   41.17319           109.8474
## 6                 0  9978.274 4340.549   44.32873           109.8474
## 7                 0  9978.386 4340.598   42.58587           109.8474
## 8                 0  9978.499 4340.647   41.39395           109.8474
## 9                 0  9978.611 4340.696   41.21775           109.8474
## 10                0  9978.723 4340.745   40.91910           109.8474
## 11                0  9978.836 4340.794   40.64266           109.8474
## 12                0  9978.948 4340.842   40.35856           109.8474
## 13                0  9979.061 4340.891   40.01205           109.8474
## 14                0  9979.173 4340.940   39.65110           109.8474
## 15                0  9979.285 4340.989   39.93119           109.8474
## 16                0  9979.398 4341.038   39.92635           109.8474
## 17                0  9979.510 4341.087   39.91816           109.8474
## 18                0  9979.622 4341.136   39.91222           109.8474
## 19                0  9979.735 4341.185   39.95332           109.8474
## 20                0  9979.847 4341.233   39.65472           109.8474
## 21                0  9979.959 4341.282   39.37620           109.8474
## 22                0  9980.072 4341.331   39.05134           109.8474
## 23                0  9980.184 4341.380   39.93744           109.8474
## 24                0  9980.296 4341.429   39.71454           109.8474
## 25                0  9980.409 4341.478   41.39395           109.8474
## 26                0  9980.513 4341.523   41.39395           109.8474
## 27                0  2651.624 1153.456   41.39395           109.8474
## 28                0  3756.792 1634.204   41.39395           109.8474
## 29                0  4476.494 1947.275   41.39395           109.8474
## 30                0  4971.176 2162.461   41.10330           109.8474
## 31                0  5338.042 2322.048   41.39395           109.8474
## 32                0  5626.040 2447.327   41.39395           109.8474
## 33                0  5860.060 2549.126   40.94236           109.8474
## 34                0  6056.494 2634.575   40.59084           109.8474
## 35                0  6225.331 2708.019   40.13477           109.8474
## 36                0  6373.182 2772.334   39.77222           109.8474
## 37                0  6504.544 2829.477   43.65048           109.8474
## 38                0  6622.619 2880.839   42.54103           109.8474
## 39                0  6729.779 2927.454   41.39395           109.8474
## 40                0  6827.819 2970.101   40.99772           109.8474
## 41                0  6918.121 3009.382   40.72586           109.8474
## 42                0  7001.756 3045.764   47.55354           109.8474
## 43                0  7079.667 3079.655   41.39395           109.8474
## 44                0  7152.483 3111.330   41.05307           109.8474
## 45                0  7220.840 3141.065   40.80109           109.8474
## 46                0  7285.221 3169.071   40.38764           109.8474
## 47                0  7346.041 3195.528   42.08054           109.8474
## 48                0  7403.679 3220.600   41.24038           109.8474
## 49                0  7458.416 3244.411   40.85228           109.8474
## 50                0  7510.518 3267.075   41.39395           109.8474
## 51                0  7560.210 3288.691   41.01354           109.8474
## 52                0  7607.693 3309.346   41.82981           109.8474
## 53                0  7653.141 3329.116   41.39395           109.8474
## 54                0  7696.722 3348.074   41.02257           109.8474
## 55                0  7738.559 3366.273   40.64335           109.8474
## 56                0  7778.793 3383.775   41.39395           109.8474
## 57                0  7817.520 3400.621   41.39395           109.8474
## 58                0  7854.833 3416.852   47.02978           109.8474
## 59                0  7890.843 3432.517   45.99120           109.8474
## 60                0  7925.622 3447.645   43.54232           109.8474
## 61                0  7959.246 3462.272   46.46905           109.8474
## 62                0  7991.785 3476.427   43.77108           109.8474
## 63                0  8023.295 3490.133   47.77569           109.8474
## 64                0  8053.840 3503.420   46.09632           109.8474
## 65                0  8083.470 3516.310   44.80263           109.8474
## 66                0  8112.234 3528.822   44.58921           109.8474
## 67                0  8140.172 3540.975   41.39395           109.8474
## 68                0  8167.334 3552.790   41.07384           109.8474
## 69                0  8193.747 3564.280   40.73052           109.8474
## 70                0  8219.455 3575.463   40.88126           109.8474
## 71                0  8244.490 3586.353   46.22258           109.8474
## 72                0  8268.872 3596.960   45.95424           109.8474
## 73                0  8292.641 3607.299   43.48463           109.8474
## 74                0  8315.822 3617.383   41.39395           109.8474
## 75                0  8338.440 3627.221   41.39395           109.8474
## 76                0  8360.515 3636.824   41.01747           109.8474
## 77                0  8382.069 3646.200   40.50158           109.8474
## 78                0  8403.130 3655.362   39.93320           109.8474
## 79                0  8423.711 3664.314   39.48065           109.8474
## 80                0  8443.833 3673.067   47.81149           109.8474
## 81                0  8463.514 3681.629   45.42704           109.8474
## 82                0  8482.772 3690.006   43.28747           109.8474
## 83                0  8501.620 3698.205   41.53221           109.8474
## 84                0  8520.071 3706.231   41.08194           109.8474
## 85                0  8538.140 3714.091   42.51069           109.8474
## 86                0  8555.843 3721.792   47.17685           109.8474
## 87                0  8573.189 3729.337   44.16088           109.8474
## 88                0  8590.194 3736.734   42.34089           109.8474
## 89                0  8606.866 3743.987   41.15847           109.8474
## 90                0  8623.215 3751.098   40.59955           109.8474
## 91                0  8639.253 3758.075   45.22606           109.8474
## 92                0  8654.993 3764.922   42.79900           109.8474
## 93                0  8670.439 3771.641   47.71749           109.8474
## 94                0  8685.606 3778.238   47.75608           109.8474
## 95                0  8700.497 3784.716   45.02859           109.8474
## 96                0  8715.122 3791.078   42.84121           109.8474
## 97                0  8729.491 3797.329   41.39395           109.8474
## 98                0  8743.607 3803.469   47.62688           109.8474
## 99                0  8757.463 3809.496   47.34388           109.8474
## 100               0  8771.067 3815.414   44.29709           109.8474
## 101               0  8784.429 3821.227   42.35651           109.8474
## 102               0  8797.555 3826.936   41.25393           109.8474
## 103               0  8810.453 3832.547   43.91609           109.8474
## 104               0  8823.127 3838.060   41.97249           109.8474
## 105               0  8835.584 3843.479   40.88588           109.8474
## 106               0  8847.837 3848.809   40.24899           109.8474
## 107               0  8859.862 3854.040   39.63371           109.8474
## 108               0  8871.667 3859.175   39.14039           109.8474
## 109               0  8883.261 3864.218   42.57792           109.8474
## 110               0  8894.648 3869.172   41.33188           109.8474
## 111               0  8905.837 3874.039   44.84322           109.8474
## 112               0  8916.835 3878.823   45.62849           109.8474
## 113               0  8927.643 3883.525   43.17697           109.8474
## 114               0  8938.271 3888.148   43.52927           109.8474
## 115               0  8948.725 3892.696   41.71434           109.8474
## 116               0  8959.009 3897.169   40.81273           109.8474
## 117               0  8969.127 3901.570   40.16521           109.8474
## 118               0  8979.085 3905.902   39.61499           109.8474
## 119               0  8988.888 3910.166   39.21690           109.8474
## 120               0  8998.540 3914.365   41.39395           109.8474
## 121               0  9005.443 3917.368   41.19659           109.8474
## 122               0  9012.293 3920.347   40.40604           109.8474
## 123               0  9019.086 3923.302   39.60316           109.8474
## 124               0  9025.824 3926.233   39.01892           109.8474
## 125               0  9032.509 3929.141   38.27494           109.8474
## 126               0  9039.140 3932.026   37.75528           109.8474
## 127               0  9045.719 3934.888   41.39395           109.8474
## 128               0  9052.247 3937.727   41.39395           109.8474
## 129               0  9058.721 3940.544   45.16423           109.8474
## 130               0  9065.142 3943.337   42.94227           109.8474
## 131               0  9071.511 3946.107   47.72798           109.8474
## 132               0  9077.828 3948.855   44.30120           109.8474
## 133               0  9084.095 3951.581   42.14525           109.8474
## 134               0  9090.309 3954.284   40.99078           109.8474
## 135               0  9096.471 3956.965   40.21025           109.8474
## 136               0  9102.584 3959.624   39.39740           109.8474
## 137               0  9108.645 3962.261   38.68908           109.8474
## 138               0  9114.659 3964.877   37.93765           109.8474
## 139               0  9120.623 3967.471   37.13955           109.8474
## 140               0  9126.535 3970.043   36.56877           109.8474
## 141               0  9132.401 3972.594   38.31191           109.8474
## 142               0  9138.216 3975.124   47.53073           109.8474
## 143               0  9143.984 3977.633   46.72493           109.8474
## 144               0  9149.701 3980.120   44.23841           109.8474
## 145               0  9155.374 3982.588   42.79971           109.8474
## 146               0  9160.997 3985.034   40.16077           109.8474
## 147               0  9166.575 3987.460   38.01671           109.8474
## 148               0  9172.106 3989.866   35.72875           109.8474
## 149               0  9177.592 3992.252   33.42832           109.8474
## 150               0  9183.032 3994.619   40.98084           109.8474
##     rz_field_capacity rz_wilting_point unsat_stor rz_drainage unsat_drain
## 1            41.39395         11.84566  4165.4108    1.915968           0
## 2            41.39395         11.84566  4166.8402    1.429376           0
## 3            41.39395         11.84566  4167.4530    0.612832           0
## 4            41.39395         11.84566  4191.1352   23.682177           0
## 5            41.39395         11.84566  4191.1352    0.000000           0
## 6            41.39395         11.84566  4192.3587    1.223499           0
## 7            41.39395         11.84566  4210.8297   18.470976           0
## 8            41.39395         11.84566  4211.6359    0.806223           0
## 9            41.39395         11.84566  4211.6359    0.000000           0
## 10           41.39395         11.84566  4211.6359    0.000000           0
## 11           41.39395         11.84566  4211.6359    0.000000           0
## 12           41.39395         11.84566  4211.6359    0.000000           0
## 13           41.39395         11.84566  4211.6359    0.000000           0
## 14           41.39395         11.84566  4211.6359    0.000000           0
## 15           41.39395         11.84566  4211.6359    0.000000           0
## 16           41.39395         11.84566  4211.6359    0.000000           0
## 17           41.39395         11.84566  4211.6359    0.000000           0
## 18           41.39395         11.84566  4211.6359    0.000000           0
## 19           41.39395         11.84566  4211.6359    0.000000           0
## 20           41.39395         11.84566  4211.6359    0.000000           0
## 21           41.39395         11.84566  4211.6359    0.000000           0
## 22           41.39395         11.84566  4211.6359    0.000000           0
## 23           41.39395         11.84566  4211.6359    0.000000           0
## 24           41.39395         11.84566  4211.6359    0.000000           0
## 25           41.39395         11.84566  4211.7618    0.125877           0
## 26           41.39395         11.84566  4272.7959   61.034130           0
## 27           41.39395         11.84566   274.3009   94.005850           0
## 28           41.39395         11.84566   406.3135    0.433381           0
## 29           41.39395         11.84566   492.0539    0.054700           0
## 30           41.39395         11.84566   550.9493    0.000000           0
## 31           41.39395         11.84566   595.0390    0.411600           0
## 32           41.39395         11.84566   629.5086    0.181299           0
## 33           41.39395         11.84566   657.3703    0.000000           0
## 34           41.39395         11.84566   680.7572    0.000000           0
## 35           41.39395         11.84566   700.8584    0.000000           0
## 36           41.39395         11.84566   718.4611    0.000000           0
## 37           41.39395         11.84566   750.0440   15.943289           0
## 38           41.39395         11.84566   765.5775    1.475855           0
## 39           41.39395         11.84566   779.0975    0.761779           0
## 40           41.39395         11.84566   790.7699    0.000000           0
## 41           41.39395         11.84566   801.5209    0.000000           0
## 42           41.39395         11.84566   815.4641    3.985739           0
## 43           41.39395         11.84566   850.9367   26.196812           0
## 44           41.39395         11.84566   859.6060    0.000000           0
## 45           41.39395         11.84566   867.7444    0.000000           0
## 46           41.39395         11.84566   875.4094    0.000000           0
## 47           41.39395         11.84566   883.3143    0.663903           0
## 48           41.39395         11.84566   890.6964    0.519788           0
## 49           41.39395         11.84566   897.2133    0.000000           0
## 50           41.39395         11.84566   929.4957   26.079396           0
## 51           41.39395         11.84566   935.4119    0.000000           0
## 52           41.39395         11.84566   941.6865    0.621344           0
## 53           41.39395         11.84566   983.1968   36.099428           0
## 54           41.39395         11.84566   988.3854    0.000000           0
## 55           41.39395         11.84566   993.3665    0.000000           0
## 56           41.39395         11.84566  1057.4884   59.331779           0
## 57           41.39395         11.84566  1140.2296   68.453447           0
## 58           41.39395         11.84566  1147.6755    3.003614           0
## 59           41.39395         11.84566  1155.3900    3.427214           0
## 60           41.39395         11.84566  1161.6673    2.136640           0
## 61           41.39395         11.84566  1168.7773    3.106861           0
## 62           41.39395         11.84566  1174.9602    2.308735           0
## 63           41.39395         11.84566  1184.4174    5.705775           0
## 64           41.39395         11.84566  1191.7543    3.700332           0
## 65           41.39395         11.84566  1197.8613    2.579299           0
## 66           41.39395         11.84566  1203.5202    2.234383           0
## 67           41.39395         11.84566  1237.9840   31.137575           0
## 68           41.39395         11.84566  1241.2178    0.000000           0
## 69           41.39395         11.84566  1244.3625    0.000000           0
## 70           41.39395         11.84566  1247.4232    0.000000           0
## 71           41.39395         11.84566  1252.5987    2.194819           0
## 72           41.39395         11.84566  1258.7100    3.208500           0
## 73           41.39395         11.84566  1263.6530    2.113196           0
## 74           41.39395         11.84566  1291.6343   25.221344           0
## 75           41.39395         11.84566  1318.9603   24.633207           0
## 76           41.39395         11.84566  1321.5884    0.000000           0
## 77           41.39395         11.84566  1324.1547    0.000000           0
## 78           41.39395         11.84566  1326.6622    0.000000           0
## 79           41.39395         11.84566  1329.1125    0.000000           0
## 80           41.39395         11.84566  1337.1160    5.607849           0
## 81           41.39395         11.84566  1342.7602    3.301105           0
## 82           41.39395         11.84566  1347.0055    1.952481           0
## 83           41.39395         11.84566  1350.4968    1.247299           0
## 84           41.39395         11.84566  1352.8317    0.138264           0
## 85           41.39395         11.84566  1355.7273    0.744215           0
## 86           41.39395         11.84566  1361.6216    3.786644           0
## 87           41.39395         11.84566  1366.2904    2.603684           0
## 88           41.39395         11.84566  1369.8319    1.516915           0
## 89           41.39395         11.84566  1372.3669    0.550039           0
## 90           41.39395         11.84566  1374.3133    0.000000           0
## 91           41.39395         11.84566  1377.8137    1.590930           0
## 92           41.39395         11.84566  1381.4873    1.799642           0
## 93           41.39395         11.84566  1390.6919    7.365642           0
## 94           41.39395         11.84566  1398.8921    6.394526           0
## 95           41.39395         11.84566  1403.7576    3.092627           0
## 96           41.39395         11.84566  1407.2699    1.771010           0
## 97           41.39395         11.84566  1409.9264    0.945772           0
## 98           41.39395         11.84566  1415.8197    4.212811           0
## 99           41.39395         11.84566  1422.5310    5.061554           0
## 100          41.39395         11.84566  1426.8440    2.693296           0
## 101          41.39395         11.84566  1429.9773    1.542399           0
## 102          41.39395         11.84566  1432.0918    0.551900           0
## 103          41.39395         11.84566  1449.1322   15.504832           0
## 104          41.39395         11.84566  1452.0527    1.411555           0
## 105          41.39395         11.84566  1454.0436    0.507652           0
## 106          41.39395         11.84566  1455.5023    0.000000           0
## 107          41.39395         11.84566  1456.9340    0.000000           0
## 108          41.39395         11.84566  1458.3395    0.000000           0
## 109          41.39395         11.84566  1460.4774    0.757673           0
## 110          41.39395         11.84566  1462.4120    0.578860           0
## 111          41.39395         11.84566  1465.1634    1.419218           0
## 112          41.39395         11.84566  1479.8419   13.369086           0
## 113          41.39395         11.84566  1483.0951    1.966460           0
## 114          41.39395         11.84566  1485.9972    1.636831           0
## 115          41.39395         11.84566  1488.5522    1.310314           0
## 116          41.39395         11.84566  1490.0969    0.320386           0
## 117          41.39395         11.84566  1491.3016    0.000000           0
## 118          41.39395         11.84566  1492.4872    0.000000           0
## 119          41.39395         11.84566  1493.6543    0.000000           0
## 120          41.39395         11.84566  1539.4723   44.668886           0
## 121          41.39395         11.84566  1539.4723    0.000000           0
## 122          41.39395         11.84566  1539.4723    0.000000           0
## 123          41.39395         11.84566  1539.4723    0.000000           0
## 124          41.39395         11.84566  1539.4723    0.000000           0
## 125          41.39395         11.84566  1539.4723    0.000000           0
## 126          41.39395         11.84566  1539.4723    0.000000           0
## 127          41.39395         11.84566  1539.6611    0.188851           0
## 128          41.39395         11.84566  1621.6522   68.453447           0
## 129          41.39395         11.84566  1634.9777   13.325507           0
## 130          41.39395         11.84566  1636.7969    1.819202           0
## 131          41.39395         11.84566  1644.1115    7.314580           0
## 132          41.39395         11.84566  1646.9110    2.799520           0
## 133          41.39395         11.84566  1648.4152    1.504159           0
## 134          41.39395         11.84566  1648.9424    0.527172           0
## 135          41.39395         11.84566  1648.9424    0.000000           0
## 136          41.39395         11.84566  1648.9424    0.000000           0
## 137          41.39395         11.84566  1648.9424    0.000000           0
## 138          41.39395         11.84566  1648.9424    0.000000           0
## 139          41.39395         11.84566  1648.9424    0.000000           0
## 140          41.39395         11.84566  1648.9424    0.000000           0
## 141          41.39395         11.84566  1648.9424    0.000000           0
## 142          41.39395         11.84566  1652.8657    3.923393           0
## 143          41.39395         11.84566  1657.0399    4.174172           0
## 144          41.39395         11.84566  1659.5557    2.515773           0
## 145          41.39395         11.84566  1661.1780    1.622288           0
## 146          41.39395         11.84566  1661.7849    0.606966           0
## 147          41.39395         11.84566  1661.7849    0.000000           0
## 148          41.39395         11.84566  1661.7849    0.000000           0
## 149          41.39395         11.84566  1661.7849    0.000000           0
## 150          41.39395         11.84566  1661.7849    0.000000           0
##     rz_transfer unsat_transfer sat_transfer sublimation return     evap
## 1             0              0            0    0.000000      0 0.001755
## 2             0              0            0    0.000000      0 0.001755
## 3             0              0            0    0.000000      0 0.000000
## 4             0              0            0    0.000000      0 0.001072
## 5             0              0            0    0.000000      0 0.000683
## 6             0              0            0    0.000000      0 0.001755
## 7             0              0            0    0.000000      0 0.001755
## 8             0              0            0    0.000000      0 0.000000
## 9             0              0            0    0.000000      0 0.000000
## 10            0              0            0    0.000000      0 0.000000
## 11            0              0            0    0.000000      0 0.000000
## 12            0              0            0    0.000000      0 0.000000
## 13            0              0            0    0.000000      0 0.000000
## 14            0              0            0    0.000000      0 0.000000
## 15            0              0            0    0.003510      0 0.003510
## 16            0              0            0    0.036185      0 0.036185
## 17            0              0            0    0.122143      0 0.122143
## 18            0              0            0    0.053766      0 0.053766
## 19            0              0            0    0.058638      0 0.058638
## 20            0              0            0    0.000000      0 0.000000
## 21            0              0            0    0.000000      0 0.000000
## 22            0              0            0    0.000000      0 0.000000
## 23            0              0            0    0.000000      0 0.001755
## 24            0              0            0    0.000000      0 0.000000
## 25            0              0            0    0.000000      0 0.000753
## 26            0              0            0    0.000000      0 0.001755
## 27            0              0            0    0.000000      0 0.001755
## 28            0              0            0    0.003510      0 0.003510
## 29            0              0            0    0.084137      0 0.084137
## 30            0              0            0    0.000000      0 0.000000
## 31            0              0            0    0.000000      0 0.001755
## 32            0              0            0    0.003510      0 0.003510
## 33            0              0            0    0.000000      0 0.000000
## 34            0              0            0    0.000000      0 0.000000
## 35            0              0            0    0.000000      0 0.000000
## 36            0              0            0    0.000000      0 0.000000
## 37            0              0            0    0.000000      0 0.001755
## 38            0              0            0    0.000000      0 0.001755
## 39            0              0            0    0.000000      0 0.000000
## 40            0              0            0    0.000000      0 0.000000
## 41            0              0            0    0.000000      0 0.000000
## 42            0              0            0    0.000000      0 0.001755
## 43            0              0            0    0.000000      0 0.001487
## 44            0              0            0    0.000000      0 0.000268
## 45            0              0            0    0.000000      0 0.000000
## 46            0              0            0    0.000000      0 0.000000
## 47            0              0            0    0.000000      0 0.001755
## 48            0              0            0    0.000000      0 0.000000
## 49            0              0            0    0.000000      0 0.000000
## 50            0              0            0    0.003510      0 0.005265
## 51            0              0            0    0.000000      0 0.000000
## 52            0              0            0    0.000000      0 0.001755
## 53            0              0            0    0.000000      0 0.001755
## 54            0              0            0    0.000000      0 0.000000
## 55            0              0            0    0.000000      0 0.000000
## 56            0              0            0    0.000000      0 0.001755
## 57            0              0            0    0.000000      0 0.001396
## 58            0              0            0    0.000000      0 0.001755
## 59            0              0            0    0.000000      0 0.001755
## 60            0              0            0    0.000000      0 0.000000
## 61            0              0            0    0.000000      0 0.001755
## 62            0              0            0    0.000000      0 0.000000
## 63            0              0            0    0.000000      0 0.001755
## 64            0              0            0    0.000000      0 0.001755
## 65            0              0            0    0.000000      0 0.001755
## 66            0              0            0    0.000000      0 0.001755
## 67            0              0            0    0.000000      0 0.001755
## 68            0              0            0    0.000000      0 0.000000
## 69            0              0            0    0.000000      0 0.000000
## 70            0              0            0    0.000000      0 0.001755
## 71            0              0            0    0.000000      0 0.001755
## 72            0              0            0    0.000000      0 0.001755
## 73            0              0            0    0.000000      0 0.000000
## 74            0              0            0    0.000000      0 0.001755
## 75            0              0            0    0.000000      0 0.001755
## 76            0              0            0    0.000000      0 0.000000
## 77            0              0            0    0.000000      0 0.000000
## 78            0              0            0    0.000000      0 0.000000
## 79            0              0            0    0.000000      0 0.000000
## 80            0              0            0    0.000000      0 0.001755
## 81            0              0            0    0.003510      0 0.003510
## 82            0              0            0    0.000000      0 0.000000
## 83            0              0            0    0.000000      0 0.000000
## 84            0              0            0    0.000000      0 0.000000
## 85            0              0            0    0.000000      0 0.001755
## 86            0              0            0    0.003510      0 0.005265
## 87            0              0            0    0.000000      0 0.000000
## 88            0              0            0    0.000000      0 0.000000
## 89            0              0            0    0.000000      0 0.000000
## 90            0              0            0    0.000000      0 0.000000
## 91            0              0            0    0.000000      0 0.001755
## 92            0              0            0    0.000000      0 0.000000
## 93            0              0            0    0.000000      0 0.001755
## 94            0              0            0    0.000000      0 0.001755
## 95            0              0            0    0.003510      0 0.003510
## 96            0              0            0    0.000000      0 0.000000
## 97            0              0            0    0.000000      0 0.000000
## 98            0              0            0    0.000000      0 0.001755
## 99            0              0            0    0.000000      0 0.001755
## 100           0              0            0    0.000000      0 0.000000
## 101           0              0            0    0.000000      0 0.000000
## 102           0              0            0    0.000000      0 0.000000
## 103           0              0            0    0.000000      0 0.001755
## 104           0              0            0    0.000000      0 0.000000
## 105           0              0            0    0.000000      0 0.000000
## 106           0              0            0    0.000000      0 0.000000
## 107           0              0            0    0.000000      0 0.000000
## 108           0              0            0    0.000000      0 0.000000
## 109           0              0            0    0.000000      0 0.001755
## 110           0              0            0    0.000000      0 0.000000
## 111           0              0            0    0.000000      0 0.001755
## 112           0              0            0    0.000000      0 0.001755
## 113           0              0            0    0.000000      0 0.000000
## 114           0              0            0    0.000000      0 0.001755
## 115           0              0            0    0.000000      0 0.000000
## 116           0              0            0    0.000000      0 0.000000
## 117           0              0            0    0.000000      0 0.000000
## 118           0              0            0    0.000000      0 0.000000
## 119           0              0            0    0.000000      0 0.000000
## 120           0              0            0    0.000000      0 0.001755
## 121           0              0            0    0.000000      0 0.000000
## 122           0              0            0    0.000000      0 0.000000
## 123           0              0            0    0.000000      0 0.000000
## 124           0              0            0    0.000000      0 0.000000
## 125           0              0            0    0.000000      0 0.000000
## 126           0              0            0    0.000000      0 0.000000
## 127           0              0            0    0.000000      0 0.001755
## 128           0              0            0    0.000000      0 0.001755
## 129           0              0            0    0.000000      0 0.001755
## 130           0              0            0    0.000000      0 0.000000
## 131           0              0            0    0.000000      0 0.001755
## 132           0              0            0    0.000000      0 0.000000
## 133           0              0            0    0.000000      0 0.000000
## 134           0              0            0    0.000000      0 0.000000
## 135           0              0            0    0.000000      0 0.000000
## 136           0              0            0    0.000000      0 0.000000
## 137           0              0            0    0.000000      0 0.000000
## 138           0              0            0    0.000000      0 0.000000
## 139           0              0            0    0.000000      0 0.000000
## 140           0              0            0    0.000000      0 0.000000
## 141           0              0            0    0.000000      0 0.087616
## 142           0              0            0    0.000000      0 0.130179
## 143           0              0            0    0.000000      0 0.172124
## 144           0              0            0    0.000000      0 0.213592
## 145           0              0            0    0.000000      0 0.254343
## 146           0              0            0    0.000000      0 0.000000
## 147           0              0            0    0.000000      0 0.000000
## 148           0              0            0    0.000000      0 0.000000
## 149           0              0            0    0.000000      0 0.000000
## 150           0              0            0    0.000000      0 0.443151
##     evap_surface soil_evap     snow snow_melt trans_sat trans_unsat        Qin
## 1       0.000000  0.000000 0.000000  0.000000         0    0.000000   0.008954
## 2       0.000000  0.000000 0.000000  0.000000         0    0.000000   0.008030
## 3       0.043982  0.497457 0.000000  0.000000         0    0.000000   0.008030
## 4       0.000000  0.000000 0.000000  0.000000         0    0.000000   0.008030
## 5       0.043982  0.220759 0.000000  0.000000         0    0.000000   0.008031
## 6       0.000000  0.000000 0.000000  0.000000         0    0.000000   0.008031
## 7       0.000000  0.000000 0.000000  0.000000         0    0.000000   0.008031
## 8       0.043982  0.385699 0.000000  0.000000         0    0.000000   0.008031
## 9       0.000000  0.176196 0.000000  0.000000         0    0.000000   0.008032
## 10      0.000000  0.298652 0.000000  0.000000         0    0.000000   0.008032
## 11      0.000000  0.276442 0.000000  0.000000         0    0.000000   0.008032
## 12      0.000000  0.284095 0.000000  0.000000         0    0.000000   0.008032
## 13      0.000000  0.346509 0.000000  0.000000         0    0.000000   0.008032
## 14      0.000000  0.360955 0.000000  0.000000         0    0.000000   0.008033
## 15      0.000000  0.000000 0.327528  0.430962         0    0.000000   0.008033
## 16      0.000000  0.004840 0.291343  0.000000         0    0.000000   0.008033
## 17      0.000000  0.008186 0.169200  0.000000         0    0.000000   0.008033
## 18      0.000000  0.005945 0.115435  0.000000         0    0.000000   0.008033
## 19      0.000000  0.000000 0.000000  0.000000         0    0.000000   0.008034
## 20      0.043982  0.298600 0.000000  0.000000         0    0.000000   0.008034
## 21      0.000000  0.278524 0.000000  0.000000         0    0.000000   0.008034
## 22      0.000000  0.324859 0.000000  0.000000         0    0.000000   0.008034
## 23      0.000000  0.000000 0.000000  0.000000         0    0.000000   0.008034
## 24      0.043982  0.222899 0.000000  0.000000         0    0.000000   0.008034
## 25      0.000000  0.000000 0.000000  0.000000         0    0.000000   0.008035
## 26      0.000000  0.000000 0.000000  0.000000         0    0.000000   0.008035
## 27      0.000000  0.000000 0.000000  0.000000         0    0.000000 341.134694
## 28      0.000000  0.000000 0.159712  0.598777         0    0.000000  77.390575
## 29      0.000000  0.000000 0.000000  0.000000         0    0.000000  70.430120
## 30      0.043982  0.290654 0.000000  0.000000         0    0.000000  46.995786
## 31      0.000000  0.000000 0.000000  0.285016         0    0.000000  35.619856
## 32      0.000000  0.000000 0.000000  0.250490         0    0.000000  28.173109
## 33      0.043982  0.451588 0.000000  0.000000         0    0.000000  23.123686
## 34      0.000000  0.351520 0.000000  0.000000         0    0.000000  19.534265
## 35      0.000000  0.456076 0.000000  0.000000         0    0.000000  16.866301
## 36      0.000000  0.362548 0.000000  0.000000         0    0.000000  14.814271
## 37      0.000000  0.000000 0.000000  0.000000         0    0.000000  13.191891
## 38      0.000000  0.000000 0.000000  0.000000         0    0.000000  11.878108
## 39      0.043982  0.385304 0.000000  0.000000         0    0.000000  10.789006
## 40      0.000000  0.396226 0.000000  0.000000         0    0.000000   9.879086
## 41      0.000000  0.271865 0.000000  0.000000         0    0.000000   9.102591
## 42      0.000000  0.000000 0.000000  0.000000         0    0.000000   8.435544
## 43      0.000000  0.000000 0.000000  0.000000         0    0.000000   7.855480
## 44      0.043982  0.340875 0.000000  0.000000         0    0.000000   7.346152
## 45      0.000000  0.251983 0.000000  0.000000         0    0.000000   6.896338
## 46      0.000000  0.413457 0.000000  0.000000         0    0.000000   6.494942
## 47      0.000000  0.000000 0.000000  0.000000         0    0.000000   6.135503
## 48      0.043982  0.320375 0.000000  0.000000         0    0.000000   5.810302
## 49      0.000000  0.388100 0.000000  0.000000         0    0.000000   5.517740
## 50      0.000000  0.000000 0.000000 20.583817         0    0.000000   5.250019
## 51      0.043982  0.380410 0.000000  0.000000         0    0.000000   5.006528
## 52      0.000000  0.000000 0.000000  0.000000         0    0.000000   4.782581
## 53      0.000000  0.000000 0.000000  0.000000         0    0.000000   4.576319
## 54      0.043982  0.371384 0.000000  0.000000         0    0.000000   4.386013
## 55      0.000000  0.379212 0.000000  0.000000         0    0.000000   4.209327
## 56      0.000000  0.000000 0.000000  0.000000         0    0.000000   4.045348
## 57      0.000000  0.000000 0.000000  0.000000         0    0.000000   3.894721
## 58      0.000000  0.000000 0.000000  0.000000         0    0.000000   3.750341
## 59      0.000000  0.000000 0.000000  0.000000         0    0.000000   3.616924
## 60      0.043982  0.312248 0.000000  0.000000         0    0.000000   3.491377
## 61      0.000000  0.000000 0.000000  0.000000         0    0.000000   3.373585
## 62      0.043982  0.389233 0.000000  0.000000         0    0.000000   3.263422
## 63      0.000000  0.000000 0.000000  0.000000         0    0.000000   3.159187
## 64      0.000000  0.000000 0.000000  0.000000         0    0.000000   3.060278
## 65      0.000000  0.000000 0.000000  0.000000         0    0.000000   2.967044
## 66      0.000000  0.000000 0.000000  0.000000         0    0.000000   2.878610
## 67      0.000000  0.000000 0.000000  0.000000         0    0.000000   2.794741
## 68      0.043982  0.320105 0.000000  0.000000         0    0.000000   2.715232
## 69      0.000000  0.343324 0.000000  0.000000         0    0.000000   2.639595
## 70      0.000000  0.000000 0.000000  0.000000         0    0.000000   2.566581
## 71      0.000000  0.000000 0.000000  0.000000         0    0.000000   2.498764
## 72      0.000000  0.000000 0.000000  0.000000         0    0.000000   2.432732
## 73      0.043982  0.356410 0.000000  0.000000         0    0.000000   2.369746
## 74      0.000000  0.000000 0.000000  0.000000         0    0.000000   2.309930
## 75      0.000000  0.000000 0.000000  0.000000         0    0.000000   2.252407
## 76      0.043982  0.376479 0.000000  0.000000         0    0.000000   2.197339
## 77      0.000000  0.515891 0.000000  0.000000         0    0.000000   2.144631
## 78      0.000000  0.568378 0.000000  0.000000         0    0.000000   2.093961
## 79      0.000000  0.452550 0.000000  0.000000         0    0.000000   2.045262
## 80      0.000000  0.000000 0.000000  0.000000         0    0.000000   1.998460
## 81      0.000000  0.000000 0.000000  1.266490         0    0.000000   1.953496
## 82      0.043982  0.187090 0.000000  0.000000         0    0.000000   1.910085
## 83      0.000000  0.507960 0.000000  0.000000         0    0.000000   1.867963
## 84      0.000000  0.312009 0.000000  0.000000         0    0.000000   1.827738
## 85      0.000000  0.000000 0.000000  0.000000         0    0.000000   1.788915
## 86      0.000000  0.000000 0.000000  6.819742         0    0.000000   1.751248
## 87      0.043982  0.412291 0.000000  0.000000         0    0.000000   1.715117
## 88      0.000000  0.303073 0.000000  0.000000         0    0.000000   1.679753
## 89      0.000000  0.632380 0.000000  0.000000         0    0.000000   1.645656
## 90      0.000000  0.558919 0.000000  0.000000         0    0.000000   1.612587
## 91      0.000000  0.000000 0.000000  0.000000         0    0.000000   1.580913
## 92      0.043982  0.627412 0.000000  0.000000         0    0.000000   1.549424
## 93      0.000000  0.000000 0.000000  0.000000         0    0.000000   1.519669
## 94      0.000000  0.000000 0.000000  0.000000         0    0.000000   1.490637
## 95      0.000000  0.000000 0.000000  0.504490         0    0.000000   1.462316
## 96      0.043982  0.416366 0.000000  0.000000         0    0.000000   1.435060
## 97      0.000000  0.501491 0.000000  0.000000         0    0.000000   1.408473
## 98      0.000000  0.000000 0.000000  0.000000         0    0.000000   1.382903
## 99      0.000000  0.000000 0.000000  0.000000         0    0.000000   1.357961
## 100     0.043982  0.353494 0.000000  0.000000         0    0.000000   1.333631
## 101     0.000000  0.398183 0.000000  0.000000         0    0.000000   1.309900
## 102     0.000000  0.550679 0.000000  0.000000         0    0.000000   1.287105
## 103     0.000000  0.000000 0.000000  0.000000         0    0.000000   1.264529
## 104     0.043982  0.532045 0.000000  0.000000         0    0.000000   1.242857
## 105     0.000000  0.578963 0.000000  0.000000         0    0.000000   1.221899
## 106     0.000000  0.636886 0.000000  0.000000         0    0.000000   1.201133
## 107     0.000000  0.615283 0.000000  0.000000         0    0.000000   1.189087
## 108     0.000000  0.493315 0.000000  0.000000         0    0.000000   1.176974
## 109     0.000000  0.000000 0.000000  0.000000         0    0.000000   1.165137
## 110     0.043982  0.667187 0.000000  0.000000         0    0.000000   1.153082
## 111     0.000000  0.000000 0.000000  0.000000         0    0.000000   1.141313
## 112     0.000000  0.000000 0.000000  0.000000         0    0.000000   1.129668
## 113     0.043982  0.485063 0.000000  0.000000         0    0.000000   1.118314
## 114     0.000000  0.000000 0.000000  0.000000         0    0.000000   1.106763
## 115     0.043982  0.504620 0.000000  0.000000         0    0.000000   1.095513
## 116     0.000000  0.581224 0.000000  0.000000         0    0.000000   1.083759
## 117     0.000000  0.647514 0.000000  0.000000         0    0.000000   1.072951
## 118     0.000000  0.550221 0.000000  0.000000         0    0.000000   1.061967
## 119     0.000000  0.398094 0.000000  0.000000         0    0.000000   1.050970
## 120     0.000000  0.000000 0.000000  0.000000         0    0.000000   1.040125
## 121     0.043982  0.197362 0.000000  0.000000         0    0.000000   1.029587
## 122     0.000000  0.790552 0.000000  0.000000         0    0.000000   1.018357
## 123     0.000000  0.802872 0.000000  0.000000         0    0.000000   1.007321
## 124     0.000000  0.584244 0.000000  0.000000         0    0.000000   0.996477
## 125     0.000000  0.743984 0.000000  0.000000         0    0.000000   0.985670
## 126     0.000000  0.519659 0.000000  0.000000         0    0.000000   0.974428
## 127     0.000000  0.000000 0.000000  0.000000         0    0.000000   0.963416
## 128     0.000000  0.000000 0.000000  0.000000         0    0.000000   0.952630
## 129     0.000000  0.000000 0.000000  0.000000         0    0.000000   0.942065
## 130     0.043982  0.402766 0.000000  0.000000         0    0.000000   0.931568
## 131     0.000000  0.000000 0.000000  0.000000         0    0.000000   0.921436
## 132     0.043982  0.627260 0.000000  0.000000         0    0.000000   0.911367
## 133     0.000000  0.651795 0.000000  0.000000         0    0.000000   0.901507
## 134     0.000000  0.627295 0.000000  0.000000         0    0.000000   0.891706
## 135     0.000000  0.780531 0.000000  0.000000         0    0.000000   0.882109
## 136     0.000000  0.812854 0.000000  0.000000         0    0.000000   0.872712
## 137     0.000000  0.708317 0.000000  0.000000         0    0.000000   0.863658
## 138     0.000000  0.751430 0.000000  0.000000         0    0.000000   0.854222
## 139     0.000000  0.798098 0.000000  0.000000         0    0.000000   0.845412
## 140     0.000000  0.435915 0.000000  0.000000         0    0.134873   0.836647
## 141     0.000000  0.000000 0.000000  0.000000         0    0.000000   0.827928
## 142     0.000000  0.000000 0.000000  0.000000         0    0.000000   0.819534
## 143     0.000000  0.000000 0.000000  0.000000         0    0.000000   0.810902
## 144     0.000000  0.000000 0.000000  0.000000         0    0.000000   0.802733
## 145     0.000000  0.000000 0.000000  0.000000         0    0.000000   0.794464
## 146     0.043982  0.680693 0.000000  0.000000         0    1.351283   0.786512
## 147     0.000000  0.707312 0.000000  0.000000         0    1.436741   0.778598
## 148     0.000000  0.726669 0.000000  0.000000         0    1.561296   0.770721
## 149     0.000000  0.710080 0.000000  0.000000         0    1.590351   0.763154
## 150     0.000000  0.000000 0.000000  0.000000         0    0.000000   0.755484
##            Qout       psn root_zone.S root.depth litter.rain_stor litter.S area
## 1      0.063282 -0.004025    0.394942   252.5228         0.043982        1  100
## 2      0.063282 -0.004966    0.386939   252.5228         0.043982        1  100
## 3      0.063283 -0.005388    0.376831   252.5228         0.000000        0  100
## 4      0.063283 -0.005000    0.376831   252.5228         0.043982        1  100
## 5      0.063283 -0.004584    0.374822   252.5228         0.000000        0  100
## 6      0.056903 -0.004756    0.403548   252.5228         0.043982        1  100
## 7      0.056903 -0.004973    0.387682   252.5228         0.043982        1  100
## 8      0.056904 -0.004153    0.376831   252.5228         0.000000        0  100
## 9      0.056904 -0.003439    0.375227   252.5228         0.000000        0  100
## 10     0.056905 -0.003645    0.372509   252.5228         0.000000        0  100
## 11     0.056905 -0.003644    0.369992   252.5228         0.000000        0  100
## 12     0.056906 -0.003411    0.367406   252.5228         0.000000        0  100
## 13     0.056906 -0.003479    0.364251   252.5228         0.000000        0  100
## 14     0.056907 -0.003383    0.360965   252.5228         0.000000        0  100
## 15     0.056907 -0.002887    0.363515   252.5228         0.043982        1  100
## 16     0.056907 -0.002491    0.363471   252.5228         0.043982        1  100
## 17     0.056908 -0.002457    0.363397   252.5228         0.043982        1  100
## 18     0.056908 -0.002585    0.363342   252.5228         0.043982        1  100
## 19     0.056908 -0.002226    0.363717   252.5228         0.043982        1  100
## 20     0.056908 -0.002235    0.360998   252.5228         0.000000        0  100
## 21     0.056908 -0.002164    0.358463   252.5228         0.000000        0  100
## 22     0.056909 -0.002364    0.355505   252.5228         0.000000        0  100
## 23     0.056909 -0.002967    0.363572   252.5228         0.043982        1  100
## 24     0.056909 -0.003570    0.361543   252.5228         0.000000        0  100
## 25     0.056909 -0.003686    0.376831   252.5228         0.043982        1  100
## 26     0.053459 -0.004346    0.376831   252.5228         0.043982        1  100
## 27  1177.115243 -0.003554    0.376831   252.5228         0.043982        1  100
## 28   426.559384 -0.002681    0.376831   252.5228         0.043982        1  100
## 29   297.814841 -0.002527    0.376831   252.5228         0.043982        1  100
## 30   203.286895 -0.002646    0.374185   252.5228         0.000000        0  100
## 31   151.528720 -0.003034    0.376831   252.5228         0.043982        1  100
## 32   119.163978 -0.002361    0.376831   252.5228         0.043982        1  100
## 33    97.060520 -0.002572    0.372720   252.5228         0.000000        0  100
## 34    81.596375 -0.003085    0.369520   252.5228         0.000000        0  100
## 35    70.209007 -0.003308    0.365368   252.5228         0.000000        0  100
## 36    61.526692 -0.004109    0.362068   252.5228         0.000000        0  100
## 37    54.694799 -0.004188    0.397374   252.5228         0.043982        1  100
## 38    49.183015 -0.003643    0.387274   252.5228         0.043982        1  100
## 39    44.645376 -0.003302    0.376831   252.5228         0.000000        0  100
## 40    40.854247 -0.003439    0.373224   252.5228         0.000000        0  100
## 41    37.632708 -0.003632    0.370749   252.5228         0.000000        0  100
## 42    34.859698 -0.003848    0.432905   252.5228         0.043982        1  100
## 43    32.470707 -0.004207    0.376831   252.5228         0.043982        1  100
## 44    30.351785 -0.003512    0.373728   252.5228         0.000000        0  100
## 45    28.493316 -0.002995    0.371434   252.5228         0.000000        0  100
## 46    26.835568 -0.003406    0.367670   252.5228         0.000000        0  100
## 47    25.351163 -0.003688    0.383082   252.5228         0.043982        1  100
## 48    24.020766 -0.003028    0.375433   252.5228         0.000000        0  100
## 49    22.811557 -0.003040    0.371900   252.5228         0.000000        0  100
## 50    21.711101 -0.003226    0.376831   252.5228         0.043982        1  100
## 51    20.706467 -0.003289    0.373368   252.5228         0.000000        0  100
## 52    19.784468 -0.003663    0.380799   252.5228         0.043982        1  100
## 53    18.935324 -0.003904    0.376831   252.5228         0.043982        1  100
## 54    18.155128 -0.003737    0.373451   252.5228         0.000000        0  100
## 55    17.427540 -0.003962    0.369998   252.5228         0.000000        0  100
## 56    16.756945 -0.004439    0.376831   252.5228         0.043982        1  100
## 57    16.130212 -0.005321    0.376831   252.5228         0.043982        1  100
## 58    15.539043 -0.005364    0.428137   252.5228         0.043982        1  100
## 59    14.993938 -0.004708    0.418683   252.5228         0.043982        1  100
## 60    14.479526 -0.005265    0.396389   252.5228         0.000000        0  100
## 61    13.996868 -0.006248    0.423033   252.5228         0.043982        1  100
## 62    13.544088 -0.005462    0.398472   252.5228         0.000000        0  100
## 63    13.114481 -0.005386    0.434928   252.5228         0.043982        1  100
## 64    12.710606 -0.005182    0.419640   252.5228         0.043982        1  100
## 65    12.328640 -0.005684    0.407862   252.5228         0.043982        1  100
## 66    11.966278 -0.006144    0.405920   252.5228         0.043982        1  100
## 67    11.621478 -0.006714    0.376831   252.5228         0.043982        1  100
## 68    11.296802 -0.007366    0.373917   252.5228         0.000000        0  100
## 69    10.984645 -0.007174    0.370792   252.5228         0.000000        0  100
## 70    10.688829 -0.007358    0.372164   252.5228         0.043982        1  100
## 71    10.408619 -0.006572    0.420789   252.5228         0.043982        1  100
## 72    10.136058 -0.006010    0.418346   252.5228         0.043982        1  100
## 73     9.879102 -0.005782    0.395864   252.5228         0.000000        0  100
## 74     9.634016 -0.005678    0.376831   252.5228         0.043982        1  100
## 75     9.398308 -0.005769    0.376831   252.5228         0.043982        1  100
## 76     9.171670 -0.005144    0.373404   252.5228         0.000000        0  100
## 77     8.954736 -0.005295    0.368708   252.5228         0.000000        0  100
## 78     8.748048 -0.005452    0.363533   252.5228         0.000000        0  100
## 79     8.547573 -0.005793    0.359414   252.5228         0.000000        0  100
## 80     8.355824 -0.005079    0.435254   252.5228         0.043982        1  100
## 81     8.171575 -0.004326    0.413547   252.5228         0.043982        1  100
## 82     7.994558 -0.003822    0.394069   252.5228         0.000000        0  100
## 83     7.822816 -0.003998    0.378090   252.5228         0.000000        0  100
## 84     7.657050 -0.004612    0.373991   252.5228         0.000000        0  100
## 85     7.497912 -0.004559    0.386998   252.5228         0.043982        1  100
## 86     7.344336 -0.003921    0.429476   252.5228         0.043982        1  100
## 87     7.195369 -0.003793    0.402020   252.5228         0.000000        0  100
## 88     7.052455 -0.003405    0.385452   252.5228         0.000000        0  100
## 89     6.913019 -0.004165    0.374688   252.5228         0.000000        0  100
## 90     6.777781 -0.005115    0.369600   252.5228         0.000000        0  100
## 91     6.648155 -0.005496    0.411717   252.5228         0.043982        1  100
## 92     6.522432 -0.005688    0.389622   252.5228         0.000000        0  100
## 93     6.399768 -0.005407    0.434398   252.5228         0.043982        1  100
## 94     6.282317 -0.004998    0.434749   252.5228         0.043982        1  100
## 95     6.166983 -0.003834    0.409919   252.5228         0.043982        1  100
## 96     6.055915 -0.003919    0.390007   252.5228         0.000000        0  100
## 97     5.948264 -0.004222    0.376831   252.5228         0.000000        0  100
## 98     5.842533 -0.004283    0.433573   252.5228         0.043982        1  100
## 99     5.735759 -0.004589    0.430997   252.5228         0.043982        1  100
## 100    5.631896 -0.004045    0.403260   252.5228         0.000000        0  100
## 101    5.531536 -0.004295    0.385594   252.5228         0.000000        0  100
## 102    5.433902 -0.005787    0.375557   252.5228         0.000000        0  100
## 103    5.339571 -0.005882    0.399792   252.5228         0.043982        1  100
## 104    5.247130 -0.004993    0.382098   252.5228         0.000000        0  100
## 105    5.157836 -0.004915    0.372206   252.5228         0.000000        0  100
## 106    5.072241 -0.006016    0.366408   252.5228         0.000000        0  100
## 107    4.988327 -0.006967    0.360807   252.5228         0.000000        0  100
## 108    4.906723 -0.007094    0.356316   252.5228         0.000000        0  100
## 109    4.827987 -0.005496    0.387610   252.5228         0.043982        1  100
## 110    4.750803 -0.005269    0.376266   252.5228         0.000000        0  100
## 111    4.676354 -0.005720    0.408232   252.5228         0.043982        1  100
## 112    4.604564 -0.005209    0.415381   252.5228         0.043982        1  100
## 113    4.532957 -0.004767    0.393063   252.5228         0.000000        0  100
## 114    4.464523 -0.004788    0.396270   252.5228         0.043982        1  100
## 115    4.398578 -0.005309    0.379748   252.5228         0.000000        0  100
## 116    4.332708 -0.005267    0.371540   252.5228         0.000000        0  100
## 117    4.269835 -0.006349    0.365646   252.5228         0.000000        0  100
## 118    4.208147 -0.006663    0.360637   252.5228         0.000000        0  100
## 119    4.148191 -0.006898    0.357013   252.5228         0.000000        0  100
## 120    4.089362 -0.005611    0.376831   252.5228         0.043982        1  100
## 121    4.032760 -0.004427    0.375035   252.5228         0.000000        0  100
## 122    3.997684 -0.005121    0.367838   252.5228         0.000000        0  100
## 123    3.962534 -0.007438    0.360529   252.5228         0.000000        0  100
## 124    3.927330 -0.005537    0.355210   252.5228         0.000000        0  100
## 125    3.893736 -0.005692    0.348437   252.5228         0.000000        0  100
## 126    3.859158 -0.006116    0.343707   252.5228         0.000000        0  100
## 127    3.825097 -0.005683    0.376831   252.5228         0.043982        1  100
## 128    3.792100 -0.005655    0.376831   252.5228         0.043982        1  100
## 129    3.758535 -0.006013    0.411154   252.5228         0.043982        1  100
## 130    3.724419 -0.006231    0.390927   252.5228         0.000000        0  100
## 131    3.691931 -0.005905    0.434494   252.5228         0.043982        1  100
## 132    3.659441 -0.006267    0.403298   252.5228         0.000000        0  100
## 133    3.627493 -0.006850    0.383671   252.5228         0.000000        0  100
## 134    3.595026 -0.005985    0.373161   252.5228         0.000000        0  100
## 135    3.562588 -0.006826    0.366056   252.5228         0.000000        0  100
## 136    3.531768 -0.008005    0.358656   252.5228         0.000000        0  100
## 137    3.500446 -0.008586    0.352208   252.5228         0.000000        0  100
## 138    3.470208 -0.008933    0.345367   252.5228         0.000000        0  100
## 139    3.439480 -0.009424    0.338101   252.5228         0.000000        0  100
## 140    3.408517 -0.405041    0.332905   252.5228         0.000000        0  100
## 141    3.379679 -0.060837    0.348774   252.5228         0.043982        1  100
## 142    3.348822  0.358356    0.432698   252.5228         0.043982        1  100
## 143    3.320086  0.674100    0.425362   252.5228         0.043982        1  100
## 144    3.289867  1.124618    0.402726   252.5228         0.043982        1  100
## 145    3.262264  1.498474    0.389629   252.5228         0.043982        1  100
## 146    3.232177  1.813152    0.365605   252.5228         0.000000        0  100
## 147    3.205197  2.008739    0.346087   252.5228         0.000000        0  100
## 148    3.176758  2.234662    0.325258   252.5228         0.000000        0  100
## 149    3.149388  2.429589    0.304316   252.5228         0.000000        0  100
## 150    3.122080  3.160930    0.373071   252.5228         0.043982        1  100
##          pet      lai baseflow streamflow     pcp recharge  Kdowndirpch
## 1   0.000000 0.000000        0          0   0.254 0.000183   264.887316
## 2   0.000000 0.000000        0          0   0.762 0.000550   288.695192
## 3   0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 4   0.000000 0.000000        0          0  32.766 0.023682     3.298442
## 5   0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 6   0.000000 0.000000        0          0   6.096 0.004379   246.991923
## 7   0.000000 0.000000        0          0  23.114 0.016728   404.174570
## 8   0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 9   0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 10  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 11  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 12  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 13  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 14  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 15  0.000000 0.000000        0          0   0.762 0.000280     0.000000
## 16  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 17  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 18  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 19  0.000000 0.000000        0          0   0.000 0.000041     0.000000
## 20  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 21  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 22  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 23  0.000000 0.000000        0          0   1.270 0.000886   209.066910
## 24  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 25  0.000000 0.000000        0          0   2.540 0.001805     1.817753
## 26  0.000000 0.000000        0          0  84.328 0.061034    15.707690
## 27  0.000000 0.000000        0          0  35.306 0.025552  2030.129407
## 28  0.000000 0.000000        0          0   0.762 0.000433     0.000000
## 29  0.000000 0.000000        0          0   0.000 0.000055     0.000000
## 30  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 31  0.000000 0.000000        0          0   1.016 0.000702     0.000000
## 32  0.000000 0.000000        0          0   0.254 0.000181     0.000000
## 33  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 34  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 35  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 36  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 37  0.000000 0.000000        0          0  27.432 0.019822     8.425679
## 38  0.000000 0.000000        0          0   0.508 0.000366  1685.752949
## 39  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 40  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 41  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 42  0.000000 0.000000        0          0  14.986 0.010813    85.809560
## 43  0.000000 0.000000        0          0  27.686 0.020037     6.021164
## 44  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 45  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 46  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 47  0.000000 0.000000        0          0   3.302 0.002357   656.111028
## 48  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 49  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 50  0.000000 0.000000        0          0  36.830 0.026621     0.000000
## 51  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 52  0.000000 0.000000        0          0   2.032 0.001438  1010.080731
## 53  0.000000 0.000000        0          0  49.276 0.035664   581.895981
## 54  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 55  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 56  0.000000 0.000000        0          0  83.058 0.060082   341.632640
## 57  0.000000 0.000000        0          0 107.950 0.078130     4.116399
## 58  0.000000 0.000000        0          0  11.938 0.008639    78.704646
## 59  0.000000 0.000000        0          0   3.302 0.002389   195.217459
## 60  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 61  0.000000 0.000000        0          0   8.382 0.006034   642.811230
## 62  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 63  0.000000 0.000000        0          0  13.462 0.009710   532.278269
## 64  0.000000 0.000000        0          0   2.794 0.002021  2922.648588
## 65  0.000000 0.000000        0          0   1.778 0.001286   738.723134
## 66  0.000000 0.000000        0          0   2.794 0.002021    24.731299
## 67  0.000000 0.000000        0          0  38.608 0.027942     9.320605
## 68  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 69  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 70  0.000000 0.000000        0          0   0.254 0.000151   559.180807
## 71  0.000000 0.000000        0          0  10.414 0.007536   832.218885
## 72  0.000000 0.000000        0          0   4.064 0.002940  1072.299497
## 73  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 74  0.000000 0.000000        0          0  32.004 0.023131   339.034514
## 75  0.000000 0.000000        0          0  34.036 0.024633   690.476509
## 76  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 77  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 78  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 79  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 80  0.000000 0.000000        0          0  19.304 0.013939   245.852125
## 81  0.000000 0.000000        0          0   1.270 0.000917     0.000000
## 82  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 83  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 84  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 85  0.000000 0.000000        0          0   3.048 0.002173   343.825748
## 86  0.000000 0.000000        0          0  11.684 0.008453     0.000000
## 87  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 88  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 89  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 90  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 91  0.000000 0.000000        0          0   8.636 0.006217  4993.002035
## 92  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 93  0.000000 0.000000        0          0  17.018 0.012284   613.015831
## 94  0.000000 0.000000        0          0   8.890 0.006433  9206.996855
## 95  0.000000 0.000000        0          0   0.508 0.000365     0.000000
## 96  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 97  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 98  0.000000 0.000000        0          0  14.478 0.010446   670.541110
## 99  0.000000 0.000000        0          0   6.604 0.004779  4021.754645
## 100 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 101 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 102 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 103 0.000000 0.000000        0          0  25.146 0.018167   885.475412
## 104 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 105 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 106 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 107 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 108 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 109 0.000000 0.000000        0          0   5.842 0.004195 10167.367025
## 110 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 111 0.000000 0.000000        0          0   6.858 0.004931  2781.546623
## 112 0.000000 0.000000        0          0  19.558 0.014154  5060.577559
## 113 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 114 0.000000 0.000000        0          0   2.794 0.001989  1280.712041
## 115 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 116 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 117 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 118 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 119 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 120 0.000000 0.000000        0          0  64.770 0.046846  6973.575323
## 121 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 122 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 123 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 124 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 125 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 126 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 127 0.000000 0.000000        0          0   5.334 0.003828   149.136717
## 128 0.000000 0.000000        0          0 113.284 0.081991   129.311293
## 129 0.000000 0.000000        0          0  23.622 0.017096   404.816602
## 130 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 131 0.000000 0.000000        0          0  16.764 0.012100  2077.840987
## 132 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 133 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 134 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 135 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 136 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 137 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 138 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 139 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 140 0.169576 0.086011        0          0   0.000 0.000000     0.000000
## 141 0.000000 0.171722        0          0   2.540 0.001743  3211.331228
## 142 0.000000 0.256847        0          0  18.288 0.013142  5481.587428
## 143 0.000000 0.340738        0          0   4.826 0.003368  3045.192628
## 144 0.000000 0.423673        0          0   0.254 0.000029  5098.396328
## 145 0.000000 0.505175        0          0   0.508 0.000184  5771.133816
## 146 2.156175 0.584993        0          0   0.000 0.000000     0.000000
## 147 2.621056 0.662885        0          0   0.000 0.000000     0.000000
## 148 3.011006 0.738623        0          0   0.000 0.000000     0.000000
## 149 3.233693 0.811992        0          0   0.000 0.000000     0.000000
## 150 0.000000 0.882791        0          0  10.922 0.007553  1566.815704
##     Kdowndiffpch   Kupdirpch  Kupdifpch Luppch Kdowndirsubcan Kdowndifsubcan
## 1      1580.1090   46.929311  286.39732      0     264.887316      1580.1090
## 2      1629.4969   51.150149  295.49385      0     288.695192      1629.4969
## 3       745.3644  131.854018  426.20345      0     744.193748      2335.2607
## 4       189.1126    0.584408   34.04461      0       3.298442       189.1126
## 5       196.2993    5.795666  107.58185      0      32.711162       596.5787
## 6      1525.5836   43.761289  276.45801      0     246.991923      1525.5836
## 7      1868.2581   71.610439  339.39459      0     404.174570      1868.2581
## 8       736.9729  127.119034  420.88120      0     717.469152      2306.8984
## 9       261.2759   10.513804  143.64357      0      59.340680       795.8351
## 10      561.1618   59.352624  314.44130      0     334.990565      1732.7082
## 11      462.8216   37.149363  257.43498      0     209.673732      1421.5405
## 12      550.4049   56.525965  308.14151      0     319.036690      1698.4175
## 13      701.6991  109.210718  398.83062      0     616.393300      2188.9480
## 14      761.6022  141.632061  436.60147      0     799.381736      2390.5354
## 15        0.0000   13.233059  160.31159      0      74.688353       887.7936
## 16        0.0000   37.770779  260.62896      0     213.192994      1439.2082
## 17        0.0000  258.774778  523.71869      0    1460.625664      2845.0204
## 18        0.0000   33.698372  247.80682      0     190.206738      1368.9724
## 19        0.0000   54.731944  305.71267      0     308.928417      1685.4840
## 20      883.7030  251.923229  520.41691      0    1421.952849      2828.4251
## 21      836.8598  194.192371  485.73020      0    1096.097397      2650.4238
## 22      817.2288  176.640139  472.25643      0     997.025759      2580.0287
## 23     1454.7465   37.035824  263.36499      0     209.066910      1454.7465
## 24      231.1553    7.758044  126.80790      0      43.794092       702.9979
## 25      142.6660    0.322012   25.67730      0       1.817753       142.6660
## 26      424.3387    2.782589   76.45636      0      15.707690       424.3387
## 27     3097.3727  359.633745  573.52975      0    2030.129407      3097.3727
## 28        0.0000   24.130441  217.14321      0     136.216133      1201.0533
## 29        0.0000  130.419297  437.13703      0     736.215815      2397.1546
## 30      738.5575  116.216649  419.57651      0     656.041988      2303.1261
## 31        0.0000   94.335171  396.08048      0     532.574431      2178.3896
## 32        0.0000  162.868220  481.27332      0     919.481552      2634.9022
## 33      928.5298  649.444074  605.39179      0    3666.472465      3203.5104
## 34      755.0174  116.202484  428.25319      0     656.027556      2351.7911
## 35      949.2533  275.683729  558.56476      0    1556.387750      3036.4399
## 36      598.7274   62.053630  334.92698      0     350.327204      1846.4739
## 37      315.9768    1.492445   56.90459      0       8.425679       315.9768
## 38     3086.7584  298.598250  568.64442      0    1685.752949      3086.7584
## 39      971.1652  246.737224  564.89415      0    1393.221956      3080.5852
## 40      957.8506  232.124631  555.45331      0    1310.710753      3031.6438
## 41      523.4100   41.873801  290.68890      0     236.443849      1605.8711
## 42     1011.2662   15.196726  182.56842      0      85.809560      1011.2662
## 43      272.8282    1.066338   49.12259      0       6.021164       272.8282
## 44      837.1185  143.290522  476.44252      0     809.101678      2613.9393
## 45      726.0370   94.789971  408.76714      0     535.239341      2249.4719
## 46     1009.4123  301.351623  593.92279      0    1701.606639      3228.7216
## 47     2493.7774  116.177434  453.50601      0     656.111028      2493.7774
## 48     1001.3145  242.113780  579.57384      0    1367.335418      3164.9295
## 49     1094.8622  426.645914  657.50685      0    2409.479007      3554.6695
## 50        0.0000   31.787800  263.12082      0     179.521319      1455.2697
## 51     1022.3236  265.495275  594.42285      0    1499.382205      3241.9662
## 52     2894.2482  178.854771  528.20079      0    1010.080731      2894.2482
## 53     2384.1551  103.036192  433.22987      0     581.895981      2384.1551
## 54      913.9965  172.484739  521.90565      0     974.106029      2860.7537
## 55      976.7884  191.627488  558.08116      0    1082.369568      3058.5600
## 56     1980.8229   60.484151  358.80531      0     341.632640      1980.8229
## 57      235.7317    0.728786   42.43327      0       4.116399       235.7317
## 58     1018.7959   13.934218  183.83524      0      78.704646      1018.7959
## 59     1552.1054   34.562161  280.61796      0     195.217459      1552.1054
## 60      640.8394   59.651122  356.69182      0     336.927440      1969.2646
## 61     2551.2226  113.806139  463.60936      0     642.811230      2551.2226
## 62      886.7401  140.855765  501.89886      0     795.595636      2757.8776
## 63     2470.0880   94.219283  448.05679      0     532.278269      2470.0880
## 64     4041.1227  517.341909  747.44726      0    2922.648588      4041.1227
## 65     2800.9021  130.762363  509.01374      0     738.723134      2800.9021
## 66      600.5451    4.377720  108.19924      0      24.731299       600.5451
## 67      368.7848    1.649853   66.40215      0       9.320605       368.7848
## 68      674.6131   61.372536  374.95041      0     346.715302      2070.9162
## 69      769.9858   85.142248  430.03401      0     480.998867      2371.8971
## 70     2518.6527   98.981337  456.98157      0     559.180807      2518.6527
## 71     3166.8358  147.288744  575.27909      0     832.218885      3166.8358
## 72     3482.0748  189.778974  633.60860      0    1072.299497      3482.0748
## 73     1088.5627  174.887254  614.57510      0     988.157490      3379.4274
## 74     2177.8079   60.003406  394.03628      0     339.034514      2177.8079
## 75     2916.4799  122.202728  529.28612      0     690.476509      2916.4799
## 76     1242.0739  271.204381  710.73623      0    1532.373767      3893.5418
## 77     1459.5665  637.117403  877.37341      0    3599.875452      4742.1472
## 78     1459.6903  765.592260  894.46072      0    4325.791089      4809.8317
## 79     1422.9170  383.708173  822.12788      0    2168.343949      4491.7228
## 80     1928.1727   43.505768  348.44350      0     245.852125      1928.1727
## 81        0.0000  276.207591  742.83947      0    1560.855624      4072.9913
## 82      832.5202   82.155105  462.80702      0     464.260440      2556.0231
## 83     1463.4066 1160.241418  943.43085      0    6556.551664      5006.7605
## 84     1061.4664  151.235350  596.02565      0     854.634536      3282.4511
## 85     2242.2068   60.843092  405.57150      0     343.825748      2242.2068
## 86        0.0000  165.364501  617.15985      0     934.478702      3397.0433
## 87     1655.5382  749.458243  992.14808      0    4235.701716      5366.9143
## 88     1525.9617  425.676527  881.69809      0    2405.789534      4817.1432
## 89     1404.4459 1530.305388  952.32362      0    8648.803611      4990.5642
## 90     1657.4993  782.343728  997.28147      0    4421.560112      5388.9264
## 91     5428.6122  883.453742 1008.02933      0    4993.002035      5428.6122
## 92     1638.1761  987.447583 1012.15495      0    5580.742438      5430.9108
## 93     2970.6714  108.466034  538.23336      0     613.015831      2970.6714
## 94     4849.6220 1629.071202  930.49660      0    9206.996855      4849.6220
## 95        0.0000   84.025379  496.72740      0     474.932820      2745.2895
## 96     1751.5691  850.237852 1053.56687      0    4805.760635      5693.5382
## 97     1730.0289 1052.190569 1066.08110      0    5947.248763      5724.2621
## 98     3177.8967  118.632507  575.74179      0     670.541110      3177.8967
## 99     5582.9548  711.531075 1028.87592      0    4021.754645      5582.9548
## 100    1600.1973  437.269768  921.80744      0    2471.559967      5040.4852
## 101    1652.6881  507.362120  958.73029      0    2867.739772      5232.2675
## 102    1743.0058  745.400018 1036.34300      0    4213.190527      5617.9517
## 103    3657.8555  156.645191  663.23706      0     885.475412      3657.8555
## 104    1828.9891 1048.629235 1115.84054      0    5927.634293      6007.3255
## 105    1744.2247 1350.745958 1104.98590      0    7635.423265      5890.5251
## 106    1754.1151 1230.586033 1096.36046      0    6956.189782      5865.0279
## 107    1808.9198  975.030538 1096.36271      0    5511.599583      5912.7959
## 108    1717.0944  537.614331  995.51505      0    3038.997041      5433.8941
## 109    5271.0102 1798.659934 1008.60427      0   10167.367025      5271.0102
## 110    1410.2088 1889.771312  986.31540      0   10682.396465      5130.0740
## 111    5488.7266  492.033190 1003.41192      0    2781.546623      5488.7266
## 112    6122.2339  895.175403 1130.56203      0    5060.577559      6122.2339
## 113    1860.0873 1200.079323 1146.71698      0    6784.250853      6156.5625
## 114    4284.6934  226.547643  778.14185      0    1280.712041      4284.6934
## 115    1894.8587  954.281927 1137.72246      0    5394.716712      6151.2855
## 116    1799.2357 1390.024466 1135.20597      0    7858.042790      6058.0064
## 117    1807.2613 1368.834671 1137.16225      0    7738.253302      6072.7377
## 118    1892.8334  875.738933 1127.71149      0    4950.699916      6109.9236
## 119    1698.3496  395.639338  966.51171      0    2236.759629      5302.8495
## 120    6400.6534 1233.490040 1190.75182      0    6973.575323      6400.6534
## 121    1272.2901  168.623404  709.89739      0     953.317798      3916.5766
## 122     935.6908 2837.111437  822.53724      0   16039.700089      4068.8197
## 123    1555.7928 2045.650923 1071.78596      0   11565.152803      5595.0384
## 124    1841.8394 1527.639012 1169.82732      0    8636.555926      6232.0838
## 125    1322.9337 2370.737441  981.27613      0   13403.039813      5034.1288
## 126    1971.4905  960.821806 1177.49566      0    5432.036758      6375.3877
## 127    1753.7846   26.377942  316.29374      0     149.136717      1753.7846
## 128    1637.4869   22.871402  295.26459      0     129.311293      1637.4869
## 129    2796.3250   71.600269  505.23864      0     404.816602      2796.3250
## 130    1863.7976  456.145541 1062.01408      0    2578.974785      5824.7710
## 131    5432.2112  367.509565  988.62991      0    2077.840987      5432.2112
## 132    2133.9102 1461.337226 1317.68977      0    8262.169687      7071.4529
## 133    2139.5681 1436.908780 1318.11653      0    8124.055117      7078.0708
## 134    2083.8634 1633.522187 1309.15831      0    9235.676241      6994.0998
## 135    1848.7280 2278.567323 1248.10311      0   12883.069119      6547.7259
## 136    1888.1570 2124.791519 1253.07731      0   12013.617383      6601.7561
## 137    2142.2757 1504.903745 1324.83723      0    8508.758448      7107.0196
## 138    2080.5021 1704.548078 1312.62929      0    9637.551842      7004.9071
## 139    1998.5959 1904.155117 1289.47948      0   10766.134376      6841.9720
## 140    1565.0269  445.872384 1057.33104      0    2386.682273      4905.4571
## 141    4836.2881  633.565094 1172.22773      0    3211.331228      4836.2881
## 142    4840.9559 1141.671314 1311.41948      0    5481.587428      4840.9559
## 143    4185.9125  666.322376 1217.53094      0    3045.192628      4185.9125
## 144    4235.4547 1174.909233 1355.56269      0    5098.396328      4235.4547
## 145    3941.0153 1399.407038 1370.81567      0    5771.133816      3941.0153
## 146    1128.8488 1373.994892 1370.10697      0    3612.465652      3675.0913
## 147    1047.3655 1450.512174 1371.52862      0    3648.618040      3431.6443
## 148     973.2273 1527.774398 1370.88986      0    3681.170065      3210.1171
## 149     927.3414 1424.914957 1371.28840      0    3293.210652      3043.0018
## 150    2683.4030  705.747664 1235.44183      0    1566.815704      2683.4030
##     Ldownsubcan    Kstarcan Kstardirsno Kstardiffsno Lstarcanopy Lstarsnow
## 1             0   39.490229     0.00000       0.0000           0         0
## 2             0   41.783874     0.00000       0.0000           0         0
## 3             0   82.871174     0.00000       0.0000           0         0
## 4             0    1.163898     0.00000       0.0000           0         0
## 5             0   11.484859     0.00000       0.0000           0         0
## 6             0   37.645491     0.00000       0.0000           0         0
## 7             0   52.246395     0.00000       0.0000           0         0
## 8             0   80.967142     0.00000       0.0000           0         0
## 9             0   18.382711     0.00000       0.0000           0         0
## 10            0   50.466801     0.00000       0.0000           0         0
## 11            0   38.097113     0.00000       0.0000           0         0
## 12            0   48.994859     0.00000       0.0000           0         0
## 13            0   73.559567     0.00000       0.0000           0         0
## 14            0   86.739470     0.00000       0.0000           0         0
## 15            0   10.981525    11.20325     133.1690           0         0
## 16            0   38.530697    42.85179     289.2808           0         0
## 17            0  128.483582   328.77783     640.3965           0         0
## 18            0   36.016909    46.38483     333.8449           0         0
## 19            0   48.107086    80.24800     437.8254           0         0
## 20            0  126.216126     0.00000       0.0000           0         0
## 21            0  106.373395     0.00000       0.0000           0         0
## 22            0  100.026126     0.00000       0.0000           0         0
## 23            0   34.081177     0.00000       0.0000           0         0
## 24            0   15.748311     0.00000       0.0000           0         0
## 25            0    0.974880     0.00000       0.0000           0         0
## 26            0    4.629600     0.00000       0.0000           0         0
## 27            0  156.063639     0.00000       0.0000           0         0
## 28            0   19.992062    20.43242     180.1580           0         0
## 29            0   82.782170   147.97938     481.8281           0         0
## 30            0   76.993163     0.00000       0.0000           0         0
## 31            0   63.675365    79.88617     326.7584           0         0
## 32            0   85.793327   137.92223     395.2353           0         0
## 33            0  240.753680     0.00000       0.0000           0         0
## 34            0   77.430164     0.00000       0.0000           0         0
## 35            0  134.580475     0.00000       0.0000           0         0
## 36            0   52.755698     0.00000       0.0000           0         0
## 37            0    2.161523     0.00000       0.0000           0         0
## 38            0  137.498169     0.00000       0.0000           0         0
## 39            0  125.437335     0.00000       0.0000           0         0
## 40            0  120.587051     0.00000       0.0000           0         0
## 41            0   42.207013     0.00000       0.0000           0         0
## 42            0   19.226031     0.00000       0.0000           0         0
## 43            0    1.860823     0.00000       0.0000           0         0
## 44            0   88.110756     0.00000       0.0000           0         0
## 45            0   68.779009     0.00000       0.0000           0         0
## 46            0  142.893430     0.00000       0.0000           0         0
## 47            0   73.947322     0.00000       0.0000           0         0
## 48            0  123.964862     0.00000       0.0000           0         0
## 49            0  179.383821     0.00000       0.0000           0         0
## 50            0   22.022516    26.92820     218.2904           0         0
## 51            0  131.520954     0.00000       0.0000           0         0
## 52            0   97.952093     0.00000       0.0000           0         0
## 53            0   68.430192     0.00000       0.0000           0         0
## 54            0  100.019120     0.00000       0.0000           0         0
## 55            0  107.419455     0.00000       0.0000           0         0
## 56            0   49.167706     0.00000       0.0000           0         0
## 57            0    1.288015     0.00000       0.0000           0         0
## 58            0   18.854912     0.00000       0.0000           0         0
## 59            0   34.341943     0.00000       0.0000           0         0
## 60            0   53.084658     0.00000       0.0000           0         0
## 61            0   73.663218     0.00000       0.0000           0         0
## 62            0   88.803021     0.00000       0.0000           0         0
## 63            0   66.183786     0.00000       0.0000           0         0
## 64            0  199.017565     0.00000       0.0000           0         0
## 65            0   81.431013     0.00000       0.0000           0         0
## 66            0    8.322212     0.00000       0.0000           0         0
## 67            0    3.193609     0.00000       0.0000           0         0
## 68            0   54.865161     0.00000       0.0000           0         0
## 69            0   66.436181     0.00000       0.0000           0         0
## 70            0   68.300337     0.00000       0.0000           0         0
## 71            0   91.157175     0.00000       0.0000           0         0
## 72            0  107.136799     0.00000       0.0000           0         0
## 73            0  106.035137     0.00000       0.0000           0         0
## 74            0   51.691666     0.00000       0.0000           0         0
## 75            0   80.462056     0.00000       0.0000           0         0
## 76            0  138.414633     0.00000       0.0000           0         0
## 77            0  240.091990     0.00000       0.0000           0         0
## 78            0  271.344151     0.00000       0.0000           0         0
## 79            0  173.004194     0.00000       0.0000           0         0
## 80            0   42.652751     0.00000       0.0000           0         0
## 81            0  130.802580   234.12834     610.9487           0         0
## 82            0   67.835155     0.00000       0.0000           0         0
## 83            0  357.497386     0.00000       0.0000           0         0
## 84            0   97.393392     0.00000       0.0000           0         0
## 85            0   52.617986     0.00000       0.0000           0         0
## 86            0   88.446371   140.17181     509.5565           0         0
## 87            0  266.486478     0.00000       0.0000           0         0
## 88            0  185.523434     0.00000       0.0000           0         0
## 89            0  428.863252     0.00000       0.0000           0         0
## 90            0  274.056293     0.00000       0.0000           0         0
## 91            0  292.458469     0.00000       0.0000           0         0
## 92            0  319.427808     0.00000       0.0000           0         0
## 93            0   76.598195     0.00000       0.0000           0         0
## 94            0  443.251193     0.00000       0.0000           0         0
## 95            0   60.757867    71.23992     411.7934           0         0
## 96            0  288.927874     0.00000       0.0000           0         0
## 97            0  332.028550     0.00000       0.0000           0         0
## 98            0   81.979640     0.00000       0.0000           0         0
## 99            0  253.240619     0.00000       0.0000           0         0
## 100           0  189.392348     0.00000       0.0000           0         0
## 101           0  207.849683     0.00000       0.0000           0         0
## 102           0  265.401550     0.00000       0.0000           0         0
## 103           0   98.335476     0.00000       0.0000           0         0
## 104           0  330.368935     0.00000       0.0000           0         0
## 105           0  389.865533     0.00000       0.0000           0         0
## 106           0  364.812415     0.00000       0.0000           0         0
## 107           0  313.499580     0.00000       0.0000           0         0
## 108           0  214.842024     0.00000       0.0000           0         0
## 109           0  465.105354     0.00000       0.0000           0         0
## 110           0  485.354280     0.00000       0.0000           0         0
## 111           0  199.569172     0.00000       0.0000           0         0
## 112           0  292.008902     0.00000       0.0000           0         0
## 113           0  357.698993     0.00000       0.0000           0         0
## 114           0  123.464648     0.00000       0.0000           0         0
## 115           0  308.689271     0.00000       0.0000           0         0
## 116           0  393.589952     0.00000       0.0000           0         0
## 117           0  389.658220     0.00000       0.0000           0         0
## 118           0  292.262203     0.00000       0.0000           0         0
## 119           0  179.246778     0.00000       0.0000           0         0
## 120           0  358.793957     0.00000       0.0000           0         0
## 121           0  108.390129     0.00000       0.0000           0         0
## 122           0  629.489427     0.00000       0.0000           0         0
## 123           0  505.284466     0.00000       0.0000           0         0
## 124           0  417.002829     0.00000       0.0000           0         0
## 125           0  557.574983     0.00000       0.0000           0         0
## 126           0  309.707879     0.00000       0.0000           0         0
## 127           0   34.529801     0.00000       0.0000           0         0
## 128           0   31.617487     0.00000       0.0000           0         0
## 129           0   63.266387     0.00000       0.0000           0         0
## 130           0  199.158737     0.00000       0.0000           0         0
## 131           0  170.390525     0.00000       0.0000           0         0
## 132           0  414.197063     0.00000       0.0000           0         0
## 133           0  409.684146     0.00000       0.0000           0         0
## 134           0  445.413474     0.00000       0.0000           0         0
## 135           0  553.670793     0.00000       0.0000           0         0
## 136           0  525.883274     0.00000       0.0000           0         0
## 137           0  419.420846     0.00000       0.0000           0         0
## 138           0  454.879464     0.00000       0.0000           0         0
## 139           0  489.156321     0.00000       0.0000           0         0
## 140           0  894.679343     0.00000       0.0000           0         0
## 141           0 1969.219718     0.00000       0.0000           0         0
## 142           0 3258.051625     0.00000       0.0000           0         0
## 143           0 3019.931224     0.00000       0.0000           0         0
## 144           0 4480.531107     0.00000       0.0000           0         0
## 145           0 5362.599155     0.00000       0.0000           0         0
## 146           0 4955.113129     0.00000       0.0000           0         0
## 147           0 5399.828758     0.00000       0.0000           0         0
## 148           0 5720.520809     0.00000       0.0000           0         0
## 149           0 5626.017842     0.00000       0.0000           0         0
## 150           0 5662.018694     0.00000       0.0000           0         0
##     Lstarsoil     wind windsnow windzone       ga gasnow trans_reduc_perc
## 1           0 0.659831        1        1 4.438761      0                1
## 2           0 0.659831        1        1 4.438761      0                1
## 3           0 0.659831        1        1 4.438761      0                1
## 4           0 0.659831        1        1 4.438761      0                1
## 5           0 0.659831        1        1 4.438761      0                1
## 6           0 0.659831        1        1 4.438761      0                1
## 7           0 0.659831        1        1 4.438761      0                1
## 8           0 0.659831        1        1 4.438761      0                1
## 9           0 0.659831        1        1 4.438761      0                1
## 10          0 0.659831        1        1 4.438761      0                1
## 11          0 0.659831        1        1 4.438761      0                1
## 12          0 0.659831        1        1 4.438761      0                1
## 13          0 0.659831        1        1 4.438761      0                1
## 14          0 0.659831        1        1 4.438761      0                1
## 15          0 0.000000        1        1 0.100000      0                1
## 16          0 0.000000        1        1 0.100000      0                1
## 17          0 0.000000        1        1 0.100000      0                1
## 18          0 0.000000        1        1 0.100000      0                1
## 19          0 0.000000        1        1 0.100000      0                1
## 20          0 0.659831        1        1 4.438761      0                1
## 21          0 0.659831        1        1 4.438761      0                1
## 22          0 0.659831        1        1 4.438761      0                1
## 23          0 0.659831        1        1 4.438761      0                1
## 24          0 0.659831        1        1 4.438761      0                1
## 25          0 0.659831        1        1 4.438761      0                1
## 26          0 0.659831        1        1 4.438761      0                1
## 27          0 0.659831        1        1 4.438761      0                1
## 28          0 0.000000        1        1 0.100000      0                1
## 29          0 0.000000        1        1 0.100000      0                1
## 30          0 0.659831        1        1 4.438761      0                1
## 31          0 0.000000        1        1 0.100000      0                1
## 32          0 0.000000        1        1 0.100000      0                1
## 33          0 0.659831        1        1 4.438761      0                1
## 34          0 0.659831        1        1 4.438761      0                1
## 35          0 0.659831        1        1 4.438761      0                1
## 36          0 0.659831        1        1 4.438761      0                1
## 37          0 0.659831        1        1 4.438761      0                1
## 38          0 0.659831        1        1 4.438761      0                1
## 39          0 0.659831        1        1 4.438761      0                1
## 40          0 0.659831        1        1 4.438761      0                1
## 41          0 0.659831        1        1 4.438761      0                1
## 42          0 0.659831        1        1 4.438761      0                1
## 43          0 0.659831        1        1 4.438761      0                1
## 44          0 0.659831        1        1 4.438761      0                1
## 45          0 0.659831        1        1 4.438761      0                1
## 46          0 0.659831        1        1 4.438761      0                1
## 47          0 0.659831        1        1 4.438761      0                1
## 48          0 0.659831        1        1 4.438761      0                1
## 49          0 0.659831        1        1 4.438761      0                1
## 50          0 0.000000        1        1 0.100000      0                1
## 51          0 0.659831        1        1 4.438761      0                1
## 52          0 0.659831        1        1 4.438761      0                1
## 53          0 0.659831        1        1 4.438761      0                1
## 54          0 0.659831        1        1 4.438761      0                1
## 55          0 0.659831        1        1 4.438761      0                1
## 56          0 0.659831        1        1 4.438761      0                1
## 57          0 0.659831        1        1 4.438761      0                1
## 58          0 0.659831        1        1 4.438761      0                1
## 59          0 0.659831        1        1 4.438761      0                1
## 60          0 0.659831        1        1 4.438761      0                1
## 61          0 0.659831        1        1 4.438761      0                1
## 62          0 0.659831        1        1 4.438761      0                1
## 63          0 0.659831        1        1 4.438761      0                1
## 64          0 0.659831        1        1 4.438761      0                1
## 65          0 0.659831        1        1 4.438761      0                1
## 66          0 0.659831        1        1 4.438761      0                1
## 67          0 0.659831        1        1 4.438761      0                1
## 68          0 0.659831        1        1 4.438761      0                1
## 69          0 0.659831        1        1 4.438761      0                1
## 70          0 0.659831        1        1 4.438761      0                1
## 71          0 0.659831        1        1 4.438761      0                1
## 72          0 0.659831        1        1 4.438761      0                1
## 73          0 0.659831        1        1 4.438761      0                1
## 74          0 0.659831        1        1 4.438761      0                1
## 75          0 0.659831        1        1 4.438761      0                1
## 76          0 0.659831        1        1 4.438761      0                1
## 77          0 0.659831        1        1 4.438761      0                1
## 78          0 0.659831        1        1 4.438761      0                1
## 79          0 0.659831        1        1 4.438761      0                1
## 80          0 0.659831        1        1 4.438761      0                1
## 81          0 0.000000        1        1 0.100000      0                1
## 82          0 0.659831        1        1 4.438761      0                1
## 83          0 0.659831        1        1 4.438761      0                1
## 84          0 0.659831        1        1 4.438761      0                1
## 85          0 0.659831        1        1 4.438761      0                1
## 86          0 0.000000        1        1 0.100000      0                1
## 87          0 0.659831        1        1 4.438761      0                1
## 88          0 0.659831        1        1 4.438761      0                1
## 89          0 0.659831        1        1 4.438761      0                1
## 90          0 0.659831        1        1 4.438761      0                1
## 91          0 0.659831        1        1 4.438761      0                1
## 92          0 0.659831        1        1 4.438761      0                1
## 93          0 0.659831        1        1 4.438761      0                1
## 94          0 0.659831        1        1 4.438761      0                1
## 95          0 0.000000        1        1 0.100000      0                1
## 96          0 0.659831        1        1 4.438761      0                1
## 97          0 0.659831        1        1 4.438761      0                1
## 98          0 0.659831        1        1 4.438761      0                1
## 99          0 0.659831        1        1 4.438761      0                1
## 100         0 0.659831        1        1 4.438761      0                1
## 101         0 0.659831        1        1 4.438761      0                1
## 102         0 0.659831        1        1 4.438761      0                1
## 103         0 0.659831        1        1 4.438761      0                1
## 104         0 0.659831        1        1 4.438761      0                1
## 105         0 0.659831        1        1 4.438761      0                1
## 106         0 0.659831        1        1 4.438761      0                1
## 107         0 0.659831        1        1 4.438761      0                1
## 108         0 0.659831        1        1 4.438761      0                1
## 109         0 0.659831        1        1 4.438761      0                1
## 110         0 0.659831        1        1 4.438761      0                1
## 111         0 0.659831        1        1 4.438761      0                1
## 112         0 0.659831        1        1 4.438761      0                1
## 113         0 0.659831        1        1 4.438761      0                1
## 114         0 0.659831        1        1 4.438761      0                1
## 115         0 0.659831        1        1 4.438761      0                1
## 116         0 0.659831        1        1 4.438761      0                1
## 117         0 0.659831        1        1 4.438761      0                1
## 118         0 0.659831        1        1 4.438761      0                1
## 119         0 0.659831        1        1 4.438761      0                1
## 120         0 0.659831        1        1 4.438761      0                1
## 121         0 0.659831        1        1 4.438761      0                1
## 122         0 0.659831        1        1 4.438761      0                1
## 123         0 0.659831        1        1 4.438761      0                1
## 124         0 0.659831        1        1 4.438761      0                1
## 125         0 0.659831        1        1 4.438761      0                1
## 126         0 0.659831        1        1 4.438761      0                1
## 127         0 0.659831        1        1 4.438761      0                1
## 128         0 0.659831        1        1 4.438761      0                1
## 129         0 0.659831        1        1 4.438761      0                1
## 130         0 0.659831        1        1 4.438761      0                1
## 131         0 0.659831        1        1 4.438761      0                1
## 132         0 0.659831        1        1 4.438761      0                1
## 133         0 0.659831        1        1 4.438761      0                1
## 134         0 0.659831        1        1 4.438761      0                1
## 135         0 0.659831        1        1 4.438761      0                1
## 136         0 0.659831        1        1 4.438761      0                1
## 137         0 0.659831        1        1 4.438761      0                1
## 138         0 0.659831        1        1 4.438761      0                1
## 139         0 0.659831        1        1 4.438761      0                1
## 140         0 0.659831        1        1 4.438761      0                1
## 141         0 0.659831        1        1 4.438761      0                1
## 142         0 0.659831        1        1 4.438761      0                1
## 143         0 0.659831        1        1 4.438761      0                1
## 144         0 0.659831        1        1 4.438761      0                1
## 145         0 0.659831        1        1 4.438761      0                1
## 146         0 0.659831        1        1 4.438761      0                1
## 147         0 0.659831        1        1 4.438761      0                1
## 148         0 0.659831        1        1 4.438761      0                1
## 149         0 0.659831        1        1 4.438761      0                1
## 150         0 0.659831        1        1 4.438761      0                1
##     pch_field_cap overland_flow   height ustar snow_albedo  Kstarsoil
## 1        1.594160        0.0000 9.060605     0    0.000000     0.0000
## 2        1.594180        0.0000 9.060605     0    0.000000     0.0000
## 3        1.594201        0.0000 9.060605     0    0.000000  2026.1447
## 4        1.594222        0.0000 9.060605     0    0.000000     0.0000
## 5        1.594243        0.0000 9.060605     0    0.000000   370.0616
## 6        1.594261        0.0000 9.060605     0    0.000000     0.0000
## 7        1.594280        0.0000 9.060605     0    0.000000     0.0000
## 8        1.594298        0.0000 9.060605     0    0.000000  1984.9579
## 9        1.594317        0.0000 9.060605     0    0.000000   508.3823
## 10       1.594335        0.0000 9.060605     0    0.000000  1299.7671
## 11       1.594353        0.0000 9.060605     0    0.000000  1005.2712
## 12       1.594372        0.0000 9.060605     0    0.000000  1265.3039
## 13       1.594390        0.0000 9.060605     0    0.000000  1823.1081
## 14       1.594409        0.0000 9.060605     0    0.000000  2109.3233
## 15       1.594427        0.0000 9.060605     0    0.850000     0.0000
## 16       1.594446        0.0000 9.060605     0    0.799000     0.0000
## 17       1.594464        0.0000 9.060605     0    0.774906     0.0000
## 18       1.594482        0.0000 9.060605     0    0.756135     0.0000
## 19       1.594501        0.0000 9.060605     0    0.740238     0.0000
## 20       1.594519        0.0000 9.060605     0    0.000000  2941.6372
## 21       1.594538        0.0000 9.060605     0    0.000000  2535.0093
## 22       1.594556        0.0000 9.060605     0    0.000000  2402.1201
## 23       1.594574        0.0000 9.060605     0    0.000000     0.0000
## 24       1.594593        0.0000 9.060605     0    0.000000   440.9575
## 25       1.594611        0.0000 9.060605     0    0.000000     0.0000
## 26       1.594628        0.0000 9.060605     0    0.000000     0.0000
## 27       0.393265      139.4779 9.060605     0    0.000000     0.0000
## 28       0.574426        0.0000 9.060605     0    0.850000     0.0000
## 29       0.692400        0.0000 9.060605     0    0.799000     0.0000
## 30       0.773489        0.0000 9.060605     0    0.000000  1924.6937
## 31       0.833627        0.0000 9.060605     0    0.850000     0.0000
## 32       0.880836        0.0000 9.060605     0    0.850000     0.0000
## 33       0.919197        0.0000 9.060605     0    0.000000  5254.4548
## 34       0.951397        0.0000 9.060605     0    0.000000  1952.0194
## 35       0.979073        0.0000 9.060605     0    0.000000  3184.2915
## 36       1.003309        0.0000 9.060605     0    0.000000  1378.3936
## 37       1.024842        0.0000 9.060605     0    0.000000     0.0000
## 38       1.044197        0.0000 9.060605     0    0.000000     0.0000
## 39       1.061763        0.0000 9.060605     0    0.000000  3055.2612
## 40       1.077834        0.0000 9.060605     0    0.000000  2950.2685
## 41       1.092636        0.0000 9.060605     0    0.000000  1134.6734
## 42       1.106346        0.0000 9.060605     0    0.000000     0.0000
## 43       1.119117        0.0000 9.060605     0    0.000000     0.0000
## 44       1.131053        0.0000 9.060605     0    0.000000  2243.6184
## 45       1.142258        0.0000 9.060605     0    0.000000  1780.2031
## 46       1.152812        0.0000 9.060605     0    0.000000  3427.8831
## 47       1.162781        0.0000 9.060605     0    0.000000     0.0000
## 48       1.172229        0.0000 9.060605     0    0.000000  3077.7240
## 49       1.181202        0.0000 9.060605     0    0.000000  4272.8714
## 50       1.189743        0.0000 9.060605     0    0.850000     0.0000
## 51       1.197888        0.0000 9.060605     0    0.000000  3244.8900
## 52       1.205672        0.0000 9.060605     0    0.000000     0.0000
## 53       1.213122        0.0000 9.060605     0    0.000000     0.0000
## 54       1.220266        0.0000 9.060605     0    0.000000  2537.3773
## 55       1.227124        0.0000 9.060605     0    0.000000  2750.0482
## 56       1.233719        0.0000 9.060605     0    0.000000     0.0000
## 57       1.240067        0.0000 9.060605     0    0.000000     0.0000
## 58       1.246183        0.0000 9.060605     0    0.000000     0.0000
## 59       1.252086        0.0000 9.060605     0    0.000000     0.0000
## 60       1.257787        0.0000 9.060605     0    0.000000  1434.7334
## 61       1.263299        0.0000 9.060605     0    0.000000     0.0000
## 62       1.268633        0.0000 9.060605     0    0.000000  2311.3858
## 63       1.273798        0.0000 9.060605     0    0.000000     0.0000
## 64       1.278805        0.0000 9.060605     0    0.000000     0.0000
## 65       1.283662        0.0000 9.060605     0    0.000000     0.0000
## 66       1.288377        0.0000 9.060605     0    0.000000     0.0000
## 67       1.292957        0.0000 9.060605     0    0.000000     0.0000
## 68       1.297409        0.0000 9.060605     0    0.000000  1501.2552
## 69       1.301739        0.0000 9.060605     0    0.000000  1797.6206
## 70       1.305953        0.0000 9.060605     0    0.000000     0.0000
## 71       1.310057        0.0000 9.060605     0    0.000000     0.0000
## 72       1.314053        0.0000 9.060605     0    0.000000     0.0000
## 73       1.317949        0.0000 9.060605     0    0.000000  2842.2637
## 74       1.321749        0.0000 9.060605     0    0.000000     0.0000
## 75       1.325457        0.0000 9.060605     0    0.000000     0.0000
## 76       1.329076        0.0000 9.060605     0    0.000000  3641.2501
## 77       1.332609        0.0000 9.060605     0    0.000000  6048.2538
## 78       1.336061        0.0000 9.060605     0    0.000000  6762.3702
## 79       1.339435        0.0000 9.060605     0    0.000000  4571.1431
## 80       1.342733        0.0000 9.060605     0    0.000000     0.0000
## 81       1.345959        0.0000 9.060605     0    0.850000     0.0000
## 82       1.349116        0.0000 9.060605     0    0.000000  1885.7350
## 83       1.352206        0.0000 9.060605     0    0.000000  8943.5744
## 84       1.355230        0.0000 9.060605     0    0.000000  2661.9107
## 85       1.358192        0.0000 9.060605     0    0.000000     0.0000
## 86       1.361094        0.0000 9.060605     0    0.850000     0.0000
## 87       1.363937        0.0000 9.060605     0    0.000000  6986.8162
## 88       1.366725        0.0000 9.060605     0    0.000000  4974.6778
## 89       1.369458        0.0000 9.060605     0    0.000000 10870.9851
## 90       1.372138        0.0000 9.060605     0    0.000000  7171.9386
## 91       1.374767        0.0000 9.060605     0    0.000000     0.0000
## 92       1.377347        0.0000 9.060605     0    0.000000  8272.3118
## 93       1.379879        0.0000 9.060605     0    0.000000     0.0000
## 94       1.382365        0.0000 9.060605     0    0.000000     0.0000
## 95       1.384806        0.0000 9.060605     0    0.850000     0.0000
## 96       1.387203        0.0000 9.060605     0    0.000000  7697.7999
## 97       1.389559        0.0000 9.060605     0    0.000000  8774.3309
## 98       1.391873        0.0000 9.060605     0    0.000000     0.0000
## 99       1.394144        0.0000 9.060605     0    0.000000     0.0000
## 100      1.396374        0.0000 9.060605     0    0.000000  5160.6434
## 101      1.398564        0.0000 9.060605     0    0.000000  5637.3184
## 102      1.400716        0.0000 9.060605     0    0.000000  7105.0222
## 103      1.402830        0.0000 9.060605     0    0.000000     0.0000
## 104      1.404908        0.0000 9.060605     0    0.000000  8912.4747
## 105      1.406950        0.0000 9.060605     0    0.000000 10429.1288
## 106      1.408958        0.0000 9.060605     0    0.000000  9784.9808
## 107      1.410929        0.0000 9.060605     0    0.000000  8473.0361
## 108      1.412865        0.0000 9.060605     0    0.000000  5908.5076
## 109      1.414765        0.0000 9.060605     0    0.000000     0.0000
## 110      1.416632        0.0000 9.060605     0    0.000000 12821.0146
## 111      1.418466        0.0000 9.060605     0    0.000000     0.0000
## 112      1.420269        0.0000 9.060605     0    0.000000     0.0000
## 113      1.422040        0.0000 9.060605     0    0.000000  9786.6448
## 114      1.423782        0.0000 9.060605     0    0.000000     0.0000
## 115      1.425496        0.0000 9.060605     0    0.000000  8496.5433
## 116      1.427182        0.0000 9.060605     0    0.000000 10725.2086
## 117      1.428840        0.0000 9.060605     0    0.000000 10622.6306
## 118      1.430473        0.0000 9.060605     0    0.000000  8061.7277
## 119      1.432080        0.0000 9.060605     0    0.000000  5087.2987
## 120      1.433662        0.0000 9.060605     0    0.000000     0.0000
## 121      1.434793        0.0000 9.060605     0    0.000000  3110.6149
## 122      1.435916        0.0000 9.060605     0    0.000000 17161.9770
## 123      1.437030        0.0000 9.060605     0    0.000000 13888.3793
## 124      1.438134        0.0000 9.060605     0    0.000000 11539.9364
## 125      1.439230        0.0000 9.060605     0    0.000000 15270.5180
## 126      1.440317        0.0000 9.060605     0    0.000000  8655.1915
## 127      1.441395        0.0000 9.060605     0    0.000000     0.0000
## 128      1.442465        0.0000 9.060605     0    0.000000     0.0000
## 129      1.443527        0.0000 9.060605     0    0.000000     0.0000
## 130      1.444579        0.0000 9.060605     0    0.000000  5699.5736
## 131      1.445623        0.0000 9.060605     0    0.000000     0.0000
## 132      1.446659        0.0000 9.060605     0    0.000000 11666.3501
## 133      1.447686        0.0000 9.060605     0    0.000000 11542.3452
## 134      1.448705        0.0000 9.060605     0    0.000000 12522.9350
## 135      1.449715        0.0000 9.060605     0    0.000000 15638.9875
## 136      1.450717        0.0000 9.060605     0    0.000000 14865.6791
## 137      1.451710        0.0000 9.060605     0    0.000000 11911.9246
## 138      1.452696        0.0000 9.060605     0    0.000000 12897.7110
## 139      1.453674        0.0000 9.060605     0    0.000000 13848.6999
## 140      1.454643        0.0000 9.060605     0    0.000000  4997.8985
## 141      1.455604        0.0000 9.060605     0    0.000000     0.0000
## 142      1.456558        0.0000 9.060605     0    0.000000     0.0000
## 143      1.457503        0.0000 9.060605     0    0.000000     0.0000
## 144      1.458440        0.0000 9.060605     0    0.000000     0.0000
## 145      1.459370        0.0000 9.060605     0    0.000000     0.0000
## 146      1.460292        0.0000 9.060605     0    0.000000  5429.9524
## 147      1.461206        0.0000 9.060605     0    0.000000  5324.8706
## 148      1.462113        0.0000 9.060605     0    0.000000  5228.9312
## 149      1.463012        0.0000 9.060605     0    0.000000  4775.2498
## 150      1.463904        0.0000 9.060605     0    0.000000     0.0000
##     Kdowndirsurf Kdowndifsurf exfil_unsat snow_Rnet  snow_QLE snow_QH
## 1     264.887316    1580.1090    0.000000  0.000000  0.000000       0
## 2     288.695192    1629.4969    0.000000  0.000000  0.000000       0
## 3     744.193748    2335.2607    0.000497  0.000000  0.000000       0
## 4       3.298442     189.1126    0.000000  0.000000  0.000000       0
## 5      32.711162     596.5787    0.000221  0.000000  0.000000       0
## 6     246.991923    1525.5836    0.000000  0.000000  0.000000       0
## 7     404.174570    1868.2581    0.000000  0.000000  0.000000       0
## 8     717.469152    2306.8984    0.000386  0.000000  0.000000       0
## 9      59.340680     795.8351    0.000176  0.000000  0.000000       0
## 10    334.990565    1732.7082    0.000299  0.000000  0.000000       0
## 11    209.673732    1421.5405    0.000276  0.000000  0.000000       0
## 12    319.036690    1698.4175    0.000284  0.000000  0.000000       0
## 13    616.393300    2188.9480    0.000347  0.000000  0.000000       0
## 14    799.381736    2390.5354    0.000361  0.000000  0.000000       0
## 15     74.688353     887.7936    0.000000  1.670976  0.000000       0
## 16    213.192994    1439.2082    0.000005  3.844128 -1.085544       0
## 17   1460.625664    2845.0204    0.000008 11.217296 -3.664276       0
## 18    190.206738    1368.9724    0.000006  4.400807 -1.612976       0
## 19    308.928417    1685.4840    0.000000  5.996220 -1.759129       0
## 20   1421.952849    2828.4251    0.000299  0.000000  0.000000       0
## 21   1096.097397    2650.4238    0.000279  0.000000  0.000000       0
## 22    997.025759    2580.0287    0.000325  0.000000  0.000000       0
## 23    209.066910    1454.7465    0.000000  0.000000  0.000000       0
## 24     43.794092     702.9979    0.000223  0.000000  0.000000       0
## 25      1.817753     142.6660    0.000000  0.000000  0.000000       0
## 26     15.707690     424.3387    0.000000  0.000000  0.000000       0
## 27   2030.129407    3097.3727    0.000000  0.000000  0.000000       0
## 28    136.216133    1201.0533    0.000000  2.321648  0.000000       0
## 29    736.215815    2397.1546    0.000000  7.289438 -2.524123       0
## 30    656.041988    2303.1261    0.000291  0.000000  0.000000       0
## 31    532.574431    2178.3896    0.000000  4.706535  0.000000       0
## 32    919.481552    2634.9022    0.000000  6.170805  0.000000       0
## 33   3666.472465    3203.5104    0.000452  0.000000  0.000000       0
## 34    656.027556    2351.7911    0.000352  0.000000  0.000000       0
## 35   1556.387750    3036.4399    0.000456  0.000000  0.000000       0
## 36    350.327204    1846.4739    0.000363  0.000000  0.000000       0
## 37      8.425679     315.9768    0.000000  0.000000  0.000000       0
## 38   1685.752949    3086.7584    0.000000  0.000000  0.000000       0
## 39   1393.221956    3080.5852    0.000385  0.000000  0.000000       0
## 40   1310.710753    3031.6438    0.000396  0.000000  0.000000       0
## 41    236.443849    1605.8711    0.000272  0.000000  0.000000       0
## 42     85.809560    1011.2662    0.000000  0.000000  0.000000       0
## 43      6.021164     272.8282    0.000000  0.000000  0.000000       0
## 44    809.101678    2613.9393    0.000341  0.000000  0.000000       0
## 45    535.239341    2249.4719    0.000252  0.000000  0.000000       0
## 46   1701.606639    3228.7216    0.000413  0.000000  0.000000       0
## 47    656.111028    2493.7774    0.000000  0.000000  0.000000       0
## 48   1367.335418    3164.9295    0.000320  0.000000  0.000000       0
## 49   2409.479007    3554.6695    0.000388  0.000000  0.000000       0
## 50    179.521319    1455.2697    0.000000  2.838179  0.000000       0
## 51   1499.382205    3241.9662    0.000380  0.000000  0.000000       0
## 52   1010.080731    2894.2482    0.000000  0.000000  0.000000       0
## 53    581.895981    2384.1551    0.000000  0.000000  0.000000       0
## 54    974.106029    2860.7537    0.000371  0.000000  0.000000       0
## 55   1082.369568    3058.5600    0.000379  0.000000  0.000000       0
## 56    341.632640    1980.8229    0.000000  0.000000  0.000000       0
## 57      4.116399     235.7317    0.000000  0.000000  0.000000       0
## 58     78.704646    1018.7959    0.000000  0.000000  0.000000       0
## 59    195.217459    1552.1054    0.000000  0.000000  0.000000       0
## 60    336.927440    1969.2646    0.000312  0.000000  0.000000       0
## 61    642.811230    2551.2226    0.000000  0.000000  0.000000       0
## 62    795.595636    2757.8776    0.000389  0.000000  0.000000       0
## 63    532.278269    2470.0880    0.000000  0.000000  0.000000       0
## 64   2922.648588    4041.1227    0.000000  0.000000  0.000000       0
## 65    738.723134    2800.9021    0.000000  0.000000  0.000000       0
## 66     24.731299     600.5451    0.000000  0.000000  0.000000       0
## 67      9.320605     368.7848    0.000000  0.000000  0.000000       0
## 68    346.715302    2070.9162    0.000320  0.000000  0.000000       0
## 69    480.998867    2371.8971    0.000343  0.000000  0.000000       0
## 70    559.180807    2518.6527    0.000000  0.000000  0.000000       0
## 71    832.218885    3166.8358    0.000000  0.000000  0.000000       0
## 72   1072.299497    3482.0748    0.000000  0.000000  0.000000       0
## 73    988.157490    3379.4274    0.000356  0.000000  0.000000       0
## 74    339.034514    2177.8079    0.000000  0.000000  0.000000       0
## 75    690.476509    2916.4799    0.000000  0.000000  0.000000       0
## 76   1532.373767    3893.5418    0.000376  0.000000  0.000000       0
## 77   3599.875452    4742.1472    0.000516  0.000000  0.000000       0
## 78   4325.791089    4809.8317    0.000568  0.000000  0.000000       0
## 79   2168.343949    4491.7228    0.000453  0.000000  0.000000       0
## 80    245.852125    1928.1727    0.000000  0.000000  0.000000       0
## 81   1560.855624    4072.9913    0.000000  9.780984  0.000000       0
## 82    464.260440    2556.0231    0.000187  0.000000  0.000000       0
## 83   6556.551664    5006.7605    0.000508  0.000000  0.000000       0
## 84    854.634536    3282.4511    0.000312  0.000000  0.000000       0
## 85    343.825748    2242.2068    0.000000  0.000000  0.000000       0
## 86    934.478702    3397.0433    0.000000  7.520004  0.000000       0
## 87   4235.701716    5366.9143    0.000412  0.000000  0.000000       0
## 88   2405.789534    4817.1432    0.000303  0.000000  0.000000       0
## 89   8648.803611    4990.5642    0.000632  0.000000  0.000000       0
## 90   4421.560112    5388.9264    0.000559  0.000000  0.000000       0
## 91   4993.002035    5428.6122    0.000000  0.000000  0.000000       0
## 92   5580.742438    5430.9108    0.000627  0.000000  0.000000       0
## 93    613.015831    2970.6714    0.000000  0.000000  0.000000       0
## 94   9206.996855    4849.6220    0.000000  0.000000  0.000000       0
## 95    474.932820    2745.2895    0.000000  5.590664  0.000000       0
## 96   4805.760635    5693.5382    0.000416  0.000000  0.000000       0
## 97   5947.248763    5724.2621    0.000501  0.000000  0.000000       0
## 98    670.541110    3177.8967    0.000000  0.000000  0.000000       0
## 99   4021.754645    5582.9548    0.000000  0.000000  0.000000       0
## 100  2471.559967    5040.4852    0.000353  0.000000  0.000000       0
## 101  2867.739772    5232.2675    0.000398  0.000000  0.000000       0
## 102  4213.190527    5617.9517    0.000551  0.000000  0.000000       0
## 103   885.475412    3657.8555    0.000000  0.000000  0.000000       0
## 104  5927.634293    6007.3255    0.000532  0.000000  0.000000       0
## 105  7635.423265    5890.5251    0.000579  0.000000  0.000000       0
## 106  6956.189782    5865.0279    0.000637  0.000000  0.000000       0
## 107  5511.599583    5912.7959    0.000615  0.000000  0.000000       0
## 108  3038.997041    5433.8941    0.000493  0.000000  0.000000       0
## 109 10167.367025    5271.0102    0.000000  0.000000  0.000000       0
## 110 10682.396465    5130.0740    0.000667  0.000000  0.000000       0
## 111  2781.546623    5488.7266    0.000000  0.000000  0.000000       0
## 112  5060.577559    6122.2339    0.000000  0.000000  0.000000       0
## 113  6784.250853    6156.5625    0.000485  0.000000  0.000000       0
## 114  1280.712041    4284.6934    0.000000  0.000000  0.000000       0
## 115  5394.716712    6151.2855    0.000505  0.000000  0.000000       0
## 116  7858.042790    6058.0064    0.000581  0.000000  0.000000       0
## 117  7738.253302    6072.7377    0.000648  0.000000  0.000000       0
## 118  4950.699916    6109.9236    0.000550  0.000000  0.000000       0
## 119  2236.759629    5302.8495    0.000398  0.000000  0.000000       0
## 120  6973.575323    6400.6534    0.000000  0.000000  0.000000       0
## 121   953.317798    3916.5766    0.000197  0.000000  0.000000       0
## 122 16039.700089    4068.8197    0.000791  0.000000  0.000000       0
## 123 11565.152803    5595.0384    0.000803  0.000000  0.000000       0
## 124  8636.555926    6232.0838    0.000584  0.000000  0.000000       0
## 125 13403.039813    5034.1288    0.000744  0.000000  0.000000       0
## 126  5432.036758    6375.3877    0.000520  0.000000  0.000000       0
## 127   149.136717    1753.7846    0.000000  0.000000  0.000000       0
## 128   129.311293    1637.4869    0.000000  0.000000  0.000000       0
## 129   404.816602    2796.3250    0.000000  0.000000  0.000000       0
## 130  2578.974785    5824.7710    0.000403  0.000000  0.000000       0
## 131  2077.840987    5432.2112    0.000000  0.000000  0.000000       0
## 132  8262.169687    7071.4529    0.000627  0.000000  0.000000       0
## 133  8124.055117    7078.0708    0.000652  0.000000  0.000000       0
## 134  9235.676241    6994.0998    0.000627  0.000000  0.000000       0
## 135 12883.069119    6547.7259    0.000781  0.000000  0.000000       0
## 136 12013.617383    6601.7561    0.000813  0.000000  0.000000       0
## 137  8508.758448    7107.0196    0.000708  0.000000  0.000000       0
## 138  9637.551842    7004.9071    0.000751  0.000000  0.000000       0
## 139 10766.134376    6841.9720    0.000798  0.000000  0.000000       0
## 140  2386.682273    4905.4571    0.000436  0.000000  0.000000       0
## 141  3211.331228    4836.2881    0.000000  0.000000  0.000000       0
## 142  5481.587428    4840.9559    0.000000  0.000000  0.000000       0
## 143  3045.192628    4185.9125    0.000000  0.000000  0.000000       0
## 144  5098.396328    4235.4547    0.000000  0.000000  0.000000       0
## 145  5771.133816    3941.0153    0.000000  0.000000  0.000000       0
## 146  3612.465652    3675.0913    0.000681  0.000000  0.000000       0
## 147  3648.618040    3431.6443    0.000707  0.000000  0.000000       0
## 148  3681.170065    3210.1171    0.000727  0.000000  0.000000       0
## 149  3293.210652    3043.0018    0.000710  0.000000  0.000000       0
## 150  1566.815704    2683.4030    0.000000  0.000000  0.000000       0
##     snow_Qrain snow_Qmelt    LEcanopy        SED snow_age  fire_et   wy  yd
## 1     0.000000   0.000000    4.364392   0.001000        0 0.000002 2018 351
## 2     0.000000   0.000000    4.340034   0.001000        0 0.000002 2018 352
## 3     0.000000   0.000000    0.000000   0.001000        0 0.000541 2018 353
## 4     0.000000   0.000000    2.656139   0.001000        0 0.000001 2018 354
## 5     0.000000   0.000000    1.697886   0.001000        0 0.000265 2018 355
## 6     0.000000   0.000000    4.355007   0.001000        0 0.000002 2018 356
## 7     0.000000   0.000000    4.349461   0.001000        0 0.000002 2018 357
## 8     0.000000   0.000000    0.000000   0.001000        0 0.000430 2018 358
## 9     0.000000   0.000000    0.000000   0.001000        0 0.000176 2018 359
## 10    0.000000   0.000000    0.000000   0.001000        0 0.000299 2018 360
## 11    0.000000   0.000000    0.000000   0.001000        0 0.000276 2018 361
## 12    0.000000   0.000000    0.000000   0.001000        0 0.000284 2018 362
## 13    0.000000   0.000000    0.000000   0.001000        0 0.000347 2018 363
## 14    0.000000   0.000000    0.000000   0.001000        0 0.000361 2018 364
## 15    0.000000   1.670976    0.000000  -5.526965        1 0.000004 2018 365
## 16    0.000000   2.758583    0.000000 -10.000000        2 0.000041 2018   1
## 17    0.000000   7.553020    0.000000 -10.000000        3 0.000130 2018   2
## 18    0.000000   2.787831    0.000000 -10.000000        4 0.000060 2018   3
## 19    0.000000   4.237091    0.000000   0.001000        0 0.000059 2018   4
## 20    0.000000   0.000000    0.000000   0.001000        0 0.000343 2018   5
## 21    0.000000   0.000000    0.000000   0.001000        0 0.000279 2018   6
## 22    0.000000   0.000000    0.000000   0.001000        0 0.000325 2018   7
## 23    0.000000   0.000000    4.376720   0.001000        0 0.000002 2018   8
## 24    0.000000   0.000000    0.000000   0.001000        0 0.000267 2018   9
## 25    0.000000   0.000000    1.870742   0.001000        0 0.000001 2018  10
## 26    0.000000   0.000000    4.344726   0.001000        0 0.000002 2018  11
## 27    0.000000   0.000000    4.360723   0.001000        0 0.000002 2018  12
## 28    0.000000   2.321648    0.000000  -5.076965        1 0.000004 2018  13
## 29    0.000000   4.765315    0.000000   0.001000        0 0.000084 2018  14
## 30    0.000000   0.000000    0.000000   0.001000        0 0.000335 2018  15
## 31    2.691592   4.706535    4.382606   0.001000        0 0.000002 2018  16
## 32    0.000000   6.170805    0.000000   0.001000        0 0.000004 2018  17
## 33    0.000000   0.000000    0.000000   0.001000        0 0.000496 2018  18
## 34    0.000000   0.000000    0.000000   0.001000        0 0.000352 2018  19
## 35    0.000000   0.000000    0.000000   0.001000        0 0.000456 2018  20
## 36    0.000000   0.000000    0.000000   0.001000        0 0.000363 2018  21
## 37    0.000000   0.000000    4.352533   0.001000        0 0.000002 2018  22
## 38    0.000000   0.000000    4.365629   0.001000        0 0.000002 2018  23
## 39    0.000000   0.000000    0.000000   0.001000        0 0.000429 2018  24
## 40    0.000000   0.000000    0.000000   0.001000        0 0.000396 2018  25
## 41    0.000000   0.000000    0.000000   0.001000        0 0.000272 2018  26
## 42    0.000000   0.000000    4.367335   0.001000        0 0.000002 2018  27
## 43    0.000000   0.000000    3.693725   0.001000        0 0.000001 2018  28
## 44    0.000000   0.000000    0.668871   0.001000        0 0.000385 2018  29
## 45    0.000000   0.000000    0.000000   0.001000        0 0.000252 2018  30
## 46    0.000000   0.000000    0.000000   0.001000        0 0.000413 2018  31
## 47    0.000000   0.000000    4.370449   0.001000        0 0.000002 2018  32
## 48    0.000000   0.000000    0.000000   0.001000        0 0.000364 2018  33
## 49    0.000000   0.000000    0.000000   0.001000        0 0.000388 2018  34
## 50   59.945426   2.838179    4.385891   0.001000        0 0.000005 2018  35
## 51    0.000000   0.000000    0.000000   0.001000        0 0.000424 2018  36
## 52    0.000000   0.000000    4.367164   0.001000        0 0.000002 2018  37
## 53    0.000000   0.000000    4.359742   0.001000        0 0.000002 2018  38
## 54    0.000000   0.000000    0.000000   0.001000        0 0.000415 2018  39
## 55    0.000000   0.000000    0.000000   0.001000        0 0.000379 2018  40
## 56    0.000000   0.000000    4.350357   0.001000        0 0.000002 2018  41
## 57    0.000000   0.000000    3.448923   0.001000        0 0.000001 2018  42
## 58    0.000000   0.000000    4.338157   0.001000        0 0.000002 2018  43
## 59    0.000000   0.000000    4.355903   0.001000        0 0.000002 2018  44
## 60    0.000000   0.000000    0.000000   0.001000        0 0.000356 2018  45
## 61    0.000000   0.000000    4.324165   0.001000        0 0.000002 2018  46
## 62    0.000000   0.000000    0.000000   0.001000        0 0.000433 2018  47
## 63    0.000000   0.000000    4.347627   0.001000        0 0.000002 2018  48
## 64    0.000000   0.000000    4.349760   0.001000        0 0.000002 2018  49
## 65    0.000000   0.000000    4.341698   0.001000        0 0.000002 2018  50
## 66    0.000000   0.000000    4.337517   0.001000        0 0.000002 2018  51
## 67    0.000000   0.000000    4.328986   0.001000        0 0.000002 2018  52
## 68    0.000000   0.000000    0.000000   0.001000        0 0.000364 2018  53
## 69    0.000000   0.000000    0.000000   0.001000        0 0.000343 2018  54
## 70    0.000000   0.000000    4.322587   0.001000        0 0.000002 2018  55
## 71    0.000000   0.000000    4.339181   0.001000        0 0.000002 2018  56
## 72    0.000000   0.000000    4.351893   0.001000        0 0.000002 2018  57
## 73    0.000000   0.000000    0.000000   0.001000        0 0.000400 2018  58
## 74    0.000000   0.000000    4.357524   0.001000        0 0.000002 2018  59
## 75    0.000000   0.000000    4.351722   0.001000        0 0.000002 2018  60
## 76    0.000000   0.000000    0.000000   0.001000        0 0.000420 2018  61
## 77    0.000000   0.000000    0.000000   0.001000        0 0.000516 2018  62
## 78    0.000000   0.000000    0.000000   0.001000        0 0.000568 2018  63
## 79    0.000000   0.000000    0.000000   0.001000        0 0.000453 2018  64
## 80    0.000000   0.000000    4.368273   0.001000        0 0.000002 2018  65
## 81    0.000000   9.780984    0.000000   0.001000        0 0.000004 2018  66
## 82    0.000000   0.000000    0.000000   0.001000        0 0.000231 2018  67
## 83    0.000000   0.000000    0.000000   0.001000        0 0.000508 2018  68
## 84    0.000000   0.000000    0.000000   0.001000        0 0.000312 2018  69
## 85    0.000000   0.000000    4.365501   0.001000        0 0.000002 2018  70
## 86   18.005732   7.520004    4.386702   0.001000        0 0.000005 2018  71
## 87    0.000000   0.000000    0.000000   0.001000        0 0.000456 2018  72
## 88    0.000000   0.000000    0.000000   0.001000        0 0.000303 2018  73
## 89    0.000000   0.000000    0.000000   0.001000        0 0.000632 2018  74
## 90    0.000000   0.000000    0.000000   0.001000        0 0.000559 2018  75
## 91    0.000000   0.000000    4.331375   0.001000        0 0.000002 2018  76
## 92    0.000000   0.000000    0.000000   0.001000        0 0.000671 2018  77
## 93    0.000000   0.000000    4.344513   0.001000        0 0.000002 2018  78
## 94    0.000000   0.000000    4.347542   0.001000        0 0.000002 2018  79
## 95    0.000000   5.590664    0.000000   0.001000        0 0.000004 2018  80
## 96    0.000000   0.000000    0.000000   0.001000        0 0.000460 2018  81
## 97    0.000000   0.000000    0.000000   0.001000        0 0.000501 2018  82
## 98    0.000000   0.000000    4.370278   0.001000        0 0.000002 2018  83
## 99    0.000000   0.000000    4.356201   0.001000        0 0.000002 2018  84
## 100   0.000000   0.000000    0.000000   0.001000        0 0.000397 2018  85
## 101   0.000000   0.000000    0.000000   0.001000        0 0.000398 2018  86
## 102   0.000000   0.000000    0.000000   0.001000        0 0.000551 2018  87
## 103   0.000000   0.000000    4.332996   0.001000        0 0.000002 2018  88
## 104   0.000000   0.000000    0.000000   0.001000        0 0.000576 2018  89
## 105   0.000000   0.000000    0.000000   0.001000        0 0.000579 2018  90
## 106   0.000000   0.000000    0.000000   0.001000        0 0.000637 2018  91
## 107   0.000000   0.000000    0.000000   0.001000        0 0.000615 2018  92
## 108   0.000000   0.000000    0.000000   0.001000        0 0.000493 2018  93
## 109   0.000000   0.000000    4.347926   0.001000        0 0.000002 2018  94
## 110   0.000000   0.000000    0.000000   0.001000        0 0.000711 2018  95
## 111   0.000000   0.000000    4.346561   0.001000        0 0.000002 2018  96
## 112   0.000000   0.000000    4.358462   0.001000        0 0.000002 2018  97
## 113   0.000000   0.000000    0.000000   0.001000        0 0.000529 2018  98
## 114   0.000000   0.000000    4.370321   0.001000        0 0.000002 2018  99
## 115   0.000000   0.000000    0.000000   0.001000        0 0.000549 2018 100
## 116   0.000000   0.000000    0.000000   0.001000        0 0.000581 2018 101
## 117   0.000000   0.000000    0.000000   0.001000        0 0.000648 2018 102
## 118   0.000000   0.000000    0.000000   0.001000        0 0.000550 2018 103
## 119   0.000000   0.000000    0.000000   0.001000        0 0.000398 2018 104
## 120   0.000000   0.000000    4.347798   0.001000        0 0.000002 2018 105
## 121   0.000000   0.000000    0.000000   0.001000        0 0.000241 2018 106
## 122   0.000000   0.000000    0.000000   0.001000        0 0.000791 2018 107
## 123   0.000000   0.000000    0.000000   0.001000        0 0.000803 2018 108
## 124   0.000000   0.000000    0.000000   0.001000        0 0.000584 2018 109
## 125   0.000000   0.000000    0.000000   0.001000        0 0.000744 2018 110
## 126   0.000000   0.000000    0.000000   0.001000        0 0.000520 2018 111
## 127   0.000000   0.000000    4.355050   0.001000        0 0.000002 2018 112
## 128   0.000000   0.000000    4.354964   0.001000        0 0.000002 2018 113
## 129   0.000000   0.000000    4.345793   0.001000        0 0.000002 2018 114
## 130   0.000000   0.000000    0.000000   0.001000        0 0.000447 2018 115
## 131   0.000000   0.000000    4.347627   0.001000        0 0.000002 2018 116
## 132   0.000000   0.000000    0.000000   0.001000        0 0.000671 2018 117
## 133   0.000000   0.000000    0.000000   0.001000        0 0.000652 2018 118
## 134   0.000000   0.000000    0.000000   0.001000        0 0.000627 2018 119
## 135   0.000000   0.000000    0.000000   0.001000        0 0.000781 2018 120
## 136   0.000000   0.000000    0.000000   0.001000        0 0.000813 2018 121
## 137   0.000000   0.000000    0.000000   0.001000        0 0.000708 2018 122
## 138   0.000000   0.000000    0.000000   0.001000        0 0.000751 2018 123
## 139   0.000000   0.000000    0.000000   0.001000        0 0.000798 2018 124
## 140   0.000000   0.000000  331.334016   0.001000        0 0.000571 2018 125
## 141   0.000000   0.000000  215.986975   0.001000        0 0.000088 2018 126
## 142   0.000000   0.000000  320.252926   0.001000        0 0.000130 2018 127
## 143   0.000000   0.000000  424.132509   0.001000        0 0.000172 2018 128
## 144   0.000000   0.000000  524.958731   0.001000        0 0.000214 2018 129
## 145   0.000000   0.000000  623.180359   0.001000        0 0.000254 2018 130
## 146   0.000000   0.000000 3307.240537   0.001000        0 0.002076 2018 131
## 147   0.000000   0.000000 3511.473380   0.001000        0 0.002144 2018 132
## 148   0.000000   0.000000 3813.956183   0.001000        0 0.002288 2018 133
## 149   0.000000   0.000000 3882.922030   0.001000        0 0.002300 2018 134
## 150   0.000000   0.000000 1087.836423   0.001000        0 0.000443 2018 135
validationsmNSElistsite1<- c()
validationsmlnNSElistsite1<- c()
validationsmKGElistsite1<- c()


#for(i in 1:n) {  assign(paste0("vsmNSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$rz_storage","/valsubsetsm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$mergedsoilmoisture"))))))
#  valsmNSElist[[i]]<- eval(parse(text = paste0("vsmNSEobs",i))) }

#for(i in 1:n) {  assign(paste0("vsmlnNSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$rz_storage","/valsubsetsm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$mergedsoilmoisture")))), FUN = log, epsilon = "Pushpalatha2012", na.rm=TRUE))
#  valsmlnNSElist[[i]]<- eval(parse(text = paste0("vsmlnNSEobs",i))) }

for(i in 1:validationruns) {  assign(paste0("vsmKGEobs",i), KGE(sim = as.numeric(eval(parse(text = paste0("((valmergesm",i,"$root_zone.S","*valmergesm",i,"$potential_rz_store)","/valmergesm",i,"$root.depth)")))), obs = as.numeric(eval(parse(text = paste0("valmergesm",i,"$Site1"))))))
  validationsmKGElistsite1[[i]]<- eval(parse(text = paste0("vsmKGEobs",i))) }


validationsmKGElistsite1
## [[1]]
## [1] 0.1549063
## 
## [[2]]
## [1] 0.0939374
## 
## [[3]]
## [1] 0.2967443
## 
## [[4]]
## [1] 0.13279
## 
## [[5]]
## [1] -0.06572369
## 
## [[6]]
## [1] 0.1273109
## 
## [[7]]
## [1] -0.08937032
## 
## [[8]]
## [1] -0.05112309
## 
## [[9]]
## [1] -0.150927
## 
## [[10]]
## [1] 0.1343465
## 
## [[11]]
## [1] 0.1669409
## 
## [[12]]
## [1] -0.4736718
## 
## [[13]]
## [1] 0.212959
## 
## [[14]]
## [1] 0.1434596
## 
## [[15]]
## [1] 0.1919134
## 
## [[16]]
## [1] 0.1351758
## 
## [[17]]
## [1] 0.1583097
## 
## [[18]]
## [1] 0.1295538
## 
## [[19]]
## [1] 0.1763827
## 
## [[20]]
## [1] 0.1415266
## 
## [[21]]
## [1] 0.1488536
## 
## [[22]]
## [1] 0.007095191
## 
## [[23]]
## [1] 0.0362685
## 
## [[24]]
## [1] 0.1386957
## 
## [[25]]
## [1] -0.03344793
## 
## [[26]]
## [1] 0.1638306
## 
## [[27]]
## [1] 0.009584133
## 
## [[28]]
## [1] 0.009759521
## 
## [[29]]
## [1] 0.1738764
## 
## [[30]]
## [1] 0.01373431
## 
## [[31]]
## [1] -0.1185841
## 
## [[32]]
## [1] 0.1578521
## 
## [[33]]
## [1] -0.03558971
## 
## [[34]]
## [1] -0.1204087
## 
## [[35]]
## [1] 0.0862803
## 
## [[36]]
## [1] 0.1449299
## 
## [[37]]
## [1] 0.08058603
## 
## [[38]]
## [1] 0.07018828
## 
## [[39]]
## [1] 0.107392
## 
## [[40]]
## [1] 0.08248081
## 
## [[41]]
## [1] 0.1322032
## 
## [[42]]
## [1] 0.1860032
## 
## [[43]]
## [1] -0.2767739
## 
## [[44]]
## [1] -0.007576334
## 
## [[45]]
## [1] 0.1052574
## 
## [[46]]
## [1] 0.1328379
## 
## [[47]]
## [1] 0.2103481
## 
## [[48]]
## [1] -0.03328748
## 
## [[49]]
## [1] 0.1144169
## 
## [[50]]
## [1] 0.1884503
## 
## [[51]]
## [1] 0.09645794
## 
## [[52]]
## [1] -0.0412509
## 
## [[53]]
## [1] 0.156226
## 
## [[54]]
## [1] 0.1389396
## 
## [[55]]
## [1] 0.06311148
## 
## [[56]]
## [1] 0.074796
## 
## [[57]]
## [1] 0.1870642
## 
## [[58]]
## [1] 0.1554872
## 
## [[59]]
## [1] 0.08962609
## 
## [[60]]
## [1] 0.04198156
## 
## [[61]]
## [1] 0.07078057
## 
## [[62]]
## [1] 0.1660291
## 
## [[63]]
## [1] 0.04709822
## 
## [[64]]
## [1] -0.1163616
## 
## [[65]]
## [1] 0.1289041
## 
## [[66]]
## [1] 0.198975
## 
## [[67]]
## [1] -0.004692044
## 
## [[68]]
## [1] 0.09717423
## 
## [[69]]
## [1] 0.02590318
## 
## [[70]]
## [1] 0.09640639
## 
## [[71]]
## [1] 0.02741389
## 
## [[72]]
## [1] 0.06248642
## 
## [[73]]
## [1] -0.1130943
## 
## [[74]]
## [1] 0.1530287
## 
## [[75]]
## [1] -0.03016008
## 
## [[76]]
## [1] 0.08675197
## 
## [[77]]
## [1] 0.1187624
## 
## [[78]]
## [1] -0.002144641
## 
## [[79]]
## [1] 0.01130068
## 
## [[80]]
## [1] 0.02614434
## 
## [[81]]
## [1] -0.04295179
## 
## [[82]]
## [1] 0.1801574
## 
## [[83]]
## [1] 0.02694064
## 
## [[84]]
## [1] 0.01480735
## 
## [[85]]
## [1] 0.2002051
## 
## [[86]]
## [1] -0.04437996
## 
## [[87]]
## [1] 0.07630697
## 
## [[88]]
## [1] -0.02892786
## 
## [[89]]
## [1] 0.09486027
## 
## [[90]]
## [1] 0.1907034
## 
## [[91]]
## [1] -0.01960163
## 
## [[92]]
## [1] 0.04027642
## 
## [[93]]
## [1] 0.05203059
## 
## [[94]]
## [1] 0.156781
## 
## [[95]]
## [1] 0.07275783
## 
## [[96]]
## [1] -0.1739687
## 
## [[97]]
## [1] 0.03683015
## 
## [[98]]
## [1] 0.0665022
## 
## [[99]]
## [1] -0.0571989
## 
## [[100]]
## [1] 0.09800293
## 
## [[101]]
## [1] 0.1020614
## 
## [[102]]
## [1] -0.01679496
## 
## [[103]]
## [1] 0.1575349
## 
## [[104]]
## [1] -0.1205384
## 
## [[105]]
## [1] 0.1153112
## 
## [[106]]
## [1] 0.156846
## 
## [[107]]
## [1] 0.08241785
## 
## [[108]]
## [1] -0.005623339
## 
## [[109]]
## [1] 0.1349343
## 
## [[110]]
## [1] 0.0344046
## 
## [[111]]
## [1] -0.06184662
## 
## [[112]]
## [1] 0.05963934
## 
## [[113]]
## [1] 0.1158788
## 
## [[114]]
## [1] 0.1009361
## 
## [[115]]
## [1] -0.01352084
## 
## [[116]]
## [1] -0.1306058
## 
## [[117]]
## [1] -0.01269947
## 
## [[118]]
## [1] 0.05824823
## 
## [[119]]
## [1] 0.0743183
## 
## [[120]]
## [1] -0.07969162
## 
## [[121]]
## [1] 0.05343268
## 
## [[122]]
## [1] 0.001026009
## 
## [[123]]
## [1] 0.1439461
## 
## [[124]]
## [1] 0.1217227
## 
## [[125]]
## [1] -0.1237019
## 
## [[126]]
## [1] 0.05045677
## 
## [[127]]
## [1] 0.1339102
## 
## [[128]]
## [1] 0.1433339
## 
## [[129]]
## [1] -0.05340633
## 
## [[130]]
## [1] -0.01904707
## 
## [[131]]
## [1] 0.05721121
## 
## [[132]]
## [1] -0.07983036
## 
## [[133]]
## [1] -0.1422999
## 
## [[134]]
## [1] 0.05956758
## 
## [[135]]
## [1] 0.004630026
## 
## [[136]]
## [1] -0.1754294
## 
## [[137]]
## [1] 0.05547082
## 
## [[138]]
## [1] -0.2424936
## 
## [[139]]
## [1] -0.00379088
## 
## [[140]]
## [1] -0.01240957
## 
## [[141]]
## [1] 0.04507187
## 
## [[142]]
## [1] 0.007650339
## 
## [[143]]
## [1] -0.02592527
## 
## [[144]]
## [1] -0.2478272
## 
## [[145]]
## [1] -0.3047868
## 
## [[146]]
## [1] 0.1302949
## 
## [[147]]
## [1] 0.1540002
## 
## [[148]]
## [1] -0.2172342
## 
## [[149]]
## [1] -0.03888237
## 
## [[150]]
## [1] 0.04338804
## 
## [[151]]
## [1] -0.3264557
## 
## [[152]]
## [1] -0.1949726
## 
## [[153]]
## [1] 0.0478998
## 
## [[154]]
## [1] -0.1381853
## 
## [[155]]
## [1] -0.02295074
## 
## [[156]]
## [1] -0.05535018
## 
## [[157]]
## [1] NA
## 
## [[158]]
## [1] -0.5004249
## 
## [[159]]
## [1] 0.183709
## 
## [[160]]
## [1] 0.02508576
## 
## [[161]]
## [1] 0.04098183
## 
## [[162]]
## [1] 0.1294829
## 
## [[163]]
## [1] 0.07043726
## 
## [[164]]
## [1] -0.07585798
## 
## [[165]]
## [1] -0.04013579
## 
## [[166]]
## [1] -0.2367077
## 
## [[167]]
## [1] NA
## 
## [[168]]
## [1] -0.06694544
## 
## [[169]]
## [1] -0.2565169
## 
## [[170]]
## [1] -0.1983649
## 
## [[171]]
## [1] -0.1945859
## 
## [[172]]
## [1] -0.2756955
## 
## [[173]]
## [1] -0.3832569
## 
## [[174]]
## [1] -0.3608426
## 
## [[175]]
## [1] NA
## 
## [[176]]
## [1] NA
## 
## [[177]]
## [1] -0.380196
## 
## [[178]]
## [1] -0.2949882
## 
## [[179]]
## [1] -0.3789534
## 
## [[180]]
## [1] -0.03598967
## 
## [[181]]
## [1] -0.09960553
## 
## [[182]]
## [1] -0.3503399
## 
## [[183]]
## [1] -0.3943048
## 
## [[184]]
## [1] NA
## 
## [[185]]
## [1] -0.3921463
## 
## [[186]]
## [1] NA
## 
## [[187]]
## [1] NA
## 
## [[188]]
## [1] NA
## 
## [[189]]
## [1] NA
## 
## [[190]]
## [1] 0.1502532
## 
## [[191]]
## [1] NA
## 
## [[192]]
## [1] NA
## 
## [[193]]
## [1] NA
## 
## [[194]]
## [1] NA
## 
## [[195]]
## [1] -0.3555528
## 
## [[196]]
## [1] 0.006163483
## 
## [[197]]
## [1] 0.01236884
## 
## [[198]]
## [1] -0.1714069
## 
## [[199]]
## [1] -0.2366045
## 
## [[200]]
## [1] 0.1804444
paste0("((valmergesm",i,"$root_zone.S","*valmergesm",i,"$potential_rz_store)","/valmergesm",i,"$root.depth)")
## [1] "((valmergesm200$root_zone.S*valmergesm200$potential_rz_store)/valmergesm200$root.depth)"
paste0("valmergesm",i,"$rz_storage","/valmergesm",i,"$root.depth")
## [1] "valmergesm200$rz_storage/valmergesm200$root.depth"

RSS - Explore Site 1

'Exploring Site 1 RSS'
## [1] "Exploring Site 1 RSS"
cwws32valrss1_run1
## $bd
##      day month year basinID pot_surface_infil snow_thr sat_def_z  sat_def
##   1:   1    11 2017       1                 0        0  5743.000 2492.617
##   2:   2    11 2017       1                 0        0  5775.680 2506.922
##   3:   3    11 2017       1                 0        0  5827.917 2529.530
##   4:   4    11 2017       1                 0        0  5874.239 2549.550
##   5:   5    11 2017       1                 0        0  5922.438 2570.429
##  ---                                                                     
## 361:  27    10 2018       1                 0        0  7731.890 3352.507
## 362:  28    10 2018       1                 0        0  7736.308 3354.427
## 363:  29    10 2018       1                 0        0  7742.479 3357.111
## 364:  30    10 2018       1                 0        0  7750.978 3360.813
## 365:  31    10 2018       1                 0        0  7757.512 3363.671
##      rz_storage unsat_stor rz_drainage unsat_drain      cap     evap snowpack
##   1:   76.59031   1334.841    2.490852    1.372280 0.294495 0.275352        0
##   2:   75.81287   1333.825    2.183796    1.260209 0.254941 0.335187        0
##   3:   75.04237   1341.611    2.093020    1.285571 0.214954 0.395090        0
##   4:   74.41683   1347.344    1.892376    1.303572 0.173055 0.259773        0
##   5:   74.05853   1354.467    1.700235    1.221638 0.137988 0.252518        0
##  ---                                                                         
## 361:   85.97056   2242.030    4.456435    0.851586 0.147090 0.235130        0
## 362:   84.16584   2242.406    2.001184    0.571941 0.069264 0.432388        0
## 363:   82.95562   2243.122    1.408888    0.606845 0.068525 0.358181        0
## 364:   81.77949   2244.959    1.137202    0.453134 0.106126 0.355902        0
## 365:   80.78658   2245.703    0.936922    0.518146 0.061072 0.416151        0
##         trans baseflow    return streamflow      psn nppcum      lai  gw.Qout
##   1: 0.013950 7.753767 10.844229  18.396028 0.000048      0 0.023064 2.668249
##   2: 0.018846 7.331587 10.867505  18.003012 0.000062      0 0.023064 2.454442
##   3: 0.023052 6.963001 10.469701  17.243608 0.000064      0 0.023064 2.257814
##   4: 0.014314 6.645025 10.070107  16.528914 0.000051      0 0.023064 2.076980
##   5: 0.013761 6.371086  9.388270  15.586203 0.000050      0 0.023064 1.910668
##  ---                                                                         
## 361: 0.011935 4.695507  1.349666   6.021505 0.000035      0 0.068955 2.827366
## 362: 0.048600 4.484458  0.992757   5.457083 0.000081      0 0.064933 2.600572
## 363: 0.040211 4.202509  0.969943   5.152723 0.000082      0 0.062261 2.392018
## 364: 0.043760 3.953129  0.888380   4.822632 0.000106      0 0.060927 2.200234
## 365: 0.021714 3.808010  0.884243   4.669170 0.000065      0 0.023064 2.023867
##      gw.storage detention_store %sat_area litter_store litter_capacity
##   1:   30.72299               0  4.047260     0.001527        0.084106
##   2:   28.26854               0  4.047260     0.001321        0.084106
##   3:   26.01073               0  3.896430     0.000739        0.084106
##   4:   23.93375               0  3.720463     0.000680        0.084106
##   5:   22.02308               0  3.619910     0.000680        0.084106
##  ---                                                                  
## 361:   32.51715               0  0.904977     0.009990        0.084106
## 362:   29.91657               0  0.854701     0.000762        0.084106
## 363:   27.52456               0  0.879839     0.000438        0.084106
## 364:   25.32432               0  0.854701     0.000429        0.084106
## 365:   23.30045               0  0.854701     0.000415        0.084106
##      canopy_store %snow_cover snow_subl trans_var acc_trans acctransv_var
##   1:     0.000057           0         0  0.000666  82.93318      4450.352
##   2:     0.000057           0         0  0.001233  82.95203      4448.844
##   3:     0.000057           0         0  0.001866  82.97508      4447.011
##   4:     0.000057           0         0  0.000703  82.98939      4445.864
##   5:     0.000057           0         0  0.000650  83.00316      4444.762
##  ---                                                                     
## 361:     0.000057           0         0  0.000056 140.24980     13626.764
## 362:     0.000057           0         0  0.001040 140.29840     13630.999
## 363:     0.000057           0         0  0.000732 140.33861     13634.290
## 364:     0.000057           0         0  0.000879 140.38237     13637.773
## 365:     0.000057           0         0  0.001654 140.40408     13634.344
##           pet     dC13 precip pcp_assim mortf     tmax     tmin     tavg
##   1: 0.017468 23.35639      0         0     0 15.27671  9.17671 12.22671
##   2: 0.023444 22.80455      0         0     0 17.87671 10.47671 14.17671
##   3: 0.029926 22.46116      0         0     0 20.17671 11.47671 15.82671
##   4: 0.019109 22.61564      0         0     0 18.97671 13.57671 16.27671
##   5: 0.018142 22.74170      0         0     0 18.27671 12.97671 15.62671
##  ---                                                                    
## 361: 0.020734 25.32715      0         0     0  6.67671  2.97671  4.82671
## 362: 0.062350 24.16066      0         0     0 12.67671  2.27671  7.47671
## 363: 0.051153 23.96998      0         0     0 12.47671  4.07671  8.27671
## 364: 0.053404 23.14207      0         0     0 14.27671  6.27671 10.27671
## 365: 0.026811 22.23760      0         0     0 18.07671  9.37671 13.72671
##           vpd snowfall recharge     gpsn     resp       gs rootdepth   plantc
##   1: 262.7217        0        0 0.078455 0.029971 0.108837  436.5498 0.096925
##   2: 350.5153        0        0 0.093085 0.031207 0.109496  436.5498 0.096925
##   3: 444.9765        0        0 0.096641 0.032474 0.104748  436.5498 0.096925
##   4: 296.5631        0        0 0.084509 0.033197 0.101727  436.5498 0.096925
##   5: 280.9250        0        0 0.082629 0.033115 0.103077  436.5498 0.096925
##  ---                                                                         
## 361: 105.6290        0        0 0.065679 0.030718 0.235686  436.5498 0.096925
## 362: 316.3843        0        0 0.112699 0.031741 0.301385  436.5498 0.096925
## 363: 276.3677        0        0 0.113537 0.031954 0.291434  436.5498 0.096925
## 364: 298.7147        0        0 0.138920 0.033399 0.297529  436.5498 0.096925
## 365: 394.2291        0        0 0.094625 0.030026 0.110365  436.5498 0.096925
##      snowmelt canopysubl routedstreamflow canopy_snow   height evap_can
##   1:        0          0         2.668249           0 6.876357 0.000000
##   2:        0          0         2.454442           0 6.876357 0.000000
##   3:        0          0         2.257814           0 6.876357 0.000000
##   4:        0          0         2.076980           0 6.876357 0.000000
##   5:        0          0         1.910668           0 6.876357 0.000000
##  ---                                                                   
## 361:        0          0         2.827366           0 6.876357 0.000092
## 362:        0          0         2.600572           0 6.876357 0.000000
## 363:        0          0         2.392018           0 6.876357 0.000000
## 364:        0          0         2.200234           0 6.876357 0.000000
## 365:        0          0         2.023867           0 6.876357 0.000000
##      evap_lit evap_soil    litrc    Kdown    Ldown      Kup Lup Kstar_can
##   1: 0.000592  0.274760 0.042053 2346.852 31189.63 292.5164   0  91.24764
##   2: 0.000206  0.334981 0.042053 3207.800 31537.13 399.0860   0 126.38799
##   3: 0.000581  0.394509 0.042053 4097.599 31688.91 508.8204   0 165.33381
##   4: 0.000059  0.259714 0.042053 1910.967 33355.60 238.4185   0  66.83281
##   5: 0.000000  0.252518 0.042053 1850.866 33078.59 230.9517   0  64.91660
##  ---                                                                     
## 361: 0.074116  0.160922 0.042053 1268.669 28728.78 158.9644   0 117.73402
## 362: 0.009229  0.423159 0.042053 6193.494 26933.12 769.9450   0 522.07019
## 363: 0.000324  0.357857 0.042053 4670.184 28371.97 582.0021   0 387.49461
## 364: 0.000009  0.355893 0.042053 4356.794 29464.88 543.2130   0 343.10288
## 365: 0.000014  0.416138 0.042053 4057.706 30680.68 503.8666   0 166.41620
##      Kstar_soil Kstar_snow Lstar_can Lstar_soil Lstar_snow LE_canopy   LE_soil
##   1:  1159.1481          0         0          0          0  34.50393  680.0305
##   2:  1631.6143          0         0          0          0  46.50394  826.0033
##   3:  2157.4905          0         0          0          0  56.77899  971.7892
##   4:   937.9383          0         0          0          0  35.23765  639.0867
##   5:   906.7446          0         0          0          0  33.89872  621.6495
##  ---                                                                          
## 361:   563.7568          0         0          0          0  30.01347  584.9370
## 362:  3272.4949          0         0          0          0 120.66964 1071.9309
## 363:  2347.2411          0         0          0          0  99.70952  887.6222
## 364:  2169.7688          0         0          0          0 108.26993  880.3183
## 365:  2154.0435          0         0          0          0  53.53417 1025.7208
##      LE_snow Lstar_strat canopydrip       date   wy  yd       et unfilled_cap
##   1:       0           0          0 2017-11-01 2018 305 0.289302     1411.431
##   2:       0           0          0 2017-11-02 2018 306 0.354033     1409.637
##   3:       0           0          0 2017-11-03 2018 307 0.418142     1416.653
##   4:       0           0          0 2017-11-04 2018 308 0.274087     1421.761
##   5:       0           0          0 2017-11-05 2018 309 0.266279     1428.525
##  ---                                                                         
## 361:       0           0          0 2018-10-27 2019 300 0.247065     2328.001
## 362:       0           0          0 2018-10-28 2019 301 0.480988     2326.572
## 363:       0           0          0 2018-10-29 2019 302 0.398392     2326.078
## 364:       0           0          0 2018-10-30 2019 303 0.399662     2326.738
## 365:       0           0          0 2018-10-31 2019 304 0.437865     2326.490
## 
## $pd
##      day month year basinID hillID zoneID patchID familyID family_horizon
##   1:   1    11 2017       1    110 136557  136557    -9999              0
##   2:   2    11 2017       1    110 136557  136557    -9999              0
##   3:   3    11 2017       1    110 136557  136557    -9999              0
##   4:   4    11 2017       1    110 136557  136557    -9999              0
##   5:   5    11 2017       1    110 136557  136557    -9999              0
##  ---                                                                     
## 361:  27    10 2018       1    110 136557  136557    -9999              0
## 362:  28    10 2018       1    110 136557  136557    -9999              0
## 363:  29    10 2018       1    110 136557  136557    -9999              0
## 364:  30    10 2018       1    110 136557  136557    -9999              0
## 365:  31    10 2018       1    110 136557  136557    -9999              0
##      rain_thr detention_store sat_def_z  sat_def rz_storage potential_rz_store
##   1:        0               0  9971.407 4337.562   40.66983           109.8474
##   2:        0               0  9971.554 4337.626   40.28031           109.8474
##   3:        0               0  9971.701 4337.690   39.81822           109.8474
##   4:        0               0  9971.848 4337.754   39.51573           109.8474
##   5:        0               0  9971.995 4337.818   39.22140           109.8474
##  ---                                                                          
## 361:        0               0  9693.147 4216.519   41.20719           109.8474
## 362:        0               0  9694.835 4217.253   40.67449           109.8474
## 363:        0               0  9696.516 4217.984   40.22588           109.8474
## 364:        0               0  9698.187 4218.711   39.77178           109.8474
## 365:        0               0  9699.849 4219.434   39.32573           109.8474
##      rz_field_capacity rz_wilting_point unsat_stor rz_drainage unsat_drain
##   1:          41.39395         11.84566   4104.490           0           0
##   2:          41.39395         11.84566   4104.490           0           0
##   3:          41.39395         11.84566   4104.490           0           0
##   4:          41.39395         11.84566   4104.490           0           0
##   5:          41.39395         11.84566   4104.490           0           0
##  ---                                                                      
## 361:          41.39395         11.84566   2538.895           0           0
## 362:          41.39395         11.84566   2538.895           0           0
## 363:          41.39395         11.84566   2538.895           0           0
## 364:          41.39395         11.84566   2538.895           0           0
## 365:          41.39395         11.84566   2538.895           0           0
##      rz_transfer unsat_transfer sat_transfer sublimation return evap
##   1:           0              0            0           0      0    0
##   2:           0              0            0           0      0    0
##   3:           0              0            0           0      0    0
##   4:           0              0            0           0      0    0
##   5:           0              0            0           0      0    0
##  ---                                                                
## 361:           0              0            0           0      0    0
## 362:           0              0            0           0      0    0
## 363:           0              0            0           0      0    0
## 364:           0              0            0           0      0    0
## 365:           0              0            0           0      0    0
##      evap_surface soil_evap snow snow_melt trans_sat trans_unsat      Qin
##   1:     0.000000  0.315854    0         0         0    0.000000 0.012051
##   2:     0.000000  0.389522    0         0         0    0.000000 0.012052
##   3:     0.000000  0.462093    0         0         0    0.000000 0.012052
##   4:     0.000000  0.302482    0         0         0    0.000000 0.012052
##   5:     0.000000  0.294329    0         0         0    0.000000 0.012053
##  ---                                                                     
## 361:     0.043982  0.168164    0         0         0    0.018599 0.202602
## 362:     0.000000  0.456546    0         0         0    0.076151 0.201492
## 363:     0.000000  0.387170    0         0         0    0.061443 0.199428
## 364:     0.000000  0.387614    0         0         0    0.066482 0.198606
## 365:     0.000000  0.446049    0         0         0    0.000000 0.197021
##          Qout       psn root_zone.S root.depth litter.rain_stor litter.S area
##   1: 0.076314 -0.006745    0.370239   252.5228                0        0  100
##   2: 0.076048 -0.007222    0.366693   252.5228                0        0  100
##   3: 0.076049 -0.007725    0.362487   252.5228                0        0  100
##   4: 0.076051 -0.007969    0.359733   252.5228                0        0  100
##   5: 0.076052 -0.007917    0.357054   252.5228                0        0  100
##  ---                                                                         
## 361: 0.943662  0.062753    0.375131   252.5228                0        0  100
## 362: 0.935750  0.110289    0.370282   252.5228                0        0  100
## 363: 0.930828  0.107862    0.366198   252.5228                0        0  100
## 364: 0.925580  0.134355    0.362064   252.5228                0        0  100
## 365: 0.920008 -0.006811    0.358003   252.5228                0        0  100
##           pet      lai baseflow streamflow pcp recharge Kdowndirpch
##   1: 0.000000 0.000000        0          0   0        0           0
##   2: 0.000000 0.000000        0          0   0        0           0
##   3: 0.000000 0.000000        0          0   0        0           0
##   4: 0.000000 0.000000        0          0   0        0           0
##   5: 0.000000 0.000000        0          0   0        0           0
##  ---                                                               
## 361: 0.033758 0.104913        0          0   0        0           0
## 362: 0.098282 0.095701        0          0   0        0           0
## 363: 0.078510 0.089583        0          0   0        0           0
## 364: 0.080876 0.086530        0          0   0        0           0
## 365: 0.000000 0.000000        0          0   0        0           0
##      Kdowndiffpch Kupdirpch Kupdifpch Luppch Kdowndirsubcan Kdowndifsubcan
##   1:     629.1830  56.67181  349.9330      0      320.09938      1932.3739
##   2:     814.1182 109.35537  457.9398      0      617.67193      2520.7252
##   3:     971.1092 185.67983  554.1453      0     1048.77539      3038.0441
##   4:     524.8094  37.08268  290.4267      0      209.45408      1606.0565
##   5:     509.9006  34.73123  281.9907      0      196.17240      1559.6978
##  ---                                                                      
## 361:     289.6285  14.39547  192.9056      0       74.21829       881.9126
## 362:     998.9337 392.62232  710.0352      0     2040.54917      3213.5070
## 363:     879.9382 210.28752  599.3989      0     1098.75710      2763.4504
## 364:     845.5854 181.03612  570.3102      0      948.43787      2645.2252
## 365:     961.6548 183.87210  548.7502      0     1038.56478      3008.4665
##      Ldownsubcan  Kstarcan Kstardirsno Kstardiffsno Lstarcanopy Lstarsnow
##   1:           0  51.62050           0            0           0         0
##   2:           0  76.27548           0            0           0         0
##   3:           0 105.52270           0            0           0         0
##   4:           0  40.37578           0            0           0         0
##   5:           0  38.88714           0            0           0         0
##  ---                                                                     
## 361:           0 172.25776           0            0           0         0
## 362:           0 805.43721           0            0           0         0
## 363:           0 573.66212           0            0           0         0
## 364:           0 499.42558           0            0           0         0
## 365:           0 104.49536           0            0           0         0
##      Lstarsoil     wind windsnow windzone       ga gasnow trans_reduc_perc
##   1:         0 0.659831        1        1 4.438761      0                1
##   2:         0 0.659831        1        1 4.438761      0                1
##   3:         0 0.659831        1        1 4.438761      0                1
##   4:         0 0.659831        1        1 4.438761      0                1
##   5:         0 0.659831        1        1 4.438761      0                1
##  ---                                                                      
## 361:         0 0.659831        1        1 4.438761      0                1
## 362:         0 0.659831        1        1 4.438761      0                1
## 363:         0 0.659831        1        1 4.438761      0                1
## 364:         0 0.659831        1        1 4.438761      0                1
## 365:         0 0.659831        1        1 4.438761      0                1
##      pch_field_cap overland_flow   height ustar snow_albedo Kstarsoil
##   1:      1.593136             0 9.060605     0           0 1398.0430
##   2:      1.593160             0 9.060605     0           0 2010.4393
##   3:      1.593184             0 9.060605     0           0 2707.0283
##   4:      1.593208             0 9.060605     0           0 1109.1502
##   5:      1.593232             0 9.060605     0           0 1070.3826
##  ---                                                                 
## 361:      1.547523             0 9.060605     0           0  570.8894
## 362:      1.547799             0 9.060605     0           0 3729.7168
## 363:      1.548075             0 9.060605     0           0 2596.0486
## 364:      1.548349             0 9.060605     0           0 2388.7114
## 365:      1.548621             0 9.060605     0           0 2680.6733
##      Kdowndirsurf Kdowndifsurf exfil_unsat snow_Rnet snow_QLE snow_QH
##   1:    320.09938    1932.3739    0.000316         0        0       0
##   2:    617.67193    2520.7252    0.000390         0        0       0
##   3:   1048.77539    3038.0441    0.000462         0        0       0
##   4:    209.45408    1606.0565    0.000302         0        0       0
##   5:    196.17240    1559.6978    0.000294         0        0       0
##  ---                                                                 
## 361:     74.21829     881.9126    0.000168         0        0       0
## 362:   2040.54917    3213.5070    0.000457         0        0       0
## 363:   1098.75710    2763.4504    0.000387         0        0       0
## 364:    948.43787    2645.2252    0.000388         0        0       0
## 365:   1038.56478    3008.4665    0.000446         0        0       0
##      snow_Qrain snow_Qmelt  LEcanopy   SED snow_age  fire_et       date   wy
##   1:          0          0   0.00000 0.001        0 0.000316 2017-11-01 2018
##   2:          0          0   0.00000 0.001        0 0.000390 2017-11-02 2018
##   3:          0          0   0.00000 0.001        0 0.000462 2017-11-03 2018
##   4:          0          0   0.00000 0.001        0 0.000302 2017-11-04 2018
##   5:          0          0   0.00000 0.001        0 0.000294 2017-11-05 2018
##  ---                                                                        
## 361:          0          0  46.31719 0.001        0 0.000231 2018-10-27 2019
## 362:          0          0 188.89899 0.001        0 0.000533 2018-10-28 2019
## 363:          0          0 152.35371 0.001        0 0.000449 2018-10-29 2019
## 364:          0          0 164.54058 0.001        0 0.000454 2018-10-30 2019
## 365:          0          0   0.00000 0.001        0 0.000446 2018-10-31 2019
##       yd
##   1: 305
##   2: 306
##   3: 307
##   4: 308
##   5: 309
##  ---    
## 361: 300
## 362: 301
## 363: 302
## 364: 303
## 365: 304
{plot(cwws32valrss1_run1$bd$date, (cwws32valrss1_run1$bd$rz_storage/cwws32valrss1_run1$bd$rootdepth), type = 'l', ylim = c(0.12,0.26))
lines(valmergesm1$Date,valmergesm1$Site1, col = 'BLUE', lty = 3)}

{plot(cwws32valrss1_run3$bd$date, (cwws32valrss1_run3$bd$rz_storage/cwws32valrss1_run3$bd$rootdepth), type = 'l', ylim = c(0.12,0.26))
lines(valmergesm3$Date,valmergesm3$Site1, col = 'BLUE', lty = 3)}

paste0("((valmergesm",i,"$root_zone.S","*valmergesm",i,"$potential_rz_store)","/valmergesm",i,"$root.depth)")
## [1] "((valmergesm200$root_zone.S*valmergesm200$potential_rz_store)/valmergesm200$root.depth)"
plot((valmergesm3$root_zone.S*valmergesm3$potential_rz_store)/(valmergesm3$root.depth), type = "l")

plot(valmergesm3$Date, (valmergesm3$rz_storage/valmergesm3$root.depth), type = "l")

plot(valmergesm3$Date, valmergesm3$Site1, type = "l")

{plot(cwws32valrss1_run3$pd$date, (cwws32valrss1_run3$pd$rz_storage/cwws32valrss1_run3$pd$root.depth), type = 'l', ylim = c(0.12,0.26))
lines(valmergesm3$Date,valmergesm3$Site1, col = 'BLUE', lty = 3)}

{plot(cwws32valrss1_run3$pd$date, ((cwws32valrss1_run3$pd$root_zone.S*cwws32valrss1_run3$pd$potential_rz_store)/cwws32valrss1_run3$pd$root.depth), type = 'l', ylim = c(0.12,0.26))
lines(valmergesm3$Date,valmergesm3$Site1, col = 'BLUE', lty = 3)}

paste0("((valmergesm",i,"$root_zone.S","*valmergesm",i,"$potential_rz_store)","/valmergesm",i,"$root.depth)")
## [1] "((valmergesm200$root_zone.S*valmergesm200$potential_rz_store)/valmergesm200$root.depth)"
{plot(cwws32valrss1_run3$bd$date, (cwws32valrss1_run3$bd$rz_storage/cwws32valrss1_run3$bd$rootdepth), type = 'l', ylim = c(0.0,0.26))
lines(valmergesm3$Date,valmergesm3$Site1, col = 'BLUE', lty = 3)}

{plot(cwws32valrss1_run43$pd$date, (cwws32valrss1_run43$pd$rz_storage/cwws32valrss1_run43$pd$root.depth), type = 'l', ylim = c(0.0,0.26))
lines(valmergesm43$Date,valmergesm43$Site1, col = 'BLUE', lty = 3)}

{plot(cwws32valrss1_run43$bd$date, (cwws32valrss1_run43$bd$rz_storage/cwws32valrss1_run43$bd$rootdepth), type = 'l', ylim = c(0.0,0.26))
lines(valmergesm1$Date,valmergesm1$Site1, col = 'BLUE', lty = 3)}

RSS - prepare to run model n times for patch 2 - only for validation time series

input_rhessys = IOin_rhessys_input(
  version = rh_path,
  tec_file = "tecfiles/tec_daily",
  world_file = "CWWS32dsm.world.Y2018M10D31H1.state.Y2018M10D31H1.state",
  world_hdr_prefix = "CWWS32dsm",
  flowtable = "CWWS32dsm1.flow",
  start = "2015 11 1 1",
  end = "2018 11 1 1",
  output_folder = "out",
  output_prefix = "cwws32valrss2",
 commandline_options = c("-b -p 1 108 141942 141942"))

#commandline_options = c("-b -g -p 1 110 136557 136557 -p 1 108 141942 141942 -p 1 108 149478 149478"))

## TEC file dictates model output, begin output a year in to allow model SM to stabilize
# do not output_state or worldfile may be overwritten as output is created
input_tec_data = IOin_tec_std(start = "2017 11 1 1",
                              end = "2018 11 1 1",
                              output_state = FALSE)

input_hdr = IOin_hdr(
  basin = "defs/basin.def",
  hillslope = "defs/hillslope.def",
  zone = "defs/zone.def",
  soil = c("defs/soil_clay.def","defs/soil_clayloam.def","defs/soil_loam.def","defs/soil_loamysand.def","defs/soil_rock.def","defs/soil_sand.def","defs/soil_sandyclay.def","defs/soil_sandyclayloam.def","defs/soil_sandyloam.def","defs/soil_silt.def","defs/soil_siltyclay.def","defs/soil_siltyclayloam.def","defs/soil_siltyloam.def","defs/soil_water.def", "defs/soil_shallowloam.def", "defs/soil_shallowsandyclayloam.def", "defs/soil_shallowsandyloam.def"),
  landuse = "defs/lu_undev.def",
  stratum = c("defs/veg_deciduous/veg_deciduous.def","defs/veg_evergreen/veg_evergreen.def","defs/veg_deciduous_BES.def","defs/veg_eucalypt.def","defs/veg_grass.def","defs/veg_lawn_2cm.def","defs/veg_lawn_5cm.def","defs/veg_lawn_10cm.def","defs/veg_nonveg.def"),
  basestations = "clim/cwtws32local.base")

RSS - run model in parallel

n.cores <- parallel::detectCores() - 4  
  
my.cluster <- parallel::makeCluster(
    n.cores, 
    type = "PSOCK"
  )
doParallel::registerDoParallel(cl = my.cluster)

start_time = Sys.time()
  
  foreach(i = 1:validationruns, .packages = 'RHESSysIOinR') %dopar% {
    
    stdpars<- IOin_std_pars(m = toprss[i,]$m,
                            k = toprss[i,]$k,
                            soil_dep= toprss[i,]$soil_dep,
                            m_v = toprss[i,]$m_v,
                            k_v = toprss[i,]$k_v,
                            gw1 = toprss[i,]$gw1,
                            gw2 = toprss[i,]$gw2,
                            pa = toprss[i,]$pa,
                            po = toprss[i,]$po,
                            vgseng1 = toprss[i,]$vgseng1,
                            vgseng2 = toprss[i,]$vgseng2,
                            vgseng3 = toprss[i,]$vgseng3)
    
    run_rhessys_single(input_rhessys = input_rhessys,
                       hdr_files = input_hdr,
                       tec_data = input_tec_data,
                       std_pars = stdpars,
                       runID = i)
  } 
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  end_time = Sys.time()
  end_time - start_time
## Time difference of 1.181943 hours

RSS - read n runs, create table and append to table

# Read in RHESSys Validation runs
for(i in 1:validationruns) { assign(paste0("cwws32valrss2_run",i), readin_rhessys_output(paste0("out/cwws32valrss2_run",i)))}
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
##merge calibration runs with observed so dates match up, instead of subsetting 

for(i in 1:validationruns) { assign(paste0("valmergesm",i), merge(obsws32smvalclean,eval(parse(text = paste0("cwws32valrss2_run",i,"$pd"))), by.x = "Date", by.y="date", all = FALSE))
  assign(paste0("valsubsetsm",i),eval(parse(text = paste0("valmergesm",i)))[eval(parse(text = paste0("valmergesm",i,"$date"))) >= Valdates[1] & eval(parse(text = paste0("valmergesm",i,"$date"))) <= Valdates[2], ])}


valmergesm1
##           Date mergedsoilmoisture     Site3     Site2     Site1 day month year
## 1   2017-12-17          0.1812803 0.2184210 0.1298160 0.1827378  17    12 2017
## 2   2017-12-18          0.1813529 0.2184097 0.1318113 0.1814523  18    12 2017
## 3   2017-12-19          0.1786329 0.2147977 0.1310752 0.1781363  19    12 2017
## 4   2017-12-20          0.2045600 0.2352214 0.1611586 0.2064497  20    12 2017
## 5   2017-12-21          0.2121985 0.2435130 0.1689051 0.2133542  21    12 2017
## 6   2017-12-22          0.2034018 0.2369948 0.1599421 0.2024036  22    12 2017
## 7   2017-12-23          0.2159135 0.2474115 0.1737037 0.2160729  23    12 2017
## 8   2017-12-24          0.2180366 0.2508741 0.1779583 0.2152578  24    12 2017
## 9   2017-12-25          0.2051297 0.2392457 0.1649375 0.2011580  25    12 2017
## 10  2017-12-26          0.1967778 0.2311780 0.1564815 0.1925998  26    12 2017
## 11  2017-12-27          0.1907229 0.2253247 0.1504178 0.1863498  27    12 2017
## 12  2017-12-28          0.1860186 0.2206840 0.1457465 0.1815573  28    12 2017
## 13  2017-12-29          0.1822263 0.2169158 0.1421042 0.1776285  29    12 2017
## 14  2017-12-30          0.1789890 0.2136771 0.1389468 0.1743325  30    12 2017
## 15  2017-12-31          0.1760297 0.2104852 0.1361690 0.1714696  31    12 2017
## 16  2018-01-01          0.1730221 0.2068863 0.1335336 0.1687743   1     1 2018
## 17  2018-01-02          0.1699094 0.2026606 0.1310185 0.1663264   2     1 2018
## 18  2018-01-03          0.1674965 0.1998021 0.1287234 0.1642708   3     1 2018
## 19  2018-01-04          0.1650735 0.1969184 0.1264468 0.1621988   4     1 2018
## 20  2018-01-05          0.1623993 0.1935668 0.1236840 0.1602682   5     1 2018
## 21  2018-01-06          0.1599766 0.1904905 0.1211806 0.1585599   6     1 2018
## 22  2018-01-07          0.1576960 0.1877726 0.1186574 0.1568984   7     1 2018
## 23  2018-01-08          0.1568914 0.1872422 0.1174618 0.1561128   8     1 2018
## 24  2018-01-09          0.1574485 0.1894384 0.1169259 0.1558507   9     1 2018
## 25  2018-01-10          0.1592184 0.1939688 0.1176424 0.1556502  10     1 2018
## 26  2018-01-11          0.2106263 0.2476406 0.1661053 0.2070026  11     1 2018
## 27  2018-01-12          0.2585713 0.3023993 0.2126192 0.2492075  12     1 2018
## 28  2018-01-13          0.2298163 0.2697049 0.1885231 0.2208976  13     1 2018
## 29  2018-01-14          0.2101749 0.2461050 0.1714329 0.2033012  14     1 2018
## 30  2018-01-15          0.2000193 0.2340321 0.1618090 0.1946641  15     1 2018
## 31  2018-01-16          0.1934378 0.2271962 0.1552234 0.1883403  16     1 2018
## 32  2018-01-17          0.1884672 0.2222873 0.1504387 0.1831684  17     1 2018
## 33  2018-01-18          0.1847465 0.2177543 0.1464155 0.1804870  18     1 2018
## 34  2018-01-19          0.1827311 0.2160347 0.1430255 0.1792066  19     1 2018
## 35  2018-01-20          0.1806938 0.2148377 0.1400914 0.1770017  20     1 2018
## 36  2018-01-21          0.1788930 0.2141354 0.1381655 0.1741962  21     1 2018
## 37  2018-01-22          0.1816379 0.2176727 0.1396944 0.1770608  22     1 2018
## 38  2018-01-23          0.2099719 0.2426632 0.1698900 0.2073420  23     1 2018
## 39  2018-01-24          0.2042055 0.2377882 0.1643600 0.2005069  24     1 2018
## 40  2018-01-25          0.1978362 0.2319010 0.1582002 0.1934983  25     1 2018
## 41  2018-01-26          0.1925960 0.2267535 0.1530544 0.1880946  26     1 2018
## 42  2018-01-27          0.1913684 0.2261970 0.1498113 0.1877075  27     1 2018
## 43  2018-01-28          0.2227986 0.2548967 0.1778299 0.2244271  28     1 2018
## 44  2018-01-29          0.2251622 0.2590182 0.1841771 0.2220451  29     1 2018
## 45  2018-01-30          0.2114195 0.2458255 0.1703889 0.2077865  30     1 2018
## 46  2018-01-31          0.2024122 0.2366563 0.1618900 0.1985599  31     1 2018
## 47  2018-02-01          0.1966335 0.2307604 0.1560451 0.1929479   1     2 2018
## 48  2018-02-02          0.1958087 0.2303811 0.1535116 0.1929592   2     2 2018
## 49  2018-02-03          0.1918223 0.2255894 0.1503773 0.1891389   3     2 2018
## 50  2018-02-04          0.2215597 0.2586415 0.1716586 0.2219036   4     2 2018
## 51  2018-02-05          0.2242181 0.2588863 0.1816354 0.2214870   5     2 2018
## 52  2018-02-06          0.2119706 0.2460191 0.1716088 0.2081936   6     2 2018
## 53  2018-02-07          0.2403602 0.2747222 0.1988044 0.2371649   7     2 2018
## 54  2018-02-08          0.2277506 0.2657526 0.1858970 0.2211389   8     2 2018
## 55  2018-02-09          0.2117093 0.2479861 0.1712176 0.2058012   9     2 2018
## 56  2018-02-10          0.2263567 0.2620903 0.1832708 0.2229375  10     2 2018
## 57  2018-02-11          0.2594152        NA 0.2386782 0.2749679  11     2 2018
## 58  2018-02-12          0.2177703        NA 0.1980856 0.2325339  12     2 2018
## 59  2018-02-13          0.2526821 0.3420382 0.1811157 0.2170009  13     2 2018
## 60  2018-02-14          0.2187074 0.2685182 0.1701852 0.2052882  14     2 2018
## 61  2018-02-15          0.2141866 0.2565538 0.1676806 0.2066988  15     2 2018
## 62  2018-02-16          0.2078769 0.2455486 0.1646400 0.2026328  16     2 2018
## 63  2018-02-17          0.2023741 0.2391111 0.1590405 0.1981372  17     2 2018
## 64  2018-02-18          0.2103213 0.2463655 0.1647130 0.2084835  18     2 2018
## 65  2018-02-19          0.2066506 0.2421328 0.1613194 0.2051667  19     2 2018
## 66  2018-02-20          0.2011578 0.2357995 0.1573102 0.1994019  20     2 2018
## 67  2018-02-21          0.2304523 0.2652378 0.1867384 0.2284523  21     2 2018
## 68  2018-02-22          0.2259672 0.2614158 0.1850486 0.2212075  22     2 2018
## 69  2018-02-23          0.2114646 0.2466120 0.1711169 0.2065781  23     2 2018
## 70  2018-02-24          0.2029441 0.2381710 0.1622558 0.1982335  24     2 2018
## 71  2018-02-25          0.2018564 0.2393038 0.1585914 0.1968576  25     2 2018
## 72  2018-02-26          0.2042301 0.2415321 0.1595822 0.2004141  26     2 2018
## 73  2018-02-27          0.1995574 0.2352457 0.1563762 0.1962552  27     2 2018
## 74  2018-02-28          0.2057860 0.2428750 0.1602326 0.2028620  28     2 2018
## 75  2018-03-01          0.2489119 0.2840321 0.2047778 0.2468924   1     3 2018
## 76  2018-03-02          0.2292061 0.2686840 0.1862639 0.2219349   2     3 2018
## 77  2018-03-03          0.2128520 0.2514045 0.1705255 0.2060443   3     3 2018
## 78  2018-03-04          0.2033614 0.2409384 0.1614676 0.1972049   4     3 2018
## 79  2018-03-05          0.1965865 0.2332422 0.1551944 0.1909748   5     3 2018
## 80  2018-03-06          0.2052393 0.2435052 0.1590255 0.2016337   6     3 2018
## 81  2018-03-07          0.2119353 0.2464280 0.1661713 0.2117656   7     3 2018
## 82  2018-03-08          0.2067156 0.2389826 0.1597778 0.2096519   8     3 2018
## 83  2018-03-09          0.2004845 0.2327387 0.1543472 0.2028333   9     3 2018
## 84  2018-03-10          0.1957295 0.2281016 0.1500116 0.1976458  10     3 2018
## 85  2018-03-11          0.1919861 0.2243811 0.1463588 0.1938116  11     3 2018
## 86  2018-03-12          0.2025691 0.2368247 0.1501875 0.2075998  12     3 2018
## 87  2018-03-13          0.2017443 0.2339063 0.1517373 0.2070877  13     3 2018
## 88  2018-03-14          0.1974754 0.2298194 0.1485509 0.2018247  14     3 2018
## 89  2018-03-15          0.1936638 0.2264358 0.1453831 0.1971024  15     3 2018
## 90  2018-03-16          0.1900477 0.2228429 0.1423264 0.1930434  16     3 2018
## 91  2018-03-17          0.1877393 0.2206745 0.1395810 0.1909227  17     3 2018
## 92  2018-03-18          0.1905354 0.2259635 0.1386458 0.1940243  18     3 2018
## 93  2018-03-19          0.1901329 0.2256233 0.1380532 0.1937023  19     3 2018
## 94  2018-03-20          0.2072206 0.2431823 0.1490359 0.2148976  20     3 2018
## 95  2018-03-21          0.2128883 0.2453212 0.1578299 0.2217491  21     3 2018
## 96  2018-03-22          0.2075410 0.2405356 0.1544282 0.2143811  22     3 2018
## 97  2018-03-23          0.2024549 0.2355833 0.1507025 0.2081406  23     3 2018
## 98  2018-03-24          0.1993210 0.2326936 0.1475405 0.2047839  24     3 2018
## 99  2018-03-25          0.2166313 0.2498394 0.1597975 0.2260486  25     3 2018
## 100 2018-03-26          0.2121376 0.2440990 0.1599988 0.2192804  26     3 2018
## 101 2018-03-27          0.2056414 0.2378082 0.1552662 0.2112561  27     3 2018
## 102 2018-03-28          0.2002648 0.2323446 0.1511817 0.2049974  28     3 2018
## 103 2018-03-29          0.2006057 0.2330764 0.1502801 0.2058793  29     3 2018
## 104 2018-03-30          0.2255177 0.2530920 0.1760208 0.2350660  30     3 2018
## 105 2018-03-31          0.2150303 0.2447335 0.1675706 0.2209219  31     3 2018
## 106 2018-04-01          0.2069646 0.2373377 0.1602535 0.2116250   1     4 2018
## 107 2018-04-02          0.2005587 0.2311814 0.1541250 0.2047613   2     4 2018
## 108 2018-04-03          0.1953756 0.2262899 0.1490255 0.1992240   3     4 2018
## 109 2018-04-04          0.1962923 0.2295095 0.1461979 0.2006458   4     4 2018
## 110 2018-04-05          0.1934653 0.2269696 0.1437060 0.1972804   5     4 2018
## 111 2018-04-06          0.1907393 0.2251259 0.1406759 0.1939002   6     4 2018
## 112 2018-04-07          0.2162749 0.2500877 0.1606632 0.2241710   7     4 2018
## 113 2018-04-08          0.2142361 0.2459740 0.1637072 0.2203950   8     4 2018
## 114 2018-04-09          0.2083649 0.2414036 0.1575637 0.2134271   9     4 2018
## 115 2018-04-10          0.2035641 0.2366189 0.1536088 0.2079757  10     4 2018
## 116 2018-04-11          0.1985177 0.2312960 0.1493970 0.2025799  11     4 2018
## 117 2018-04-12          0.1938879 0.2266094 0.1450822 0.1977708  12     4 2018
## 118 2018-04-13          0.1897607 0.2225330 0.1410868 0.1934939  13     4 2018
## 119 2018-04-14          0.1861888 0.2190686 0.1376424 0.1897187  14     4 2018
## 120 2018-04-15          0.2267652 0.2573394 0.1796586 0.2315208  15     4 2018
## 121 2018-04-16          0.2352825 0.2709479 0.1876516 0.2353403  16     4 2018
## 122 2018-04-17          0.2187042 0.2539436 0.1719479 0.2185321  17     4 2018
## 123 2018-04-18          0.2088741 0.2433733 0.1627118 0.2089965  18     4 2018
## 124 2018-04-19          0.2016534 0.2354809 0.1558704 0.2021632  19     4 2018
## 125 2018-04-20          0.1961351 0.2297092 0.1502894 0.1969453  20     4 2018
## 126 2018-04-21          0.1915013 0.2250877 0.1454896 0.1924236  21     4 2018
## 127 2018-04-22          0.1883138 0.2221033 0.1417083 0.1894783  22     4 2018
## 128 2018-04-23          0.2570006 0.2928273 0.2113310 0.2554262  23     4 2018
## 129 2018-04-24          0.2662503 0.3156189 0.2124942 0.2571988  24     4 2018
## 130 2018-04-25          0.2356152 0.2778342 0.1868507 0.2299696  25     4 2018
## 131 2018-04-26          0.2246237 0.2655755 0.1754988 0.2205156  26     4 2018
## 132 2018-04-27          0.2251174 0.2625469 0.1765451 0.2241172  27     4 2018
## 133 2018-04-28          0.2142165 0.2513707 0.1661273 0.2131293  28     4 2018
## 134 2018-04-29          0.2061856 0.2437292 0.1575150 0.2051450  29     4 2018
## 135 2018-04-30          0.1998873 0.2375208 0.1509155 0.1989826  30     4 2018
## 136 2018-05-01          0.1946701 0.2322135 0.1456887 0.1938628   1     5 2018
## 137 2018-05-02          0.1905331 0.2286172 0.1412465 0.1894141   2     5 2018
## 138 2018-05-03          0.1862787 0.2238941 0.1374086 0.1853160   3     5 2018
## 139 2018-05-04          0.1821768 0.2190781 0.1339653 0.1814340   4     5 2018
## 140 2018-05-05          0.1787459 0.2156814 0.1309086 0.1776884   5     5 2018
## 141 2018-05-06          0.1771430 0.2143819 0.1283380 0.1765078   6     5 2018
## 142 2018-05-07          0.1816304 0.2184427 0.1335903 0.1808481   7     5 2018
## 143 2018-05-08          0.1969321 0.2361970 0.1438322 0.1974922   8     5 2018
## 144 2018-05-09          0.1949738 0.2357708 0.1394086 0.1958507   9     5 2018
## 145 2018-05-10          0.1898592 0.2300799 0.1351667 0.1906580  10     5 2018
## 146 2018-05-11          0.1844252 0.2234852 0.1313345 0.1851832  11     5 2018
## 147 2018-05-12          0.1788747 0.2176962 0.1274792 0.1785998  12     5 2018
## 148 2018-05-13          0.1733239 0.2124896 0.1235127 0.1715165  13     5 2018
## 149 2018-05-14          0.1679975 0.2079583 0.1197731 0.1642049  14     5 2018
## 150 2018-05-15          0.1646196 0.2067674 0.1166227 0.1584696  15     5 2018
##     basinID hillID zoneID patchID familyID family_horizon   rain_thr
## 1         1    108 141942  141942    -9999              0   0.254000
## 2         1    108 141942  141942    -9999              0   0.762000
## 3         1    108 141942  141942    -9999              0   0.000000
## 4         1    108 141942  141942    -9999              0  32.766000
## 5         1    108 141942  141942    -9999              0   0.000000
## 6         1    108 141942  141942    -9999              0   6.096000
## 7         1    108 141942  141942    -9999              0  23.114000
## 8         1    108 141942  141942    -9999              0   0.000000
## 9         1    108 141942  141942    -9999              0   0.000000
## 10        1    108 141942  141942    -9999              0   0.000000
## 11        1    108 141942  141942    -9999              0   0.000000
## 12        1    108 141942  141942    -9999              0   0.000000
## 13        1    108 141942  141942    -9999              0   0.000000
## 14        1    108 141942  141942    -9999              0   0.000000
## 15        1    108 141942  141942    -9999              0   0.000000
## 16        1    108 141942  141942    -9999              0   0.000000
## 17        1    108 141942  141942    -9999              0   0.000000
## 18        1    108 141942  141942    -9999              0   0.000000
## 19        1    108 141942  141942    -9999              0   0.000000
## 20        1    108 141942  141942    -9999              0   0.000000
## 21        1    108 141942  141942    -9999              0   0.000000
## 22        1    108 141942  141942    -9999              0   0.000000
## 23        1    108 141942  141942    -9999              0   1.270000
## 24        1    108 141942  141942    -9999              0   0.000000
## 25        1    108 141942  141942    -9999              0   3.697642
## 26        1    108 141942  141942    -9999              0  84.328000
## 27        1    108 141942  141942    -9999              0  35.306000
## 28        1    108 141942  141942    -9999              0   0.000000
## 29        1    108 141942  141942    -9999              0   0.000000
## 30        1    108 141942  141942    -9999              0   0.000000
## 31        1    108 141942  141942    -9999              0   0.924053
## 32        1    108 141942  141942    -9999              0   0.000000
## 33        1    108 141942  141942    -9999              0   0.000000
## 34        1    108 141942  141942    -9999              0   0.000000
## 35        1    108 141942  141942    -9999              0   0.000000
## 36        1    108 141942  141942    -9999              0   1.899237
## 37        1    108 141942  141942    -9999              0  27.432000
## 38        1    108 141942  141942    -9999              0   0.508000
## 39        1    108 141942  141942    -9999              0   0.000000
## 40        1    108 141942  141942    -9999              0   0.000000
## 41        1    108 141942  141942    -9999              0   0.000000
## 42        1    108 141942  141942    -9999              0  14.986000
## 43        1    108 141942  141942    -9999              0  27.686000
## 44        1    108 141942  141942    -9999              0   0.000000
## 45        1    108 141942  141942    -9999              0   0.000000
## 46        1    108 141942  141942    -9999              0   0.000000
## 47        1    108 141942  141942    -9999              0   3.302000
## 48        1    108 141942  141942    -9999              0   0.000000
## 49        1    108 141942  141942    -9999              0   0.000000
## 50        1    108 141942  141942    -9999              0  36.826307
## 51        1    108 141942  141942    -9999              0   0.000000
## 52        1    108 141942  141942    -9999              0   2.028307
## 53        1    108 141942  141942    -9999              0  49.272307
## 54        1    108 141942  141942    -9999              0   0.000000
## 55        1    108 141942  141942    -9999              0   0.000000
## 56        1    108 141942  141942    -9999              0  83.054307
## 57        1    108 141942  141942    -9999              0 107.946307
## 58        1    108 141942  141942    -9999              0  11.935402
## 59        1    108 141942  141942    -9999              0   3.298307
## 60        1    108 141942  141942    -9999              0   0.000000
## 61        1    108 141942  141942    -9999              0   8.378307
## 62        1    108 141942  141942    -9999              0   0.000000
## 63        1    108 141942  141942    -9999              0  13.458308
## 64        1    108 141942  141942    -9999              0   2.790308
## 65        1    108 141942  141942    -9999              0   1.774308
## 66        1    108 141942  141942    -9999              0   2.790308
## 67        1    108 141942  141942    -9999              0  38.604308
## 68        1    108 141942  141942    -9999              0   0.000000
## 69        1    108 141942  141942    -9999              0   0.000000
## 70        1    108 141942  141942    -9999              0   0.250308
## 71        1    108 141942  141942    -9999              0  10.410309
## 72        1    108 141942  141942    -9999              0   4.060309
## 73        1    108 141942  141942    -9999              0   0.000000
## 74        1    108 141942  141942    -9999              0  32.000309
## 75        1    108 141942  141942    -9999              0  34.032309
## 76        1    108 141942  141942    -9999              0   0.000000
## 77        1    108 141942  141942    -9999              0   0.000000
## 78        1    108 141942  141942    -9999              0   0.000000
## 79        1    108 141942  141942    -9999              0   0.000000
## 80        1    108 141942  141942    -9999              0  19.300310
## 81        1    108 141942  141942    -9999              0   1.256715
## 82        1    108 141942  141942    -9999              0   0.000000
## 83        1    108 141942  141942    -9999              0   0.000000
## 84        1    108 141942  141942    -9999              0   0.000000
## 85        1    108 141942  141942    -9999              0   3.044310
## 86        1    108 141942  141942    -9999              0  11.680310
## 87        1    108 141942  141942    -9999              0   0.000000
## 88        1    108 141942  141942    -9999              0   0.000000
## 89        1    108 141942  141942    -9999              0   0.000000
## 90        1    108 141942  141942    -9999              0   0.000000
## 91        1    108 141942  141942    -9999              0   8.632310
## 92        1    108 141942  141942    -9999              0   0.000000
## 93        1    108 141942  141942    -9999              0  17.014310
## 94        1    108 141942  141942    -9999              0   8.886310
## 95        1    108 141942  141942    -9999              0   0.498408
## 96        1    108 141942  141942    -9999              0   0.000000
## 97        1    108 141942  141942    -9999              0   0.000000
## 98        1    108 141942  141942    -9999              0  14.474311
## 99        1    108 141942  141942    -9999              0   6.600311
## 100       1    108 141942  141942    -9999              0   0.000000
## 101       1    108 141942  141942    -9999              0   0.000000
## 102       1    108 141942  141942    -9999              0   0.000000
## 103       1    108 141942  141942    -9999              0  25.142311
## 104       1    108 141942  141942    -9999              0   0.000000
## 105       1    108 141942  141942    -9999              0   0.000000
## 106       1    108 141942  141942    -9999              0   0.000000
## 107       1    108 141942  141942    -9999              0   0.000000
## 108       1    108 141942  141942    -9999              0   0.000000
## 109       1    108 141942  141942    -9999              0   5.838311
## 110       1    108 141942  141942    -9999              0   0.000000
## 111       1    108 141942  141942    -9999              0   6.854311
## 112       1    108 141942  141942    -9999              0  19.554311
## 113       1    108 141942  141942    -9999              0   0.000000
## 114       1    108 141942  141942    -9999              0   2.790311
## 115       1    108 141942  141942    -9999              0   0.000000
## 116       1    108 141942  141942    -9999              0   0.000000
## 117       1    108 141942  141942    -9999              0   0.000000
## 118       1    108 141942  141942    -9999              0   0.000000
## 119       1    108 141942  141942    -9999              0   0.000000
## 120       1    108 141942  141942    -9999              0  64.766312
## 121       1    108 141942  141942    -9999              0   0.000000
## 122       1    108 141942  141942    -9999              0   0.000000
## 123       1    108 141942  141942    -9999              0   0.000000
## 124       1    108 141942  141942    -9999              0   0.000000
## 125       1    108 141942  141942    -9999              0   0.000000
## 126       1    108 141942  141942    -9999              0   0.000000
## 127       1    108 141942  141942    -9999              0   5.330312
## 128       1    108 141942  141942    -9999              0 113.280312
## 129       1    108 141942  141942    -9999              0  23.618312
## 130       1    108 141942  141942    -9999              0   0.000000
## 131       1    108 141942  141942    -9999              0  16.760312
## 132       1    108 141942  141942    -9999              0   0.000000
## 133       1    108 141942  141942    -9999              0   0.000000
## 134       1    108 141942  141942    -9999              0   0.000000
## 135       1    108 141942  141942    -9999              0   0.000000
## 136       1    108 141942  141942    -9999              0   0.000000
## 137       1    108 141942  141942    -9999              0   0.000000
## 138       1    108 141942  141942    -9999              0   0.000000
## 139       1    108 141942  141942    -9999              0   0.000000
## 140       1    108 141942  141942    -9999              0   0.000000
## 141       1    108 141942  141942    -9999              0   2.536312
## 142       1    108 141942  141942    -9999              0  18.284312
## 143       1    108 141942  141942    -9999              0   4.822312
## 144       1    108 141942  141942    -9999              0   0.250312
## 145       1    108 141942  141942    -9999              0   0.504312
## 146       1    108 141942  141942    -9999              0   0.000000
## 147       1    108 141942  141942    -9999              0   0.000000
## 148       1    108 141942  141942    -9999              0   0.000000
## 149       1    108 141942  141942    -9999              0   0.000000
## 150       1    108 141942  141942    -9999              0  10.918312
##     detention_store sat_def_z  sat_def rz_storage potential_rz_store
## 1          0.000000  8495.578 3695.576   0.091429           0.242626
## 2          0.000000  8514.060 3703.616   0.025180           0.242626
## 3          0.000000  8494.720 3695.203   0.091429           0.242626
## 4          0.000000  8379.952 3645.279   0.091429           0.242626
## 5          0.000000  8326.993 3622.242   0.025180           0.242626
## 6          0.000000  8279.198 3601.451   0.091429           0.242626
## 7          0.000000  8235.478 3582.433   0.091429           0.242626
## 8          0.000000  8194.777 3564.728   0.025180           0.242626
## 9          0.000000  8156.498 3548.076   0.025180           0.242626
## 10         0.000000  8121.514 3532.859   0.025180           0.242626
## 11         0.000000  8090.450 3519.346   0.025180           0.242626
## 12         0.000000  8063.634 3507.681   0.025180           0.242626
## 13         0.000000  8040.464 3497.602   0.025180           0.242626
## 14         0.000000  8020.975 3489.124   0.025180           0.242626
## 15         0.000000  8005.280 3482.297   0.025180           0.242626
## 16         0.000000  7993.318 3477.093   0.025180           0.242626
## 17         0.000000  7984.877 3473.421   0.025180           0.242626
## 18         0.000000  7979.721 3471.179   0.025180           0.242626
## 19         0.000000  7977.546 3470.233   0.025180           0.242626
## 20         0.000000  7978.270 3470.548   0.025180           0.242626
## 21         0.000000  7982.183 3472.249   0.025180           0.242626
## 22         0.000000  7988.939 3475.188   0.025180           0.242626
## 23         0.000000  7998.098 3479.173   0.091429           0.242626
## 24         0.000000  8009.328 3484.058   0.025180           0.242626
## 25         0.000000  8022.293 3489.698   0.091429           0.242626
## 26         0.000000  8036.660 3495.947   0.091429           0.242626
## 27         0.000000  8052.187 3502.701   0.091429           0.242626
## 28         0.000000  8068.677 3509.874   0.025180           0.242626
## 29         0.000000  8085.965 3517.395   0.025180           0.242626
## 30         0.000000  8103.758 3525.135   0.025180           0.242626
## 31         0.000000  8121.448 3532.830   0.091429           0.242626
## 32         0.000000  8136.855 3539.532   0.025180           0.242626
## 33         0.000000  8152.166 3546.192   0.025180           0.242626
## 34         0.000000  8167.581 3552.898   0.025180           0.242626
## 35         0.000000  8183.153 3559.671   0.025180           0.242626
## 36         0.000000  8198.697 3566.433   0.091429           0.242626
## 37         0.000000  8214.078 3573.124   0.091429           0.242626
## 38         0.000000  8229.806 3579.965   0.091429           0.242626
## 39         0.000000  8245.911 3586.971   0.025180           0.242626
## 40         0.000001  8262.945 3594.381   0.025180           0.242626
## 41         0.000001  8280.155 3601.868   0.025180           0.242626
## 42         0.000000  8296.663 3609.049   0.091429           0.242626
## 43         0.000000  8312.986 3616.149   0.091429           0.242626
## 44         0.000000  8329.860 3623.489   0.025180           0.242626
## 45         0.000000  8346.822 3630.868   0.025180           0.242626
## 46         0.000000  8363.616 3638.173   0.025180           0.242626
## 47         0.000000  8380.356 3645.455   0.091429           0.242626
## 48         0.000000  8396.916 3652.659   0.025180           0.242626
## 49         0.000000  8413.336 3659.801   0.025180           0.242626
## 50         0.000000  8429.610 3666.880   0.091429           0.242626
## 51         0.000000  8445.583 3673.828   0.025180           0.242626
## 52         0.000000  8460.611 3680.366   0.091429           0.242626
## 53         0.000000  8475.487 3686.837   0.091429           0.242626
## 54         0.000000  8490.823 3693.508   0.025180           0.242626
## 55         0.000000  8506.127 3700.165   0.025180           0.242626
## 56         0.000000  8521.237 3706.738   0.091429           0.242626
## 57         0.000000  8536.140 3713.221   0.091429           0.242626
## 58         0.000000  8549.665 3719.104   0.091429           0.242626
## 59         0.000000  8564.110 3725.388   0.091429           0.242626
## 60         0.000000  8578.489 3731.643   0.025180           0.242626
## 61         0.000000  8592.722 3737.834   0.091429           0.242626
## 62         0.000000  8606.785 3743.951   0.025180           0.242626
## 63         0.000000  8620.686 3749.998   0.091429           0.242626
## 64         0.000000  8634.443 3755.983   0.091429           0.242626
## 65         0.000000  8648.061 3761.907   0.091429           0.242626
## 66         0.000000  8661.544 3767.772   0.091429           0.242626
## 67         0.000000  8674.886 3773.576   0.091429           0.242626
## 68         0.000000  8688.080 3779.315   0.025180           0.242626
## 69         0.000000  8701.139 3784.996   0.025180           0.242626
## 70         0.000000  8714.063 3790.617   0.091429           0.242626
## 71         0.000000  8726.865 3796.186   0.091429           0.242626
## 72         0.000000  8739.516 3801.689   0.091429           0.242626
## 73         0.000000  8752.045 3807.140   0.025180           0.242626
## 74         0.000000  8764.450 3812.536   0.091429           0.242626
## 75         0.000000  8776.733 3817.879   0.091429           0.242626
## 76         0.000000  8788.892 3823.168   0.025180           0.242626
## 77         0.000000  8800.935 3828.407   0.025180           0.242626
## 78         0.000000  8812.859 3833.594   0.025180           0.242626
## 79         0.000000  8824.684 3838.738   0.025180           0.242626
## 80         0.000000  8836.394 3843.832   0.091429           0.242626
## 81         0.000000  8847.996 3848.878   0.091429           0.242626
## 82         0.000000  8859.415 3853.846   0.025180           0.242626
## 83         0.000000  8870.662 3858.738   0.025180           0.242626
## 84         0.000000  8881.735 3863.555   0.025180           0.242626
## 85         0.000000  8892.639 3868.298   0.091429           0.242626
## 86         0.000000  8903.393 3872.976   0.091429           0.242626
## 87         0.000000  8913.989 3877.585   0.025180           0.242626
## 88         0.000000  8924.437 3882.130   0.025180           0.242626
## 89         0.000000  8934.742 3886.613   0.025180           0.242626
## 90         0.000000  8944.904 3891.033   0.025180           0.242626
## 91         0.000000  8954.932 3895.395   0.091429           0.242626
## 92         0.000000  8964.828 3899.700   0.025180           0.242626
## 93         0.000000  8974.587 3903.945   0.091429           0.242626
## 94         0.000000  8984.222 3908.137   0.091429           0.242626
## 95         0.000000  8993.727 3912.271   0.091429           0.242626
## 96         0.000000  9000.545 3915.237   0.025180           0.242626
## 97         0.000000  9007.366 3918.204   0.025180           0.242626
## 98         0.000000  9014.181 3921.169   0.091429           0.242626
## 99         0.000000  9020.986 3924.129   0.091429           0.242626
## 100        0.000000  9027.783 3927.085   0.025180           0.242626
## 101        0.000000  9034.567 3930.037   0.025180           0.242626
## 102        0.000000  9041.337 3932.982   0.025180           0.242626
## 103        0.000000  9048.093 3935.920   0.091429           0.242626
## 104        0.000000  9054.827 3938.850   0.025180           0.242626
## 105        0.000000  9061.539 3941.770   0.025180           0.242626
## 106        0.000000  9068.228 3944.679   0.025180           0.242626
## 107        0.000000  9074.894 3947.579   0.025180           0.242626
## 108        0.000000  9081.529 3950.465   0.025180           0.242626
## 109        0.000000  9088.136 3953.339   0.091429           0.242626
## 110        0.000000  9094.714 3956.200   0.025180           0.242626
## 111        0.000000  9101.263 3959.049   0.091429           0.242626
## 112        0.000000  9107.780 3961.884   0.091429           0.242626
## 113        0.000000  9114.266 3964.706   0.025180           0.242626
## 114        0.000000  9120.718 3967.512   0.091429           0.242626
## 115        0.000000  9127.134 3970.303   0.025180           0.242626
## 116        0.000000  9133.514 3973.079   0.025180           0.242626
## 117        0.000000  9139.862 3975.840   0.025180           0.242626
## 118        0.000000  9146.174 3978.586   0.025180           0.242626
## 119        0.000000  9152.444 3981.313   0.025180           0.242626
## 120        0.000000  9158.679 3984.025   0.091429           0.242626
## 121        0.000000  9164.880 3986.723   0.025180           0.242626
## 122        0.000000  9171.037 3989.401   0.025180           0.242626
## 123        0.000000  9177.149 3992.060   0.025180           0.242626
## 124        0.000000  9183.233 3994.707   0.025180           0.242626
## 125        0.000000  9189.275 3997.335   0.025180           0.242626
## 126        0.000000  9195.276 3999.945   0.025180           0.242626
## 127        0.000000  9201.239 4002.539   0.091429           0.242626
## 128        0.000000  9207.156 4005.113   0.091429           0.242626
## 129        0.000000  9213.040 4007.673   0.091429           0.242626
## 130        0.000000  9218.881 4010.213   0.025180           0.242626
## 131        0.000000  9224.684 4012.738   0.091429           0.242626
## 132        0.000000  9230.444 4015.243   0.025180           0.242626
## 133        0.000000  9236.168 4017.733   0.025180           0.242626
## 134        0.000000  9241.852 4020.205   0.025180           0.242626
## 135        0.000000  9247.493 4022.659   0.025180           0.242626
## 136        0.000000  9253.094 4025.096   0.025180           0.242626
## 137        0.000000  9258.657 4027.516   0.025180           0.242626
## 138        0.000000  9264.172 4029.915   0.025180           0.242626
## 139        0.000000  9269.653 4032.299   0.025180           0.242626
## 140        0.000000  9275.101 4034.669   0.025180           0.242626
## 141        0.000000  9280.503 4037.019   0.091429           0.242626
## 142        0.000000  9285.868 4039.352   0.091429           0.242626
## 143        0.000000  9291.196 4041.670   0.091429           0.242626
## 144        0.000000  9296.481 4043.969   0.091429           0.242626
## 145        0.000000  9301.729 4046.252   0.091429           0.242626
## 146        0.000000  9306.942 4048.520   0.025180           0.242626
## 147        0.000000  9312.110 4050.768   0.025180           0.242626
## 148        0.000000  9317.243 4053.001   0.025180           0.242626
## 149        0.000000  9322.339 4055.218   0.025180           0.242626
## 150        0.000000  9327.398 4057.418   0.091429           0.242626
##     rz_field_capacity rz_wilting_point unsat_stor rz_drainage unsat_drain
## 1            0.091429          0.02518   1946.942    0.025670    0.000000
## 2            0.091429          0.02518   1949.267    0.000000    0.000000
## 3            0.091429          0.02518   1949.783    0.151197    0.000000
## 4            0.091429          0.02518   1973.205    0.151197    0.000000
## 5            0.091429          0.02518   1973.205    0.000000    0.000000
## 6            0.091429          0.02518   1977.257    0.151197    0.000000
## 7            0.091429          0.02518   1993.987    0.151197    0.000000
## 8            0.091429          0.02518   1993.987    0.000000    0.000000
## 9            0.091429          0.02518   1993.987    0.000000    0.000000
## 10           0.091429          0.02518   1993.987    0.000000    0.000000
## 11           0.091429          0.02518   1993.987    0.000000    0.000000
## 12           0.091429          0.02518   1993.987    0.000000    0.000000
## 13           0.091429          0.02518   1993.987    0.000000    0.000000
## 14           0.091429          0.02518   1993.987    0.000000    0.000000
## 15           0.091429          0.02518   1993.987    0.000000    0.000000
## 16           0.091429          0.02518   1993.987    0.000000    0.000000
## 17           0.091429          0.02518   1993.987    0.000000    0.000000
## 18           0.091429          0.02518   1993.987    0.000000    0.000001
## 19           0.091429          0.02518   1993.987    0.000000    0.000001
## 20           0.091429          0.02518   1994.073    0.000000    0.000001
## 21           0.091429          0.02518   1994.539    0.000000    0.000001
## 22           0.091429          0.02518   1995.343    0.000000    0.000001
## 23           0.091429          0.02518   1996.993    0.151197    0.000000
## 24           0.091429          0.02518   1998.330    0.000000    0.000000
## 25           0.091429          0.02518   2002.191    0.151197    0.000000
## 26           0.091429          0.02518   2064.936    0.151197    0.000000
## 27           0.091429          0.02518   2092.338    0.151197    0.000000
## 28           0.091429          0.02518   2094.301    0.000000    0.000000
## 29           0.091429          0.02518   2096.359    0.000000    0.000000
## 30           0.091429          0.02518   2098.478    0.000000    0.000000
## 31           0.091429          0.02518   2100.893    0.151197    0.000000
## 32           0.091429          0.02518   2102.727    0.000000    0.000000
## 33           0.091429          0.02518   2104.550    0.000000    0.000000
## 34           0.091429          0.02518   2106.386    0.000000    0.000000
## 35           0.091429          0.02518   2108.240    0.000000    0.000000
## 36           0.091429          0.02518   2111.105    0.151197    0.000000
## 37           0.091429          0.02518   2132.791    0.151197    0.000000
## 38           0.091429          0.02518   2135.031    0.151197    0.000000
## 39           0.091429          0.02518   2136.949    0.000000    0.000000
## 40           0.091429          0.02518   2138.977    0.000000    0.000000
## 41           0.091429          0.02518   2141.026    0.000000    0.000000
## 42           0.091429          0.02518   2153.478    0.151197    0.000000
## 43           0.091429          0.02518   2175.460    0.151197    0.000000
## 44           0.091429          0.02518   2177.469    0.000000    0.000000
## 45           0.091429          0.02518   2179.488    0.000000    0.000000
## 46           0.091429          0.02518   2181.488    0.000000    0.000000
## 47           0.091429          0.02518   2185.511    0.151197    0.000000
## 48           0.091429          0.02518   2187.483    0.000000    0.000000
## 49           0.091429          0.02518   2189.438    0.000000    0.000000
## 50           0.091429          0.02518   2217.758    0.151195    0.000000
## 51           0.091429          0.02518   2219.659    0.000000    0.000000
## 52           0.091429          0.02518   2222.734    0.151197    0.000000
## 53           0.091429          0.02518   2260.167    0.151197    0.000000
## 54           0.091429          0.02518   2261.993    0.000000    0.000000
## 55           0.091429          0.02518   2263.815    0.000000    0.000000
## 56           0.091429          0.02518   2325.367    0.151197    0.000000
## 57           0.091429          0.02518   2405.271    0.151197    0.000000
## 58           0.091429          0.02518   2415.519    0.151197    0.000000
## 59           0.091429          0.02518   2419.626    0.151197    0.000000
## 60           0.091429          0.02518   2421.338    0.000000    0.000000
## 61           0.091429          0.02518   2428.864    0.151197    0.000000
## 62           0.091429          0.02518   2430.539    0.000000    0.000000
## 63           0.091429          0.02518   2441.650    0.151197    0.000000
## 64           0.091429          0.02518   2445.307    0.151197    0.000000
## 65           0.091429          0.02518   2448.213    0.151197    0.000000
## 66           0.091429          0.02518   2451.838    0.151197    0.000000
## 67           0.091429          0.02518   2481.367    0.151197    0.000000
## 68           0.091429          0.02518   2482.938    0.000000    0.000000
## 69           0.091429          0.02518   2484.493    0.000000    0.000000
## 70           0.091429          0.02518   2486.056    0.024334    0.000000
## 71           0.091429          0.02518   2494.821    0.151197    0.000000
## 72           0.091429          0.02518   2499.266    0.151197    0.000000
## 73           0.091429          0.02518   2500.758    0.000000    0.000000
## 74           0.091429          0.02518   2525.056    0.151197    0.000000
## 75           0.091429          0.02518   2551.150    0.151197    0.000000
## 76           0.091429          0.02518   2552.597    0.000000    0.000000
## 77           0.091429          0.02518   2554.031    0.000000    0.000000
## 78           0.091429          0.02518   2555.451    0.000000    0.000000
## 79           0.091429          0.02518   2556.859    0.000000    0.000000
## 80           0.091429          0.02518   2571.862    0.151197    0.000000
## 81           0.091429          0.02518   2574.153    0.150605    0.000000
## 82           0.091429          0.02518   2575.512    0.000000    0.000000
## 83           0.091429          0.02518   2576.851    0.000000    0.000000
## 84           0.091429          0.02518   2578.170    0.000000    0.000000
## 85           0.091429          0.02518   2581.312    0.151197    0.000000
## 86           0.091429          0.02518   2591.045    0.150178    0.000000
## 87           0.091429          0.02518   2592.306    0.000000    0.000000
## 88           0.091429          0.02518   2593.550    0.000000    0.000000
## 89           0.091429          0.02518   2594.777    0.000000    0.000000
## 90           0.091429          0.02518   2595.987    0.000000    0.000000
## 91           0.091429          0.02518   2603.069    0.151197    0.000000
## 92           0.091429          0.02518   2604.247    0.000000    0.000000
## 93           0.091429          0.02518   2617.364    0.151197    0.000000
## 94           0.091429          0.02518   2624.943    0.151197    0.000000
## 95           0.091429          0.02518   2626.435    0.151190    0.000000
## 96           0.091429          0.02518   2626.435    0.000000    0.000000
## 97           0.091429          0.02518   2626.435    0.000000    0.000000
## 98           0.091429          0.02518   2636.552    0.151197    0.000000
## 99           0.091429          0.02518   2641.329    0.151197    0.000000
## 100          0.091429          0.02518   2641.329    0.000000    0.000000
## 101          0.091429          0.02518   2641.329    0.000000    0.000000
## 102          0.091429          0.02518   2641.329    0.000000    0.000000
## 103          0.091429          0.02518   2659.167    0.151197    0.000000
## 104          0.091429          0.02518   2659.167    0.000000    0.000000
## 105          0.091429          0.02518   2659.167    0.000000    0.000000
## 106          0.091429          0.02518   2659.167    0.000000    0.000000
## 107          0.091429          0.02518   2659.167    0.000000    0.000000
## 108          0.091429          0.02518   2659.167    0.000000    0.000000
## 109          0.091429          0.02518   2663.033    0.151197    0.000000
## 110          0.091429          0.02518   2663.033    0.000000    0.000000
## 111          0.091429          0.02518   2667.635    0.151197    0.000000
## 112          0.091429          0.02518   2681.788    0.151197    0.000000
## 113          0.091429          0.02518   2681.788    0.000000    0.000000
## 114          0.091429          0.02518   2683.448    0.151197    0.000000
## 115          0.091429          0.02518   2683.448    0.000000    0.000000
## 116          0.091429          0.02518   2683.448    0.000000    0.000000
## 117          0.091429          0.02518   2683.448    0.000000    0.000000
## 118          0.091429          0.02518   2683.448    0.000000    0.000000
## 119          0.091429          0.02518   2683.448    0.000000    0.000000
## 120          0.091429          0.02518   2729.964    0.151197    0.000000
## 121          0.091429          0.02518   2729.964    0.000000    0.000000
## 122          0.091429          0.02518   2729.964    0.000000    0.000000
## 123          0.091429          0.02518   2729.964    0.000000    0.000000
## 124          0.091429          0.02518   2729.964    0.000000    0.000000
## 125          0.091429          0.02518   2729.964    0.000000    0.000000
## 126          0.091429          0.02518   2729.964    0.000000    0.000000
## 127          0.091429          0.02518   2733.463    0.151197    0.000000
## 128          0.091429          0.02518   2815.452    0.151197    0.000000
## 129          0.091429          0.02518   2832.547    0.151197    0.000000
## 130          0.091429          0.02518   2832.547    0.000000    0.000000
## 131          0.091429          0.02518   2844.318    0.151197    0.000000
## 132          0.091429          0.02518   2844.318    0.000000    0.000000
## 133          0.091429          0.02518   2844.318    0.000000    0.000000
## 134          0.091429          0.02518   2844.318    0.000000    0.000000
## 135          0.091429          0.02518   2844.318    0.000000    0.000000
## 136          0.091429          0.02518   2844.318    0.000000    0.000000
## 137          0.091429          0.02518   2844.318    0.000000    0.000000
## 138          0.091429          0.02518   2844.318    0.000000    0.000000
## 139          0.091429          0.02518   2844.318    0.000000    0.000000
## 140          0.091429          0.02518   2844.318    0.000000    0.000000
## 141          0.091429          0.02518   2845.794    0.151197    0.000000
## 142          0.091429          0.02518   2859.028    0.151197    0.000000
## 143          0.091429          0.02518   2862.518    0.151197    0.000000
## 144          0.091429          0.02518   2862.699    0.151197    0.000000
## 145          0.091429          0.02518   2863.064    0.151197    0.000000
## 146          0.091429          0.02518   2863.064    0.000000    0.000000
## 147          0.091429          0.02518   2863.064    0.000000    0.000000
## 148          0.091429          0.02518   2863.064    0.000000    0.000000
## 149          0.091429          0.02518   2863.064    0.000000    0.000000
## 150          0.091429          0.02518   2870.607    0.151197    0.000000
##     rz_transfer unsat_transfer sat_transfer sublimation return     evap
## 1             0              0            0    0.000000      0 0.000000
## 2             0              0            0    0.000000      0 0.000000
## 3             0              0            0    0.000000      0 0.000000
## 4             0              0            0    0.000000      0 0.000000
## 5             0              0            0    0.000000      0 0.000000
## 6             0              0            0    0.000000      0 0.000000
## 7             0              0            0    0.000000      0 0.000000
## 8             0              0            0    0.000000      0 0.000000
## 9             0              0            0    0.000000      0 0.000000
## 10            0              0            0    0.000000      0 0.000000
## 11            0              0            0    0.000000      0 0.000000
## 12            0              0            0    0.000000      0 0.000000
## 13            0              0            0    0.000000      0 0.000000
## 14            0              0            0    0.000000      0 0.000000
## 15            0              0            0    0.009610      0 0.009610
## 16            0              0            0    0.000000      0 0.000000
## 17            0              0            0    0.000000      0 0.000000
## 18            0              0            0    0.000000      0 0.000000
## 19            0              0            0    0.000000      0 0.000000
## 20            0              0            0    0.000000      0 0.000000
## 21            0              0            0    0.000000      0 0.000000
## 22            0              0            0    0.000000      0 0.000000
## 23            0              0            0    0.000000      0 0.000000
## 24            0              0            0    0.000000      0 0.000000
## 25            0              0            0    0.000000      0 0.000000
## 26            0              0            0    0.000000      0 0.000000
## 27            0              0            0    0.000000      0 0.000000
## 28            0              0            0    0.009608      0 0.009608
## 29            0              0            0    0.000000      0 0.000000
## 30            0              0            0    0.000000      0 0.000000
## 31            0              0            0    0.000000      0 0.000000
## 32            0              0            0    0.009607      0 0.009607
## 33            0              0            0    0.000000      0 0.000000
## 34            0              0            0    0.000000      0 0.000000
## 35            0              0            0    0.000000      0 0.000000
## 36            0              0            0    0.000000      0 0.000000
## 37            0              0            0    0.000000      0 0.000000
## 38            0              0            0    0.000000      0 0.000000
## 39            0              0            0    0.000000      0 0.000000
## 40            0              0            0    0.000000      0 0.000000
## 41            0              0            0    0.000000      0 0.000000
## 42            0              0            0    0.000000      0 0.000000
## 43            0              0            0    0.000000      0 0.000000
## 44            0              0            0    0.000000      0 0.000000
## 45            0              0            0    0.000000      0 0.000000
## 46            0              0            0    0.000000      0 0.000000
## 47            0              0            0    0.000000      0 0.003696
## 48            0              0            0    0.000000      0 0.000000
## 49            0              0            0    0.000000      0 0.000000
## 50            0              0            0    0.000000      0 0.003693
## 51            0              0            0    0.000000      0 0.000000
## 52            0              0            0    0.000000      0 0.003693
## 53            0              0            0    0.000000      0 0.003693
## 54            0              0            0    0.000000      0 0.000000
## 55            0              0            0    0.000000      0 0.000000
## 56            0              0            0    0.000000      0 0.003693
## 57            0              0            0    0.000000      0 0.002598
## 58            0              0            0    0.000000      0 0.003693
## 59            0              0            0    0.000000      0 0.003693
## 60            0              0            0    0.000000      0 0.000000
## 61            0              0            0    0.000000      0 0.003693
## 62            0              0            0    0.000000      0 0.000000
## 63            0              0            0    0.000000      0 0.003692
## 64            0              0            0    0.000000      0 0.003692
## 65            0              0            0    0.000000      0 0.003692
## 66            0              0            0    0.000000      0 0.003692
## 67            0              0            0    0.000000      0 0.003692
## 68            0              0            0    0.000000      0 0.000000
## 69            0              0            0    0.000000      0 0.000000
## 70            0              0            0    0.000000      0 0.003692
## 71            0              0            0    0.000000      0 0.003691
## 72            0              0            0    0.000000      0 0.003691
## 73            0              0            0    0.000000      0 0.000000
## 74            0              0            0    0.000000      0 0.003691
## 75            0              0            0    0.000000      0 0.003691
## 76            0              0            0    0.000000      0 0.000000
## 77            0              0            0    0.000000      0 0.000000
## 78            0              0            0    0.000000      0 0.000000
## 79            0              0            0    0.000000      0 0.000000
## 80            0              0            0    0.000000      0 0.003690
## 81            0              0            0    0.009594      0 0.013285
## 82            0              0            0    0.000000      0 0.000000
## 83            0              0            0    0.000000      0 0.000000
## 84            0              0            0    0.000000      0 0.000000
## 85            0              0            0    0.000000      0 0.003690
## 86            0              0            0    0.000000      0 0.003690
## 87            0              0            0    0.000000      0 0.000000
## 88            0              0            0    0.000000      0 0.000000
## 89            0              0            0    0.000000      0 0.000000
## 90            0              0            0    0.000000      0 0.000000
## 91            0              0            0    0.000000      0 0.003690
## 92            0              0            0    0.000000      0 0.000000
## 93            0              0            0    0.000000      0 0.003690
## 94            0              0            0    0.000000      0 0.003690
## 95            0              0            0    0.009592      0 0.009592
## 96            0              0            0    0.000000      0 0.000000
## 97            0              0            0    0.000000      0 0.000000
## 98            0              0            0    0.000000      0 0.003689
## 99            0              0            0    0.000000      0 0.003689
## 100           0              0            0    0.000000      0 0.000000
## 101           0              0            0    0.000000      0 0.000000
## 102           0              0            0    0.000000      0 0.000000
## 103           0              0            0    0.000000      0 0.003689
## 104           0              0            0    0.000000      0 0.000000
## 105           0              0            0    0.000000      0 0.000000
## 106           0              0            0    0.000000      0 0.000000
## 107           0              0            0    0.000000      0 0.000000
## 108           0              0            0    0.000000      0 0.000000
## 109           0              0            0    0.000000      0 0.003689
## 110           0              0            0    0.000000      0 0.000000
## 111           0              0            0    0.000000      0 0.003689
## 112           0              0            0    0.000000      0 0.003689
## 113           0              0            0    0.000000      0 0.000000
## 114           0              0            0    0.000000      0 0.003689
## 115           0              0            0    0.000000      0 0.000000
## 116           0              0            0    0.000000      0 0.000000
## 117           0              0            0    0.000000      0 0.000000
## 118           0              0            0    0.000000      0 0.000000
## 119           0              0            0    0.000000      0 0.000000
## 120           0              0            0    0.000000      0 0.003688
## 121           0              0            0    0.000000      0 0.000000
## 122           0              0            0    0.000000      0 0.000000
## 123           0              0            0    0.000000      0 0.000000
## 124           0              0            0    0.000000      0 0.000000
## 125           0              0            0    0.000000      0 0.000000
## 126           0              0            0    0.000000      0 0.000000
## 127           0              0            0    0.000000      0 0.003688
## 128           0              0            0    0.000000      0 0.003688
## 129           0              0            0    0.000000      0 0.003688
## 130           0              0            0    0.000000      0 0.000000
## 131           0              0            0    0.000000      0 0.003688
## 132           0              0            0    0.000000      0 0.000000
## 133           0              0            0    0.000000      0 0.000000
## 134           0              0            0    0.000000      0 0.000000
## 135           0              0            0    0.000000      0 0.000000
## 136           0              0            0    0.000000      0 0.000000
## 137           0              0            0    0.000000      0 0.000000
## 138           0              0            0    0.000000      0 0.000000
## 139           0              0            0    0.000000      0 0.000000
## 140           0              0            0    0.000000      0 0.000000
## 141           0              0            0    0.000000      0 0.003688
## 142           0              0            0    0.000000      0 0.003688
## 143           0              0            0    0.000000      0 0.003688
## 144           0              0            0    0.000000      0 0.003688
## 145           0              0            0    0.000000      0 0.003688
## 146           0              0            0    0.000000      0 0.000000
## 147           0              0            0    0.000000      0 0.000000
## 148           0              0            0    0.000000      0 0.000000
## 149           0              0            0    0.000000      0 0.000000
## 150           0              0            0    0.000000      0 0.003688
##     evap_surface soil_evap     snow snow_melt trans_sat trans_unsat       Qin
## 1       0.127000  0.000000 0.000000  0.000000         0    0.000000  9.739519
## 2       0.381000  0.217446 0.000000  0.000000         0    0.000000 10.789208
## 3       0.000000  0.000000 0.000000  0.000000         0    0.000000 25.030850
## 4       0.000000  0.000000 0.000000  0.000000         0    0.000000 64.472676
## 5       0.405253  0.066249 0.000000  0.000000         0    0.000000 37.680285
## 6       0.000000  0.000000 0.000000  0.000000         0    0.000000 36.076510
## 7       0.000000  0.000000 0.000000  0.000000         0    0.000000 35.004145
## 8       0.405253  0.066249 0.000000  0.000000         0    0.000000 34.375634
## 9       0.000000  0.000000 0.000000  0.000000         0    0.000000 33.908282
## 10      0.000000  0.000000 0.000000  0.000000         0    0.000000 33.528094
## 11      0.000000  0.000000 0.000000  0.000000         0    0.000000 33.104269
## 12      0.000000  0.000000 0.000000  0.000000         0    0.000000 32.545557
## 13      0.000000  0.000000 0.000000  0.000000         0    0.000000 32.021357
## 14      0.000000  0.000000 0.000000  0.000000         0    0.000000 31.354553
## 15      0.000000  0.000000 0.752390  0.000000         0    0.000000 30.500949
## 16      0.000000  0.000000 0.752390  0.000000         0    0.000000 29.548532
## 17      0.000000  0.000000 0.752390  0.000000         0    0.000000 28.551185
## 18      0.000000  0.000000 0.752390  0.000000         0    0.000000 27.545088
## 19      0.000000  0.000000 0.752390  0.000000         0    0.000000 26.553712
## 20      0.000000  0.000000 0.752390  0.000000         0    0.000000 25.595272
## 21      0.000000  0.000000 0.752390  0.000000         0    0.000000 24.671894
## 22      0.000000  0.000000 0.752390  0.000000         0    0.000000 23.788630
## 23      0.000000  0.000000 0.752390  0.000000         0    0.000000 22.954106
## 24      0.000000  0.066249 1.157642  0.000000         0    0.000000 22.167591
## 25      0.000000  0.000000 0.000000  1.157642         0    0.000000 21.419310
## 26      0.000000  0.000000 0.000000  0.000000         0    0.000000 20.708161
## 27      0.000000  0.000000 0.000000  0.000000         0    0.000000 20.036678
## 28      0.000000  0.066249 1.157645  0.000000         0    0.000000 19.398704
## 29      0.000000  0.000000 1.157645  0.000000         0    0.000000 18.794480
## 30      0.000000  0.000000 1.157645  0.000000         0    0.000000 18.207538
## 31      0.000000  0.000000 1.239984  0.000000         0    0.000000 17.553632
## 32      0.000000  0.066249 1.899237  0.000000         0    0.000000 16.995682
## 33      0.000000  0.000000 1.899237  0.000000         0    0.000000 16.451995
## 34      0.000000  0.000000 1.899237  0.000000         0    0.000000 15.942768
## 35      0.000000  0.000000 1.899237  0.000000         0    0.000000 15.467300
## 36      0.000000  0.000000 0.000000  1.899237         0    0.000000 15.018386
## 37      0.000000  0.000000 0.000000  0.000000         0    0.000000 14.591513
## 38      0.000000  0.000000 0.000000  0.000000         0    0.000000 14.190369
## 39      0.405253  0.066249 0.000000  0.000000         0    0.000000 13.816179
## 40      0.000000  0.000000 0.000000  0.000000         0    0.000000 13.465722
## 41      0.000000  0.000000 0.000000  0.000000         0    0.000000 13.136182
## 42      0.000000  0.000000 0.000000  0.000000         0    0.000000 12.817855
## 43      0.000000  0.000000 0.000000  0.000000         0    0.000000 12.503109
## 44      0.405253  0.066249 0.000000  0.000000         0    0.000000 12.209767
## 45      0.000000  0.000000 0.000000  0.000000         0    0.000000 11.936689
## 46      0.000000  0.000000 0.000000  0.000000         0    0.000000 11.671284
## 47      0.000000  0.000000 0.000000  0.000000         0    0.000000 11.420000
## 48      0.127568  0.066248 0.000000  0.000000         0    0.000001 11.171871
## 49      0.156358  0.000000 0.000000  0.000000         0    0.000000 10.931910
## 50      0.000000  0.000000 0.000000 13.451715         0    0.000002 10.689003
## 51      0.160956  0.066049 0.000000  0.000000         0    0.000201 10.462394
## 52      0.000000  0.000000 0.000000  0.000000         0    0.000000 10.254412
## 53      0.000000  0.000000 0.000000  0.000000         0    0.000000 10.033699
## 54      0.163430  0.065856 0.000000  0.000000         0    0.000394  9.840690
## 55      0.241822  0.000000 0.000000  0.000000         0    0.000000  9.640825
## 56      0.000000  0.000000 0.000000  0.000000         0    0.000000  9.455091
## 57      0.000000  0.000000 0.000000  0.000000         0    0.000000  9.261365
## 58      0.000000  0.000000 0.000000  0.000000         0    0.000000  9.089302
## 59      0.000000  0.000000 0.000000  0.000000         0    0.000000  8.915331
## 60      0.229811  0.064672 0.000000  0.000000         0    0.001577  8.752523
## 61      0.000000  0.000000 0.000000  0.000000         0    0.000000  8.596010
## 62      0.301711  0.064648 0.000000  0.000000         0    0.001601  8.443910
## 63      0.000000  0.000000 0.000000  0.000000         0    0.000000  8.296237
## 64      0.000000  0.000000 0.000000  0.000000         0    0.000000  8.154446
## 65      0.000000  0.000000 0.000000  0.000000         0    0.000000  8.019985
## 66      0.000000  0.000000 0.000000  0.000000         0    0.000000  7.890150
## 67      0.000000  0.000000 0.000000  0.000000         0    0.000000  7.764317
## 68      0.272990  0.064303 0.000000  0.000000         0    0.001947  7.642793
## 69      0.132263  0.000000 0.000000  0.000000         0    0.000000  7.522836
## 70      0.125154  0.000000 0.000000  0.000000         0    0.000000  7.407507
## 71      0.000000  0.000000 0.000000  0.000000         0    0.000000  7.294247
## 72      0.000000  0.000000 0.000000  0.000000         0    0.000000  7.184361
## 73      0.378537  0.064116 0.000000  0.000000         0    0.002134  7.078101
## 74      0.000000  0.000000 0.000000  0.000000         0    0.000000  6.973837
## 75      0.000000  0.000000 0.000000  0.000000         0    0.000000  6.870796
## 76      0.394109  0.064506 0.000000  0.000000         0    0.001744  6.772860
## 77      0.011144  0.000000 0.000000  0.000000         0    0.000000  6.675035
## 78      0.000000  0.000000 0.000000  0.000000         0    0.000000  6.581656
## 79      0.000000  0.000000 0.000000  0.000000         0    0.000000  6.486652
## 80      0.000000  0.000000 0.000000  0.000000         0    0.000000  6.397423
## 81      0.000000  0.000000 0.000000  1.089589         0    0.000592  6.308745
## 82      0.164907  0.066246 0.000000  0.000000         0    0.000004  6.245686
## 83      0.240346  0.000000 0.000000  0.000000         0    0.000000  6.180557
## 84      0.000000  0.000000 0.000000  0.000000         0    0.000000  6.118774
## 85      0.000000  0.000000 0.000000  0.000000         0    0.000000  6.056715
## 86      0.000000  0.000000 0.000000  4.552992         0    0.001018  5.993459
## 87      0.405253  0.065652 0.000000  0.000000         0    0.000597  5.932962
## 88      0.000000  0.000000 0.000000  0.000000         0    0.000000  5.870724
## 89      0.000000  0.000000 0.000000  0.000000         0    0.000000  5.811323
## 90      0.000000  0.000000 0.000000  0.000000         0    0.000000  5.750905
## 91      0.000000  0.000000 0.000000  0.000000         0    0.000000  5.690920
## 92      0.405253  0.063329 0.000000  0.000000         0    0.002921  5.631497
## 93      0.000000  0.000000 0.000000  0.000000         0    0.000000  5.573009
## 94      0.000000  0.000000 0.000000  0.000000         0    0.000000  5.515586
## 95      0.000000  0.000000 0.000000  0.498408         0    0.000007  5.457763
## 96      0.405253  0.065535 0.000000  0.000000         0    0.000714  5.399954
## 97      0.000000  0.000000 0.000000  0.000000         0    0.000000  5.342580
## 98      0.000000  0.000000 0.000000  0.000000         0    0.000000  5.285695
## 99      0.000000  0.000000 0.000000  0.000000         0    0.000000  5.230157
## 100     0.405253  0.064914 0.000000  0.000000         0    0.001336  5.174871
## 101     0.000000  0.000000 0.000000  0.000000         0    0.000000  5.120079
## 102     0.000000  0.000000 0.000000  0.000000         0    0.000000  5.065000
## 103     0.000000  0.000000 0.000000  0.000000         0    0.000000  5.011014
## 104     0.405253  0.063080 0.000000  0.000000         0    0.003169  4.958448
## 105     0.000000  0.000000 0.000000  0.000000         0    0.000000  4.906142
## 106     0.000000  0.000000 0.000000  0.000000         0    0.000000  4.854623
## 107     0.000000  0.000000 0.000000  0.000000         0    0.000000  4.803487
## 108     0.000000  0.000000 0.000000  0.000000         0    0.000000  4.753568
## 109     0.000000  0.000000 0.000000  0.000000         0    0.000000  4.703695
## 110     0.405253  0.063302 0.000000  0.000000         0    0.002947  4.655477
## 111     0.000000  0.000000 0.000000  0.000000         0    0.000000  4.605955
## 112     0.000000  0.000000 0.000000  0.000000         0    0.000000  4.558233
## 113     0.405253  0.063831 0.000000  0.000000         0    0.002419  4.511858
## 114     0.000000  0.000000 0.000000  0.000000         0    0.000000  4.464735
## 115     0.405253  0.062919 0.000000  0.000000         0    0.003330  4.418388
## 116     0.000000  0.000000 0.000000  0.000000         0    0.000000  4.373136
## 117     0.000000  0.000000 0.000000  0.000000         0    0.000000  4.328627
## 118     0.000000  0.000000 0.000000  0.000000         0    0.000000  4.283782
## 119     0.000000  0.000000 0.000000  0.000000         0    0.000000  4.241406
## 120     0.000000  0.000000 0.000000  0.000000         0    0.000000  4.197157
## 121     0.305256  0.066244 0.000000  0.000000         0    0.000006  4.155084
## 122     0.099996  0.000000 0.000000  0.000000         0    0.000000  4.112629
## 123     0.000000  0.000000 0.000000  0.000000         0    0.000000  4.072642
## 124     0.000000  0.000000 0.000000  0.000000         0    0.000000  4.029606
## 125     0.000000  0.000000 0.000000  0.000000         0    0.000000  3.989951
## 126     0.000000  0.000000 0.000000  0.000000         0    0.000000  3.949547
## 127     0.000000  0.000000 0.000000  0.000000         0    0.000000  3.911531
## 128     0.000000  0.000000 0.000000  0.000000         0    0.000000  3.872810
## 129     0.000000  0.000000 0.000000  0.000000         0    0.000000  3.832380
## 130     0.405253  0.062272 0.000000  0.000000         0    0.003978  3.795057
## 131     0.000000  0.000000 0.000000  0.000000         0    0.000000  3.757616
## 132     0.405253  0.062310 0.000000  0.000000         0    0.003940  3.720909
## 133     0.000000  0.000000 0.000000  0.000000         0    0.000000  3.683462
## 134     0.000000  0.000000 0.000000  0.000000         0    0.000000  3.646968
## 135     0.000000  0.000000 0.000000  0.000000         0    0.000000  3.612302
## 136     0.000000  0.000000 0.000000  0.000000         0    0.000000  3.576702
## 137     0.000000  0.000000 0.000000  0.000000         0    0.000000  3.541689
## 138     0.000000  0.000000 0.000000  0.000000         0    0.000000  3.508638
## 139     0.000000  0.000000 0.000000  0.000000         0    0.000000  3.473648
## 140     0.000000  0.000000 0.000000  0.000000         0    0.000000  3.438945
## 141     0.000000  0.000000 0.000000  0.000000         0    0.000000  3.406610
## 142     0.000000  0.000000 0.000000  0.000000         0    0.000000  3.374332
## 143     0.000000  0.000000 0.000000  0.000000         0    0.000000  3.340293
## 144     0.000000  0.000000 0.000000  0.000000         0    0.000000  3.309906
## 145     0.000000  0.000000 0.000000  0.000000         0    0.000000  3.278222
## 146     0.405253  0.062422 0.000000  0.000000         0    0.003827  3.246106
## 147     0.000000  0.000000 0.000000  0.000000         0    0.000000  3.216782
## 148     0.000000  0.000000 0.000000  0.000000         0    0.000000  3.183987
## 149     0.000000  0.000000 0.000000  0.000000         0    0.000000  3.155134
## 150     0.000000  0.000000 0.000000  0.000000         0    0.000000  3.125277
##          Qout       psn root_zone.S root.depth litter.rain_stor litter.S area
## 1   17.056704 -0.004921    0.376831    0.55776         0.000000 0.000000  100
## 2   16.628587 -0.006176    0.103779    0.55776         0.000000 0.000000  100
## 3   16.036353 -0.006500    0.376831    0.55776         0.000000 0.000000  100
## 4   14.548687 -0.006011    0.376831    0.55776         0.405253 1.000000  100
## 5   14.642892 -0.005289    0.103779    0.55776         0.000000 0.000000  100
## 6   15.285749 -0.005380    0.376831    0.55776         0.405253 1.000000  100
## 7   15.986004 -0.005592    0.376831    0.55776         0.405253 1.000000  100
## 8   16.670523 -0.004311    0.103779    0.55776         0.000000 0.000000  100
## 9   17.256799 -0.003338    0.103779    0.55776         0.000000 0.000000  100
## 10  18.310419 -0.003906    0.103779    0.55776         0.000000 0.000000  100
## 11  19.591467 -0.004049    0.103779    0.55776         0.000000 0.000000  100
## 12  20.880387 -0.003731    0.103779    0.55776         0.000000 0.000000  100
## 13  21.942225 -0.003936    0.103779    0.55776         0.000000 0.000000  100
## 14  22.877247 -0.003833    0.103779    0.55776         0.000000 0.000000  100
## 15  23.673469 -0.003117    0.103779    0.55776         0.000000 0.000000  100
## 16  24.345171 -0.002547    0.103779    0.55776         0.000000 0.000000  100
## 17  24.879004 -0.002697    0.103779    0.55776         0.000000 0.000000  100
## 18  25.302562 -0.003239    0.103779    0.55776         0.000000 0.000000  100
## 19  25.607431 -0.002604    0.103779    0.55776         0.000000 0.000000  100
## 20  25.824161 -0.002749    0.103779    0.55776         0.000000 0.000000  100
## 21  25.907926 -0.002747    0.103779    0.55776         0.000000 0.000000  100
## 22  25.923202 -0.003256    0.103779    0.55776         0.000000 0.000000  100
## 23  25.847795 -0.004421    0.376831    0.55776         0.405253 1.000000  100
## 24  25.715807 -0.005374    0.103779    0.55776         0.000000 0.000000  100
## 25  25.515459 -0.005448    0.376831    0.55776         0.405253 1.000000  100
## 26  25.247275 -0.006164    0.376831    0.55776         0.405253 1.000000  100
## 27  24.942285 -0.004434    0.376831    0.55776         0.405253 1.000000  100
## 28  24.608618 -0.003152    0.103779    0.55776         0.000000 0.000000  100
## 29  24.256574 -0.002952    0.103779    0.55776         0.000000 0.000000  100
## 30  23.829010 -0.003333    0.103779    0.55776         0.000000 0.000000  100
## 31  23.142605 -0.004086    0.376831    0.55776         0.405253 1.000000  100
## 32  21.863366 -0.002791    0.103779    0.55776         0.000000 0.000000  100
## 33  21.289479 -0.003241    0.103779    0.55776         0.000000 0.000000  100
## 34  20.813096 -0.004319    0.103779    0.55776         0.000000 0.000000  100
## 35  20.387041 -0.004536    0.103779    0.55776         0.000000 0.000000  100
## 36  19.929373 -0.005761    0.376831    0.55776         0.405253 1.000000  100
## 37  19.451025 -0.005797    0.376831    0.55776         0.405253 1.000000  100
## 38  19.159522 -0.004576    0.376831    0.55776         0.405253 1.000000  100
## 39  18.904476 -0.004025    0.103779    0.55776         0.000000 0.000000  100
## 40  18.847496 -0.004265    0.103779    0.55776         0.000000 0.000000  100
## 41  18.573809 -0.004663    0.103779    0.55776         0.000000 0.000000  100
## 42  18.033370 -0.004972    0.376831    0.55776         0.405253 1.000000  100
## 43  17.660084 -0.005489    0.376831    0.55776         0.405253 1.000000  100
## 44  17.541044 -0.004148    0.103779    0.55776         0.000000 0.000000  100
## 45  17.295777 -0.003312    0.103779    0.55776         0.000000 0.000000  100
## 46  16.977110 -0.004098    0.103779    0.55776         0.000000 0.000000  100
## 47  16.708825 -0.004383    0.376831    0.55776         0.405253 1.000000  100
## 48  16.404089 -0.003402    0.103779    0.55776         0.277685 0.685213  100
## 49  16.119533 -0.003567    0.103779    0.55776         0.121327 0.299386  100
## 50  15.830710 -0.003816    0.376831    0.55776         0.405253 1.000000  100
## 51  15.508850 -0.003366    0.103779    0.55776         0.244297 0.602826  100
## 52  15.002556 -0.004452    0.376831    0.55776         0.405253 1.000000  100
## 53  14.733756 -0.000046    0.376831    0.55776         0.405253 1.000000  100
## 54  14.685920 -0.003568    0.103779    0.55776         0.241822 0.596720  100
## 55  14.475883 -0.005046    0.103779    0.55776         0.000000 0.000000  100
## 56  14.229090 -0.004722    0.376831    0.55776         0.405253 1.000000  100
## 57  13.969763  0.006756    0.376831    0.55776         0.405253 1.000000  100
## 58  13.362615  0.017534    0.376831    0.55776         0.405253 1.000000  100
## 59  13.478892  0.010692    0.376831    0.55776         0.405253 1.000000  100
## 60  13.295652  0.001273    0.103779    0.55776         0.175442 0.432920  100
## 61  13.092893 -0.006170    0.376831    0.55776         0.405253 1.000000  100
## 62  12.886847  0.000002    0.103779    0.55776         0.103542 0.255500  100
## 63  12.688202 -0.004980    0.376831    0.55776         0.405253 1.000000  100
## 64  12.500969  0.014594    0.376831    0.55776         0.405253 1.000000  100
## 65  12.322416  0.018320    0.376831    0.55776         0.405253 1.000000  100
## 66  12.149912  0.014740    0.376831    0.55776         0.405253 1.000000  100
## 67  11.979834  0.011132    0.376831    0.55776         0.405253 1.000000  100
## 68  11.811257  0.001876    0.103779    0.55776         0.132263 0.326372  100
## 69  11.648743 -0.007509    0.103779    0.55776         0.000000 0.000000  100
## 70  11.490750 -0.006350    0.376831    0.55776         0.000000 0.000000  100
## 71  11.338729  0.037016    0.376831    0.55776         0.405253 1.000000  100
## 72  11.181512  0.025517    0.376831    0.55776         0.405253 1.000000  100
## 73  11.036563  0.002076    0.103779    0.55776         0.026716 0.065923  100
## 74  10.893149 -0.003971    0.376831    0.55776         0.405253 1.000000  100
## 75  10.751456  0.025511    0.376831    0.55776         0.405253 1.000000  100
## 76  10.614293  0.000158    0.103779    0.55776         0.011144 0.027499  100
## 77  10.480060 -0.005166    0.103779    0.55776         0.000000 0.000000  100
## 78  10.349019 -0.005465    0.103779    0.55776         0.000000 0.000000  100
## 79  10.222670 -0.006020    0.103779    0.55776         0.000000 0.000000  100
## 80  10.097147 -0.003725    0.376831    0.55776         0.405253 1.000000  100
## 81   9.974317  0.005209    0.376831    0.55776         0.405253 1.000000  100
## 82   9.853452 -0.002946    0.103779    0.55776         0.240346 0.593077  100
## 83   9.733951 -0.004006    0.103779    0.55776         0.000000 0.000000  100
## 84   9.617104 -0.005229    0.103779    0.55776         0.000000 0.000000  100
## 85   9.501602 -0.003797    0.376831    0.55776         0.405253 1.000000  100
## 86   9.391166  0.006312    0.376831    0.55776         0.405253 1.000000  100
## 87   9.280834 -0.001284    0.103779    0.55776         0.000000 0.000000  100
## 88   9.171644 -0.003528    0.103779    0.55776         0.000000 0.000000  100
## 89   9.067243 -0.004899    0.103779    0.55776         0.000000 0.000000  100
## 90   8.961462 -0.006281    0.103779    0.55776         0.000000 0.000000  100
## 91   8.859151 -0.004780    0.376831    0.55776         0.405253 1.000000  100
## 92   8.757893  0.001015    0.103779    0.55776         0.000000 0.000000  100
## 93   8.656512 -0.004613    0.376831    0.55776         0.405253 1.000000  100
## 94   8.559763  0.030417    0.376831    0.55776         0.405253 1.000000  100
## 95   8.460540 -0.002722    0.376831    0.55776         0.405253 1.000000  100
## 96   8.365936 -0.001241    0.103779    0.55776         0.000000 0.000000  100
## 97   8.309695 -0.004690    0.103779    0.55776         0.000000 0.000000  100
## 98   8.250280 -0.003607    0.376831    0.55776         0.405253 1.000000  100
## 99   8.190126  0.022582    0.376831    0.55776         0.405253 1.000000  100
## 100  8.131565 -0.000331    0.103779    0.55776         0.000000 0.000000  100
## 101  8.071169 -0.004927    0.103779    0.55776         0.000000 0.000000  100
## 102  8.010162 -0.006967    0.103779    0.55776         0.000000 0.000000  100
## 103  7.949725 -0.004510    0.376831    0.55776         0.405253 1.000000  100
## 104  7.887627  0.002139    0.103779    0.55776         0.000000 0.000000  100
## 105  7.826191 -0.005424    0.103779    0.55776         0.000000 0.000000  100
## 106  7.764331 -0.024574    0.103779    0.55776         0.000000 0.000000  100
## 107  7.703212 -0.026203    0.103779    0.55776         0.000000 0.000000  100
## 108  7.639506 -0.026805    0.103779    0.55776         0.000000 0.000000  100
## 109  7.577780 -0.022949    0.376831    0.55776         0.405253 1.000000  100
## 110  7.516912 -0.019782    0.103779    0.55776         0.000000 0.000000  100
## 111  7.454700 -0.024976    0.376831    0.55776         0.405253 1.000000  100
## 112  7.393388  0.009173    0.376831    0.55776         0.405253 1.000000  100
## 113  7.332997 -0.022811    0.103779    0.55776         0.000000 0.000000  100
## 114  7.271319 -0.027184    0.376831    0.55776         0.405253 1.000000  100
## 115  7.209490 -0.022374    0.103779    0.55776         0.000000 0.000000  100
## 116  7.148616 -0.032139    0.103779    0.55776         0.000000 0.000000  100
## 117  7.089813 -0.034957    0.103779    0.55776         0.000000 0.000000  100
## 118  7.029792 -0.036765    0.103779    0.55776         0.000000 0.000000  100
## 119  6.968595 -0.038654    0.103779    0.55776         0.000000 0.000000  100
## 120  6.909490 -0.036459    0.376831    0.55776         0.405253 1.000000  100
## 121  6.852417 -0.038557    0.103779    0.55776         0.099996 0.246750  100
## 122  6.790880 -0.043073    0.103779    0.55776         0.000000 0.000000  100
## 123  6.731460 -0.049012    0.103779    0.55776         0.000000 0.000000  100
## 124  6.676350 -0.049793    0.103779    0.55776         0.000000 0.000000  100
## 125  6.618024 -0.054022    0.103779    0.55776         0.000000 0.000000  100
## 126  6.559753 -0.059456    0.103779    0.55776         0.000000 0.000000  100
## 127  6.505752 -0.062691    0.376831    0.55776         0.405253 1.000000  100
## 128  6.446427 -0.034077    0.376831    0.55776         0.405253 1.000000  100
## 129  6.392264 -0.031415    0.376831    0.55776         0.405253 1.000000  100
## 130  6.335930 -0.080007    0.103779    0.55776         0.000000 0.000000  100
## 131  6.281722 -0.109829    0.376831    0.55776         0.405253 1.000000  100
## 132  6.226506 -0.128858    0.103779    0.55776         0.000000 0.000000  100
## 133  6.173403 -0.183824    0.103779    0.55776         0.000000 0.000000  100
## 134  6.119311 -0.270909    0.103779    0.55776         0.000000 0.000000  100
## 135  6.066306 -0.536998    0.103779    0.55776         0.000000 0.000000  100
## 136  6.013344 -0.008285    0.103779    0.55776         0.000000 0.000000  100
## 137  5.961447 -0.008746    0.103779    0.55776         0.000000 0.000000  100
## 138  5.907573 -0.008879    0.103779    0.55776         0.000000 0.000000  100
## 139  5.857819 -0.009162    0.103779    0.55776         0.000000 0.000000  100
## 140  5.809112 -0.008498    0.103779    0.55776         0.000000 0.000000  100
## 141  5.756415 -0.004638    0.376831    0.55776         0.405253 1.000000  100
## 142  5.707804  0.065718    0.376831    0.55776         0.405253 1.000000  100
## 143  5.658238  0.065404    0.376831    0.55776         0.405253 1.000000  100
## 144  5.608726  0.065581    0.376831    0.55776         0.405253 1.000000  100
## 145  5.561261  0.060150    0.376831    0.55776         0.405253 1.000000  100
## 146  5.513845 -0.000387    0.103779    0.55776         0.000000 0.000000  100
## 147  5.464505 -0.010048    0.103779    0.55776         0.000000 0.000000  100
## 148  5.417205 -0.010228    0.103779    0.55776         0.000000 0.000000  100
## 149  5.371927 -0.010486    0.103779    0.55776         0.000000 0.000000  100
## 150  5.325712 -0.005573    0.376831    0.55776         0.405253 1.000000  100
##          pet      lai baseflow streamflow     pcp recharge Kdowndirpch
## 1   0.000000 0.015399        0          0   0.254 0.000092    0.000000
## 2   0.000000 0.015400        0          0   0.762 0.000276    0.000000
## 3   0.000000 0.015400        0          0   0.000 0.000000    0.000000
## 4   0.000000 0.015400        0          0  32.766 0.023422    0.000000
## 5   0.000000 0.015400        0          0   0.000 0.000000    0.000000
## 6   0.000000 0.015400        0          0   6.096 0.004119    0.000000
## 7   0.000000 0.015400        0          0  23.114 0.016729    0.000000
## 8   0.000000 0.015400        0          0   0.000 0.000000    0.000000
## 9   0.000000 0.015400        0          0   0.000 0.000000    0.000000
## 10  0.000000 0.015400        0          0   0.000 0.000000    0.000000
## 11  0.000000 0.015400        0          0   0.000 0.000000    0.000000
## 12  0.000000 0.015400        0          0   0.000 0.000000    0.000000
## 13  0.000000 0.015400        0          0   0.000 0.000000    0.000000
## 14  0.000000 0.015400        0          0   0.000 0.000000    0.000000
## 15  0.000000 0.015400        0          0   0.762 0.000000    0.000000
## 16  0.000000 0.015399        0          0   0.000 0.000000    0.000000
## 17  0.000000 0.015399        0          0   0.000 0.000000    0.000000
## 18  0.000000 0.015399        0          0   0.000 0.000000    0.000000
## 19  0.000000 0.015399        0          0   0.000 0.000000    0.000000
## 20  0.000000 0.015399        0          0   0.000 0.000000    0.000000
## 21  0.000000 0.015399        0          0   0.000 0.000000    0.000000
## 22  0.000000 0.015399        0          0   0.000 0.000000    0.000000
## 23  0.000000 0.015397        0          0   1.270 0.000626    0.000000
## 24  0.000000 0.015397        0          0   0.000 0.000000    0.000000
## 25  0.000000 0.015397        0          0   2.540 0.002383    0.000000
## 26  0.000000 0.015397        0          0  84.328 0.061035    0.000000
## 27  0.000000 0.015397        0          0  35.306 0.025554    0.000000
## 28  0.000000 0.015397        0          0   0.762 0.000000    0.000000
## 29  0.000000 0.015397        0          0   0.000 0.000000    0.000000
## 30  0.000000 0.015397        0          0   0.000 0.000000    0.000000
## 31  0.000000 0.015395        0          0   1.016 0.000375    0.000000
## 32  0.000000 0.015395        0          0   0.254 0.000000    0.000000
## 33  0.000000 0.015395        0          0   0.000 0.000000    0.000000
## 34  0.000000 0.015395        0          0   0.000 0.000000    0.000000
## 35  0.000000 0.015395        0          0   0.000 0.000000    0.000000
## 36  0.000000 0.015395        0          0   0.000 0.001081    0.000000
## 37  0.000000 0.015395        0          0  27.432 0.019855    0.000000
## 38  0.000000 0.015395        0          0   0.508 0.000368    0.000000
## 39  0.000000 0.015391        0          0   0.000 0.000000    0.000000
## 40  0.000000 0.015391        0          0   0.000 0.000000    0.000000
## 41  0.000000 0.015391        0          0   0.000 0.000000    0.000000
## 42  0.000000 0.015391        0          0  14.986 0.010553    0.000000
## 43  0.000000 0.015391        0          0  27.686 0.020038    0.000000
## 44  0.000000 0.015391        0          0   0.000 0.000000    0.000000
## 45  0.000000 0.015391        0          0   0.000 0.000000    0.000000
## 46  0.000000 0.015391        0          0   0.000 0.000000    0.000000
## 47  0.000000 0.015388        0          0   3.302 0.002097   31.860928
## 48  0.001377 0.015388        0          0   0.000 0.000000    0.000000
## 49  0.001725 0.015388        0          0   0.000 0.000000    0.000000
## 50  0.000814 0.015388        0          0  36.830 0.026449    0.000000
## 51  0.001834 0.015388        0          0   0.000 0.000000    0.000000
## 52  0.000000 0.015388        0          0   2.032 0.001352   46.946797
## 53  0.000000 0.015388        0          0  49.276 0.035662   28.587700
## 54  0.001936 0.015388        0          0   0.000 0.000000    0.000000
## 55  0.006251 0.015385        0          0   0.000 0.000000    0.000000
## 56  0.000000 0.015385        0          0  83.058 0.059819   56.555230
## 57  0.000000 0.015385        0          0 107.950 0.078129    0.817498
## 58  0.000000 0.015385        0          0  11.938 0.008639   14.095544
## 59  0.000000 0.015385        0          0   3.302 0.002387   33.397012
## 60  0.005821 0.015385        0          0   0.000 0.000000    0.000000
## 61  0.000000 0.015385        0          0   8.382 0.005898  102.016747
## 62  0.007384 0.015385        0          0   0.000 0.000000    0.000000
## 63  0.000000 0.015381        0          0  13.462 0.009522  109.439026
## 64  0.000000 0.015381        0          0   2.794 0.002020  523.997789
## 65  0.000000 0.015381        0          0   1.778 0.001284  148.463132
## 66  0.000000 0.015381        0          0   2.794 0.002020    5.932436
## 67  0.000000 0.015381        0          0  38.608 0.027941    2.310659
## 68  0.007466 0.015381        0          0   0.000 0.000000    0.000000
## 69  0.007722 0.015381        0          0   0.000 0.000000    0.000000
## 70  0.000000 0.015381        0          0   0.254 0.000091    0.000000
## 71  0.000000 0.015378        0          0  10.414 0.007241  268.127267
## 72  0.000000 0.015378        0          0   4.064 0.002939  341.583877
## 73  0.009867 0.015378        0          0   0.000 0.000000    0.000000
## 74  0.000000 0.015378        0          0  32.004 0.022887  112.741865
## 75  0.000000 0.015378        0          0  34.036 0.024632  224.026111
## 76  0.009583 0.015378        0          0   0.000 0.000000    0.000000
## 77  0.014233 0.015378        0          0   0.000 0.000000    0.000000
## 78  0.016438 0.015378        0          0   0.000 0.000000    0.000000
## 79  0.014191 0.015375        0          0   0.000 0.000000    0.000000
## 80  0.000000 0.015375        0          0  19.304 0.013676   93.973019
## 81  0.006347 0.015375        0          0   1.270 0.000910    0.000000
## 82  0.003661 0.015375        0          0   0.000 0.000000    0.000000
## 83  0.012049 0.015375        0          0   0.000 0.000000    0.000000
## 84  0.008423 0.015375        0          0   0.000 0.000000    0.000000
## 85  0.000000 0.015375        0          0   3.048 0.001910  130.196389
## 86  0.005828 0.015375        0          0  11.684 0.008454    0.000000
## 87  0.009948 0.015373        0          0   0.000 0.000000    0.000000
## 88  0.006596 0.015373        0          0   0.000 0.000000    0.000000
## 89  0.017733 0.015373        0          0   0.000 0.000000    0.000000
## 90  0.018896 0.015373        0          0   0.000 0.000000    0.000000
## 91  0.000000 0.015373        0          0   8.636 0.005955 1818.375149
## 92  0.022391 0.015373        0          0   0.000 0.000000    0.000000
## 93  0.000000 0.015373        0          0  17.018 0.012021  253.214666
## 94  0.000000 0.015373        0          0   8.890 0.006432 3148.305165
## 95  0.003538 0.015371        0          0   0.508 0.000361    0.000000
## 96  0.010366 0.015371        0          0   0.000 0.000000    0.000000
## 97  0.013854 0.015371        0          0   0.000 0.000000    0.000000
## 98  0.000000 0.015371        0          0  14.478 0.010183  300.558188
## 99  0.000000 0.015371        0          0   6.604 0.004777 1625.259365
## 100 0.009216 0.015371        0          0   0.000 0.000000    0.000000
## 101 0.011217 0.015371        0          0   0.000 0.000000    0.000000
## 102 0.020697 0.015371        0          0   0.000 0.000000    0.000000
## 103 0.000000 0.015369        0          0  25.146 0.017904  472.632789
## 104 0.023019 0.015369        0          0   0.000 0.000000    0.000000
## 105 0.024598 0.015369        0          0   0.000 0.000000    0.000000
## 106 0.032689 0.015369        0          0   0.000 0.000000    0.000000
## 107 0.035343 0.015369        0          0   0.000 0.000000    0.000000
## 108 0.027763 0.015369        0          0   0.000 0.000000    0.000000
## 109 0.000000 0.015369        0          0   5.842 0.003932 5038.120673
## 110 0.027651 0.015369        0          0   0.000 0.000000    0.000000
## 111 0.000000 0.015367        0          0   6.858 0.004668 1551.309721
## 112 0.000000 0.015367        0          0  19.558 0.014153 2768.721912
## 113 0.018661 0.015367        0          0   0.000 0.000000    0.000000
## 114 0.000000 0.015367        0          0   2.794 0.001726  725.953420
## 115 0.022586 0.015367        0          0   0.000 0.000000    0.000000
## 116 0.025831 0.015367        0          0   0.000 0.000000    0.000000
## 117 0.034535 0.015367        0          0   0.000 0.000000    0.000000
## 118 0.030038 0.015367        0          0   0.000 0.000000    0.000000
## 119 0.021983 0.015366        0          0   0.000 0.000000    0.000000
## 120 0.000000 0.015366        0          0  64.770 0.046583 3983.187032
## 121 0.006335 0.015366        0          0   0.000 0.000000    0.000000
## 122 0.033785 0.015366        0          0   0.000 0.000000    0.000000
## 123 0.049627 0.015366        0          0   0.000 0.000000    0.000000
## 124 0.026405 0.015366        0          0   0.000 0.000000    0.000000
## 125 0.034646 0.015366        0          0   0.000 0.000000    0.000000
## 126 0.026047 0.015366        0          0   0.000 0.000000    0.000000
## 127 0.000000 0.015365        0          0   5.334 0.003565   95.794081
## 128 0.000000 0.015365        0          0 113.284 0.081990   83.103532
## 129 0.000000 0.015365        0          0  23.622 0.017094  258.468740
## 130 0.019200 0.015365        0          0   0.000 0.000000    0.000000
## 131 0.000000 0.015365        0          0  16.764 0.011837 1291.566640
## 132 0.030505 0.015365        0          0   0.000 0.000000    0.000000
## 133 0.034440 0.015365        0          0   0.000 0.000000    0.000000
## 134 0.028325 0.015365        0          0   0.000 0.000000    0.000000
## 135 0.040938 0.015364        0          0   0.000 0.000000    0.000000
## 136 0.048938 0.015364        0          0   0.000 0.000000    0.000000
## 137 0.044690 0.015364        0          0   0.000 0.000000    0.000000
## 138 0.048048 0.015364        0          0   0.000 0.000000    0.000000
## 139 0.052414 0.015364        0          0   0.000 0.000000    0.000000
## 140 0.026112 0.015364        0          0   0.000 0.000000    0.000000
## 141 0.000000 0.015364        0          0   2.540 0.001542 2251.071313
## 142 0.000000 0.015364        0          0  18.288 0.013234 3938.498677
## 143 0.000000 0.015363        0          0   4.826 0.003490 2454.384094
## 144 0.000000 0.015363        0          0   0.254 0.000181 4200.597450
## 145 0.000000 0.015363        0          0   0.508 0.000365 4945.125324
## 146 0.046878 0.015363        0          0   0.000 0.000000    0.000000
## 147 0.051086 0.015363        0          0   0.000 0.000000    0.000000
## 148 0.053315 0.015363        0          0   0.000 0.000000    0.000000
## 149 0.053224 0.015363        0          0   0.000 0.000000    0.000000
## 150 0.000000 0.015363        0          0  10.922 0.007609 2593.011747
##     Kdowndiffpch  Kupdirpch Kupdifpch Luppch Kdowndirsubcan Kdowndifsubcan
## 1         0.0000   0.000000   0.00000      0       0.000000         0.0000
## 2         0.0000   0.000000   0.00000      0       0.000000         0.0000
## 3         0.0000   0.000000   0.00000      0       0.000000         0.0000
## 4         0.0000   0.000000   0.00000      0       0.000000         0.0000
## 5         0.0000   0.000000   0.00000      0       0.000000         0.0000
## 6         0.0000   0.000000   0.00000      0       0.000000         0.0000
## 7         0.0000   0.000000   0.00000      0       0.000000         0.0000
## 8         0.0000   0.000000   0.00000      0       0.000000         0.0000
## 9         0.0000   0.000000   0.00000      0       0.000000         0.0000
## 10        0.0000   0.000000   0.00000      0       0.000000         0.0000
## 11        0.0000   0.000000   0.00000      0       0.000000         0.0000
## 12        0.0000   0.000000   0.00000      0       0.000000         0.0000
## 13        0.0000   0.000000   0.00000      0       0.000000         0.0000
## 14        0.0000   0.000000   0.00000      0       0.000000         0.0000
## 15        0.0000   0.000000   0.00000      0       0.000000         0.0000
## 16        0.0000   0.000000   0.00000      0       0.000000         0.0000
## 17        0.0000   0.000000   0.00000      0       0.000000         0.0000
## 18        0.0000   0.000000   0.00000      0       0.000000         0.0000
## 19        0.0000   0.000000   0.00000      0       0.000000         0.0000
## 20        0.0000   0.000000   0.00000      0       0.000000         0.0000
## 21        0.0000   0.000000   0.00000      0       0.000000         0.0000
## 22        0.0000   0.000000   0.00000      0       0.000000         0.0000
## 23        0.0000   0.000000   0.00000      0       0.000000         0.0000
## 24        0.0000   0.000000   0.00000      0       0.000000         0.0000
## 25        0.0000   0.000000   0.00000      0       0.000000         0.0000
## 26        0.0000   0.000000   0.00000      0       0.000000         0.0000
## 27        0.0000   0.000000   0.00000      0       0.000000         0.0000
## 28        0.0000   0.000000   0.00000      0       0.000000         0.0000
## 29        0.0000   0.000000   0.00000      0       0.000000         0.0000
## 30        0.0000   0.000000   0.00000      0       0.000000         0.0000
## 31        0.0000   0.000000   0.00000      0       0.000000         0.0000
## 32        0.0000   0.000000   0.00000      0       0.000000         0.0000
## 33        0.0000   0.000000   0.00000      0       0.000000         0.0000
## 34        0.0000   0.000000   0.00000      0       0.000000         0.0000
## 35        0.0000   0.000000   0.00000      0       0.000000         0.0000
## 36        0.0000   0.000000   0.00000      0       0.000000         0.0000
## 37        0.0000   0.000000   0.00000      0       0.000000         0.0000
## 38        0.0000   0.000000   0.00000      0       0.000000         0.0000
## 39        0.0000   0.000000   0.00000      0       0.000000         0.0000
## 40        0.0000   0.000000   0.00000      0       0.000000         0.0000
## 41        0.0000   0.000000   0.00000      0       0.000000         0.0000
## 42        0.0000   0.000000   0.00000      0       0.000000         0.0000
## 43        0.0000   0.000000   0.00000      0       0.000000         0.0000
## 44        0.0000   0.000000   0.00000      0       0.000000         0.0000
## 45        0.0000   0.000000   0.00000      0       0.000000         0.0000
## 46        0.0000   0.000000   0.00000      0       0.000000         0.0000
## 47      470.9730   3.589153  55.38215      0      31.860928       470.9730
## 48      183.4662   6.928397  66.02059      0      61.503403       560.4517
## 49      194.3526  11.427569  70.55511      0     101.442574       597.4403
## 50        0.0000   1.101098  35.66564      0       9.774455       303.7554
## 51      186.2117   7.519489  67.08212      0      66.750533       569.2836
## 52      526.6368   5.288586  61.98364      0      46.946797       526.6368
## 53      454.7999   3.220422  53.46956      0      28.587700       454.7999
## 54      171.3516   5.119692  61.45720      0      45.447529       522.2104
## 55      516.0910  18.592121 185.50531      0     165.138747      1575.2879
## 56     1098.9114   6.367262 129.12552      0      56.555230      1098.9114
## 57      158.0383   0.092038  18.53483      0       0.817498       158.0383
## 58      610.6479   1.586945  71.66973      0      14.095544       610.6479
## 59      888.7328   3.759998 104.36957      0      33.397012       888.7328
## 60      360.1629   6.284989 128.47496      0      55.824460      1093.3930
## 61     1360.9470  11.485540 160.06922      0     102.016747      1360.9470
## 62      476.1700  13.995554 170.69185      0     124.311161      1450.6269
## 63     1320.0245  12.311795 155.28441      0     109.439026      1320.0245
## 64     1924.7023  58.949294 228.10007      0     523.997789      1924.7023
## 65     1466.4599  16.701973 172.63484      0     148.463132      1466.4599
## 66      372.9848   0.667394  43.76161      0       5.932436       372.9848
## 67      237.3168   0.259947  27.83718      0       2.310659       237.3168
## 68      373.4966   8.243970 133.43774      0      73.280306      1135.1305
## 69      419.0866  11.200913 150.00126      0      99.564440      1275.3563
## 70      440.6456  12.891049 157.87525      0     114.587990      1341.9176
## 71     2350.6107  30.144548 276.80985      0     268.127267      2350.6107
## 72     2545.6138  38.403001 300.00124      0     341.583877      2545.6138
## 73      812.4179  35.523970 292.55220      0     315.975703      2483.0554
## 74     1690.4362  12.675147 198.71115      0     112.741865      1690.4362
## 75     2185.6814  25.186420 257.27521      0     224.026111      2185.6814
## 76      904.7072  53.843461 327.73181      0     478.922420      2776.9073
## 77     1012.6241 119.371963 374.87798      0    1061.779979      3156.8956
## 78     1003.7776 141.211995 374.72074      0    1256.040911      3148.1894
## 79     1005.4446  85.031886 367.25561      0     756.753996      3104.4875
## 80     1505.1863  10.559182 176.89051      0      93.973019      1505.1863
## 81        0.0000  62.417482 340.59519      0     555.493723      2884.4733
## 82      637.7377  19.567190 228.42308      0     174.141139      1941.7534
## 83      974.4334 234.661936 375.95878      0    2088.409014      3130.0077
## 84      790.4605  35.195452 284.56447      0     313.227188      2415.4722
## 85     1726.5448  14.629384 203.00078      0     130.196389      1726.5448
## 86        0.0000  38.333730 293.04712      0     341.156765      2486.7956
## 87     1105.1675 175.751263 413.75385      0    1564.869655      3473.4175
## 88     1056.6491 104.142411 387.45645      0     927.272414      3271.6819
## 89      913.5827 334.550897 366.12004      0    2978.803894      3017.1709
## 90     1103.5327 182.794662 414.07146      0    1627.583296      3473.9087
## 91     3459.9111 204.222587 413.22122      0    1818.375149      3459.9111
## 92     1076.2614 225.925677 409.90381      0    2011.617046      3424.7853
## 93     2202.9997  28.438661 259.35646      0     253.214666      2202.9997
## 94     2915.4357 353.587666 354.89410      0    3148.305165      2915.4357
## 95        0.0000  24.209179 240.23417      0     215.644261      2041.4889
## 96     1144.3143 214.796188 431.75369      0    1913.305878      3616.7327
## 97     1115.7660 260.729928 427.31282      0    2322.462552      3564.8403
## 98     2322.5704  33.741993 273.53254      0     300.558188      2322.5704
## 99     3603.5592 182.458811 429.05198      0    1625.259365      3603.5592
## 100    1092.6564 116.214385 401.29284      0    1035.184415      3387.0269
## 101    1117.4620 133.475154 412.20771      0    1188.935419      3474.8486
## 102    1148.5419 190.419500 430.24229      0    1696.169523      3611.2816
## 103    3166.5025  53.041094 373.11978      0     472.632789      3166.5025
## 104    1528.4110 338.924470 581.91129      0    3020.051175      4862.4667
## 105    1456.5763 431.534628 567.57888      0    3845.271662      4712.7735
## 106    1464.2572 394.629891 565.87294      0    3516.424962      4709.1653
## 107    1512.8116 315.897981 573.62541      0    2814.869251      4798.6257
## 108    1454.9503 177.775571 536.56965      0    1584.103150      4523.5375
## 109    4164.4359 565.401803 507.93913      0    5038.120673      4164.4359
## 110    1197.2775 592.308532 495.03371      0    5277.878217      4046.3923
## 111    4560.4969 174.042345 540.61254      0    1551.309721      4560.4969
## 112    4963.0436 310.624531 592.43459      0    2768.721912      4963.0436
## 113    1534.2017 411.398038 591.36664      0    3666.956884      4924.8431
## 114    3652.1719  81.445139 430.97648      0     725.953420      3652.1719
## 115    1568.9284 330.314115 594.19343      0    2944.223122      4972.3601
## 116    1482.8292 473.247932 580.39838      0    4218.249969      4813.4424
## 117    1489.4321 466.380884 581.93458      0    4157.041197      4828.5267
## 118    1570.2697 304.132642 591.61024      0    2710.857080      4957.8871
## 119    1428.8680 148.784748 522.97528      0    1326.525118      4418.4067
## 120    5090.9318 446.759334 611.67395      0    3983.187032      5090.9318
## 121    1093.7034  64.401439 394.66000      0     574.186044      3347.8140
## 122     818.3559 981.625274 401.74501      0    8751.909052      3149.7805
## 123    1276.2563 722.209487 534.32031      0    6439.027107      4353.5833
## 124    1499.9641 547.775287 593.65114      0    4883.818320      4908.7548
## 125    1101.4275 829.713140 484.66677      0    7397.500999      3899.8071
## 126    1617.5412 351.635583 612.92247      0    3135.089044      5128.3846
## 127    1540.3086  10.741991 180.94843      0      95.794081      1540.3086
## 128    1441.4067   9.318920 169.30617      0      83.103532      1441.4067
## 129    2407.1284  28.983721 283.17276      0     258.468740      2407.1284
## 130    1504.5308 178.606038 552.73414      0    1592.758856      4664.9053
## 131    4403.3803 144.831466 520.97845      0    1291.566640      4403.3803
## 132    1587.8682 539.961340 622.57322      0    4815.224702      5160.9135
## 133    1594.3326 531.583563 623.92753      0    4740.514022      5174.7741
## 134    1536.1427 598.514077 610.78996      0    5337.381686      5044.2722
## 135    1314.2601 836.034832 557.51471      0    7456.489423      4527.4161
## 136    1348.5329 783.712696 563.88817      0    6989.834882      4596.0128
## 137    1578.7654 571.350289 622.02765      0    5095.801307      5149.6643
## 138    1515.8831 640.933312 607.42407      0    5716.403530      5006.1772
## 139    1441.4742 709.354099 588.61055      0    6326.639912      4827.1007
## 140    1495.7365 179.883084 549.50202      0    1604.354582      4637.6400
## 141    5008.8152 252.394112 595.33590      0    2251.071313      5008.8152
## 142    5285.9292 441.591464 633.86435      0    3938.498677      5285.9292
## 143    5137.9623 275.143882 611.05062      0    2454.384094      5137.9623
## 144    5406.3804 470.899682 648.66023      0    4200.597450      5406.3804
## 145    5348.9815 554.363510 644.54717      0    4945.125324      5348.9815
## 146    1656.0156 544.998403 645.44510      0    4861.585149      5359.1442
## 147    1638.9448 573.135301 642.44583      0    5112.576573      5326.0398
## 148    1619.3594 601.360539 638.56562      0    5364.356023      5285.3984
## 149    1644.9244 563.743288 643.54663      0    5028.796375      5337.9398
## 150    5188.0383 290.684462 617.40926      0    2593.011747      5188.0383
##     Ldownsubcan   Kstarcan Kstardirsno Kstardiffsno Lstarcanopy Lstarsnow
## 1             0   0.000000    0.000000      0.00000           0         0
## 2             0   0.000000    0.000000      0.00000           0         0
## 3             0   0.000000    0.000000      0.00000           0         0
## 4             0   0.000000    0.000000      0.00000           0         0
## 5             0   0.000000    0.000000      0.00000           0         0
## 6             0   0.000000    0.000000      0.00000           0         0
## 7             0   0.000000    0.000000      0.00000           0         0
## 8             0   0.000000    0.000000      0.00000           0         0
## 9             0   0.000000    0.000000      0.00000           0         0
## 10            0   0.000000    0.000000      0.00000           0         0
## 11            0   0.000000    0.000000      0.00000           0         0
## 12            0   0.000000    0.000000      0.00000           0         0
## 13            0   0.000000    0.000000      0.00000           0         0
## 14            0   0.000000    0.000000      0.00000           0         0
## 15            0   0.000000    0.000000      0.00000           0         0
## 16            0   0.000000    0.000000      0.00000           0         0
## 17            0   0.000000    0.000000      0.00000           0         0
## 18            0   0.000000    0.000000      0.00000           0         0
## 19            0   0.000000    0.000000      0.00000           0         0
## 20            0   0.000000    0.000000      0.00000           0         0
## 21            0   0.000000    0.000000      0.00000           0         0
## 22            0   0.000000    0.000000      0.00000           0         0
## 23            0   0.000000    0.000000      0.00000           0         0
## 24            0   0.000000    0.000000      0.00000           0         0
## 25            0   0.000000    0.000000      0.00000           0         0
## 26            0   0.000000    0.000000      0.00000           0         0
## 27            0   0.000000    0.000000      0.00000           0         0
## 28            0   0.000000    0.000000      0.00000           0         0
## 29            0   0.000000    0.000000      0.00000           0         0
## 30            0   0.000000    0.000000      0.00000           0         0
## 31            0   0.000000    0.000000      0.00000           0         0
## 32            0   0.000000    0.000000      0.00000           0         0
## 33            0   0.000000    0.000000      0.00000           0         0
## 34            0   0.000000    0.000000      0.00000           0         0
## 35            0   0.000000    0.000000      0.00000           0         0
## 36            0   0.000000    0.000000      0.00000           0         0
## 37            0   0.000000    0.000000      0.00000           0         0
## 38            0   0.000000    0.000000      0.00000           0         0
## 39            0   0.000000    0.000000      0.00000           0         0
## 40            0   0.000000    0.000000      0.00000           0         0
## 41            0   0.000000    0.000000      0.00000           0         0
## 42            0   0.000000    0.000000      0.00000           0         0
## 43            0   0.000000    0.000000      0.00000           0         0
## 44            0   0.000000    0.000000      0.00000           0         0
## 45            0   0.000000    0.000000      0.00000           0         0
## 46            0   0.000000    0.000000      0.00000           0         0
## 47            0  18.706271    0.000000      0.00000           0         0
## 48            0  34.578822    0.000000      0.00000           0         0
## 49            0  38.952478    0.000000      0.00000           0         0
## 50            0   8.139935    1.466168     45.56332           0         0
## 51            0  33.615788    0.000000      0.00000           0         0
## 52            0  22.679305    0.000000      0.00000           0         0
## 53            0  17.650789    0.000000      0.00000           0         0
## 54            0  28.163299    0.000000      0.00000           0         0
## 55            0  96.418612    0.000000      0.00000           0         0
## 56            0  54.818497    0.000000      0.00000           0         0
## 57            0   2.367726    0.000000      0.00000           0         0
## 58            0  25.442395    0.000000      0.00000           0         0
## 59            0  41.874630    0.000000      0.00000           0         0
## 60            0  51.336611    0.000000      0.00000           0         0
## 61            0  71.934202    0.000000      0.00000           0         0
## 62            0  71.666445    0.000000      0.00000           0         0
## 63            0  69.760337    0.000000      0.00000           0         0
## 64            0 125.597715    0.000000      0.00000           0         0
## 65            0  79.978874    0.000000      0.00000           0         0
## 66            0  11.823061    0.000000      0.00000           0         0
## 67            0   4.143882    0.000000      0.00000           0         0
## 68            0  51.286105    0.000000      0.00000           0         0
## 69            0  75.859326    0.000000      0.00000           0         0
## 70            0  71.301838    0.000000      0.00000           0         0
## 71            0 134.729320    0.000000      0.00000           0         0
## 72            0 149.291508    0.000000      0.00000           0         0
## 73            0 134.215300    0.000000      0.00000           0         0
## 74            0  90.137772    0.000000      0.00000           0         0
## 75            0 123.298577    0.000000      0.00000           0         0
## 76            0 161.551126    0.000000      0.00000           0         0
## 77            0 229.502780    0.000000      0.00000           0         0
## 78            0 239.081876    0.000000      0.00000           0         0
## 79            0 209.275647    0.000000      0.00000           0         0
## 80            0  78.706096    0.000000      0.00000           0         0
## 81            0 149.243054   83.324058    432.67099           0         0
## 82            0 115.999638    0.000000      0.00000           0         0
## 83            0 277.110095    0.000000      0.00000           0         0
## 84            0 149.098060    0.000000      0.00000           0         0
## 85            0  92.754365    0.000000      0.00000           0         0
## 86            0 142.710142   51.173515    373.01934           0         0
## 87            0 261.018512    0.000000      0.00000           0         0
## 88            0 225.403403    0.000000      0.00000           0         0
## 89            0 309.975883    0.000000      0.00000           0         0
## 90            0 270.210043    0.000000      0.00000           0         0
## 91            0 269.605270    0.000000      0.00000           0         0
## 92            0 239.048132    0.000000      0.00000           0         0
## 93            0 124.811312    0.000000      0.00000           0         0
## 94            0 303.458304    0.000000      0.00000           0         0
## 95            0  95.645273   32.346639    306.22333           0         0
## 96            0 281.361371    0.000000      0.00000           0         0
## 97            0 305.014845    0.000000      0.00000           0         0
## 98            0 133.158949    0.000000      0.00000           0         0
## 99            0 265.624833    0.000000      0.00000           0         0
## 100           0 223.301509    0.000000      0.00000           0         0
## 101           0 247.307646    0.000000      0.00000           0         0
## 102           0 278.403798    0.000000      0.00000           0         0
## 103           0 187.208721    0.000000      0.00000           0         0
## 104           0 358.313189    0.000000      0.00000           0         0
## 105           0 433.856273    0.000000      0.00000           0         0
## 106           0 418.773971    0.000000      0.00000           0         0
## 107           0 392.040530    0.000000      0.00000           0         0
## 108           0 321.329092    0.000000      0.00000           0         0
## 109           0 448.376574    0.000000      0.00000           0         0
## 110           0 407.406727    0.000000      0.00000           0         0
## 111           0 310.955875    0.000000      0.00000           0         0
## 112           0 386.610076    0.000000      0.00000           0         0
## 113           0 400.653674    0.000000      0.00000           0         0
## 114           0 224.487925    0.000000      0.00000           0         0
## 115           0 357.399506    0.000000      0.00000           0         0
## 116           0 450.999052    0.000000      0.00000           0         0
## 117           0 449.102100    0.000000      0.00000           0         0
## 118           0 392.795048    0.000000      0.00000           0         0
## 119           0 300.801803    0.000000      0.00000           0         0
## 120           0 442.647425    0.000000      0.00000           0         0
## 121           0 209.522338    0.000000      0.00000           0         0
## 122           0 548.476534    0.000000      0.00000           0         0
## 123           0 515.911989    0.000000      0.00000           0         0
## 124           0 480.137447    0.000000      0.00000           0         0
## 125           0 531.941544    0.000000      0.00000           0         0
## 126           0 417.423327    0.000000      0.00000           0         0
## 127           0  79.963227    0.000000      0.00000           0         0
## 128           0  73.967948    0.000000      0.00000           0         0
## 129           0 134.682792    0.000000      0.00000           0         0
## 130           0 282.316891    0.000000      0.00000           0         0
## 131           0 288.210094    0.000000      0.00000           0         0
## 132           0 421.697654    0.000000      0.00000           0         0
## 133           0 484.145577    0.000000      0.00000           0         0
## 134           0 501.946602    0.000000      0.00000           0         0
## 135           0 557.841936    0.000000      0.00000           0         0
## 136           0 542.320506    0.000000      0.00000           0         0
## 137           0 494.718185    0.000000      0.00000           0         0
## 138           0 512.400801    0.000000      0.00000           0         0
## 139           0 527.683660    0.000000      0.00000           0         0
## 140           0 322.345156    0.000000      0.00000           0         0
## 141           0 360.596149    0.000000      0.00000           0         0
## 142           0 445.605627    0.000000      0.00000           0         0
## 143           0 374.320951    0.000000      0.00000           0         0
## 144           0 460.001693    0.000000      0.00000           0         0
## 145           0 487.057565    0.000000      0.00000           0         0
## 146           0 426.086546    0.000000      0.00000           0         0
## 147           0 501.364363    0.000000      0.00000           0         0
## 148           0 509.320036    0.000000      0.00000           0         0
## 149           0 498.612295    0.000000      0.00000           0         0
## 150           0 382.744753    0.000000      0.00000           0         0
##     Lstarsoil     wind windsnow windzone       ga gasnow trans_reduc_perc
## 1           0 0.181077        1        1 3.186702      0         1.000000
## 2           0 0.181077        1        1 3.186702      0         0.060017
## 3           0 0.181077        1        1 3.186702      0         1.000000
## 4           0 0.181077        1        1 3.186702      0         1.000000
## 5           0 0.181077        1        1 3.186702      0         0.018160
## 6           0 0.181077        1        1 3.186702      0         1.000000
## 7           0 0.181077        1        1 3.186702      0         1.000000
## 8           0 0.181077        1        1 3.186702      0         0.018003
## 9           0 0.181077        1        1 3.186702      0         1.000000
## 10          0 0.181077        1        1 3.186702      0         1.000000
## 11          0 0.181077        1        1 3.186702      0         1.000000
## 12          0 0.181077        1        1 3.186702      0         1.000000
## 13          0 0.181077        1        1 3.186702      0         1.000000
## 14          0 0.181077        1        1 3.186702      0         1.000000
## 15          0 0.000000        1        1 0.100000      0         1.000000
## 16          0 0.000000        1        1 0.100000      0         1.000000
## 17          0 0.000000        1        1 0.100000      0         1.000000
## 18          0 0.000000        1        1 0.100000      0         1.000000
## 19          0 0.000000        1        1 0.100000      0         1.000000
## 20          0 0.000000        1        1 0.100000      0         1.000000
## 21          0 0.000000        1        1 0.100000      0         1.000000
## 22          0 0.000000        1        1 0.100000      0         1.000000
## 23          0 0.000000        1        1 0.100000      0         1.000000
## 24          0 0.000000        1        1 0.100000      0         0.017741
## 25          0 0.000000        1        1 0.100000      0         1.000000
## 26          0 0.181077        1        1 3.186702      0         1.000000
## 27          0 0.181077        1        1 3.186702      0         1.000000
## 28          0 0.000000        1        1 0.100000      0         0.017801
## 29          0 0.000000        1        1 0.100000      0         1.000000
## 30          0 0.000000        1        1 0.100000      0         1.000000
## 31          0 0.000000        1        1 0.100000      0         1.000000
## 32          0 0.000000        1        1 0.100000      0         0.017878
## 33          0 0.000000        1        1 0.100000      0         1.000000
## 34          0 0.000000        1        1 0.100000      0         1.000000
## 35          0 0.000000        1        1 0.100000      0         1.000000
## 36          0 0.000000        1        1 0.100000      0         1.000000
## 37          0 0.181077        1        1 3.186702      0         1.000000
## 38          0 0.181077        1        1 3.186702      0         1.000000
## 39          0 0.181077        1        1 3.186702      0         0.017997
## 40          0 0.181077        1        1 3.186702      0         1.000000
## 41          0 0.181077        1        1 3.186702      0         1.000000
## 42          0 0.181077        1        1 3.186702      0         1.000000
## 43          0 0.181077        1        1 3.186702      0         1.000000
## 44          0 0.181077        1        1 3.186702      0         0.018088
## 45          0 0.181077        1        1 3.186702      0         1.000000
## 46          0 0.181077        1        1 3.186702      0         1.000000
## 47          0 0.181077        1        1 3.186702      0         1.000000
## 48          0 0.181077        1        1 3.186702      0         0.337361
## 49          0 0.181077        1        1 3.186702      0         0.000000
## 50          0 0.000000        1        1 0.100000      0         1.000000
## 51          0 0.181077        1        1 3.186702      0         0.283829
## 52          0 0.181077        1        1 3.186702      0         1.000000
## 53          0 0.181077        1        1 3.186702      0         1.000000
## 54          0 0.181077        1        1 3.186702      0         0.290439
## 55          0 0.181077        1        1 3.186702      0         0.000000
## 56          0 0.181077        1        1 3.186702      0         1.000000
## 57          0 0.181077        1        1 3.186702      0         1.000000
## 58          0 0.181077        1        1 3.186702      0         1.000000
## 59          0 0.181077        1        1 3.186702      0         1.000000
## 60          0 0.181077        1        1 3.186702      0         0.317535
## 61          0 0.181077        1        1 3.186702      0         1.000000
## 62          0 0.181077        1        1 3.186702      0         0.254180
## 63          0 0.181077        1        1 3.186702      0         1.000000
## 64          0 0.181077        1        1 3.186702      0         1.000000
## 65          0 0.181077        1        1 3.186702      0         1.000000
## 66          0 0.181077        1        1 3.186702      0         1.000000
## 67          0 0.181077        1        1 3.186702      0         1.000000
## 68          0 0.181077        1        1 3.186702      0         0.310062
## 69          0 0.181077        1        1 3.186702      0         0.000000
## 70          0 0.181077        1        1 3.186702      0         1.000000
## 71          0 0.181077        1        1 3.186702      0         1.000000
## 72          0 0.181077        1        1 3.186702      0         1.000000
## 73          0 0.181077        1        1 3.186702      0         0.272306
## 74          0 0.181077        1        1 3.186702      0         1.000000
## 75          0 0.181077        1        1 3.186702      0         1.000000
## 76          0 0.181077        1        1 3.186702      0         0.258301
## 77          0 0.181077        1        1 3.186702      0         0.000000
## 78          0 0.181077        1        1 3.186702      0         0.000000
## 79          0 0.181077        1        1 3.186702      0         0.000000
## 80          0 0.181077        1        1 3.186702      0         1.000000
## 81          0 0.000000        1        1 0.100000      0         1.000000
## 82          0 0.181077        1        1 3.186702      0         0.527648
## 83          0 0.181077        1        1 3.186702      0         0.000000
## 84          0 0.181077        1        1 3.186702      0         0.000000
## 85          0 0.181077        1        1 3.186702      0         1.000000
## 86          0 0.000000        1        1 0.100000      0         1.000000
## 87          0 0.181077        1        1 3.186702      0         0.238919
## 88          0 0.181077        1        1 3.186702      0         0.000000
## 89          0 0.181077        1        1 3.186702      0         0.000000
## 90          0 0.181077        1        1 3.186702      0         0.000000
## 91          0 0.181077        1        1 3.186702      0         1.000000
## 92          0 0.181077        1        1 3.186702      0         0.153187
## 93          0 0.181077        1        1 3.186702      0         1.000000
## 94          0 0.181077        1        1 3.186702      0         1.000000
## 95          0 0.000000        1        1 0.100000      0         1.000000
## 96          0 0.181077        1        1 3.186702      0         0.236231
## 97          0 0.181077        1        1 3.186702      0         0.000000
## 98          0 0.181077        1        1 3.186702      0         1.000000
## 99          0 0.181077        1        1 3.186702      0         1.000000
## 100         0 0.181077        1        1 3.186702      0         0.276230
## 101         0 0.181077        1        1 3.186702      0         0.000000
## 102         0 0.181077        1        1 3.186702      0         0.000000
## 103         0 0.181077        1        1 3.186702      0         1.000000
## 104         0 0.181077        1        1 3.186702      0         0.168186
## 105         0 0.181077        1        1 3.186702      0         0.000000
## 106         0 0.181077        1        1 3.186702      0         0.000000
## 107         0 0.181077        1        1 3.186702      0         0.000000
## 108         0 0.181077        1        1 3.186702      0         0.000000
## 109         0 0.181077        1        1 3.186702      0         1.000000
## 110         0 0.181077        1        1 3.186702      0         0.134301
## 111         0 0.181077        1        1 3.186702      0         1.000000
## 112         0 0.181077        1        1 3.186702      0         1.000000
## 113         0 0.181077        1        1 3.186702      0         0.185585
## 114         0 0.181077        1        1 3.186702      0         1.000000
## 115         0 0.181077        1        1 3.186702      0         0.177052
## 116         0 0.181077        1        1 3.186702      0         0.000000
## 117         0 0.181077        1        1 3.186702      0         0.000000
## 118         0 0.181077        1        1 3.186702      0         0.000000
## 119         0 0.181077        1        1 3.186702      0         0.000000
## 120         0 0.181077        1        1 3.186702      0         1.000000
## 121         0 0.181077        1        1 3.186702      0         0.469917
## 122         0 0.181077        1        1 3.186702      0         0.000000
## 123         0 0.181077        1        1 3.186702      0         0.000000
## 124         0 0.181077        1        1 3.186702      0         0.000000
## 125         0 0.181077        1        1 3.186702      0         0.000000
## 126         0 0.181077        1        1 3.186702      0         0.000000
## 127         0 0.181077        1        1 3.186702      0         1.000000
## 128         0 0.181077        1        1 3.186702      0         1.000000
## 129         0 0.181077        1        1 3.186702      0         1.000000
## 130         0 0.181077        1        1 3.186702      0         0.233569
## 131         0 0.181077        1        1 3.186702      0         1.000000
## 132         0 0.181077        1        1 3.186702      0         0.149687
## 133         0 0.181077        1        1 3.186702      0         0.000000
## 134         0 0.181077        1        1 3.186702      0         0.000000
## 135         0 0.181077        1        1 3.186702      0         0.000000
## 136         0 0.181077        1        1 3.186702      0         0.000000
## 137         0 0.181077        1        1 3.186702      0         0.000000
## 138         0 0.181077        1        1 3.186702      0         0.000000
## 139         0 0.181077        1        1 3.186702      0         0.000000
## 140         0 0.181077        1        1 3.186702      0         0.000000
## 141         0 0.181077        1        1 3.186702      0         1.000000
## 142         0 0.181077        1        1 3.186702      0         1.000000
## 143         0 0.181077        1        1 3.186702      0         1.000000
## 144         0 0.181077        1        1 3.186702      0         1.000000
## 145         0 0.181077        1        1 3.186702      0         1.000000
## 146         0 0.181077        1        1 3.186702      0         0.139367
## 147         0 0.181077        1        1 3.186702      0         0.000000
## 148         0 0.181077        1        1 3.186702      0         0.000000
## 149         0 0.181077        1        1 3.186702      0         0.000000
## 150         0 0.181077        1        1 3.186702      0         1.000000
##     pch_field_cap overland_flow   height ustar snow_albedo Kstarsoil
## 1        1.392518      0.000000 0.116516     0    0.000000    0.0000
## 2        1.395547      0.000000 0.116516     0    0.000000    0.0000
## 3        1.392377      0.000000 0.116516     0    0.000000    0.0000
## 4        1.373564      0.000000 0.116516     0    0.000000    0.0000
## 5        1.364883      0.000000 0.116516     0    0.000000    0.0000
## 6        1.357049      0.000000 0.116516     0    0.000000    0.0000
## 7        1.349882      0.000000 0.116516     0    0.000000    0.0000
## 8        1.343210      0.000000 0.116516     0    0.000000    0.0000
## 9        1.336935      0.000000 0.116516     0    0.000000    0.0000
## 10       1.331201      0.000000 0.116516     0    0.000000    0.0000
## 11       1.326109      0.000000 0.116516     0    0.000000    0.0000
## 12       1.321713      0.000000 0.116516     0    0.000000    0.0000
## 13       1.317915      0.000000 0.116516     0    0.000000    0.0000
## 14       1.314720      0.000000 0.116516     0    0.000000    0.0000
## 15       1.312147      0.000000 0.116516     0    0.850000    0.0000
## 16       1.310187      0.000000 0.116516     0    0.799000    0.0000
## 17       1.308803      0.000000 0.116516     0    0.774906    0.0000
## 18       1.307958      0.000000 0.116516     0    0.756135    0.0000
## 19       1.307601      0.000000 0.116516     0    0.740238    0.0000
## 20       1.307720      0.000000 0.116516     0    0.726230    0.0000
## 21       1.308361      0.000000 0.116516     0    0.713594    0.0000
## 22       1.309469      0.000000 0.116516     0    0.702014    0.0000
## 23       1.310970      0.000000 0.116516     0    0.691284    0.0000
## 24       1.312811      0.000000 0.116516     0    0.681256    0.0000
## 25       1.314936      0.000000 0.116516     0    0.479574    0.0000
## 26       1.317291      0.000000 0.116516     0    0.000000    0.0000
## 27       1.319836      0.000011 0.116516     0    0.000000    0.0000
## 28       1.322540      0.000068 0.116516     0    0.850000    0.0000
## 29       1.325373      0.000081 0.116516     0    0.799000    0.0000
## 30       1.328290      0.000058 0.116516     0    0.774906    0.0000
## 31       1.331190      0.000053 0.116516     0    0.756135    0.0000
## 32       1.333715      0.000058 0.116516     0    0.740238    0.0000
## 33       1.336225      0.000029 0.116516     0    0.726230    0.0000
## 34       1.338752      0.000019 0.116516     0    0.713594    0.0000
## 35       1.341305      0.000009 0.116516     0    0.702014    0.0000
## 36       1.343853      0.000005 0.116516     0    0.507112    0.0000
## 37       1.346374      0.000004 0.116516     0    0.000000    0.0000
## 38       1.348952      0.000003 0.116516     0    0.000000    0.0000
## 39       1.351592      0.000002 0.116516     0    0.000000    0.0000
## 40       1.354384      0.000001 0.116516     0    0.000000    0.0000
## 41       1.357205      0.000001 0.116516     0    0.000000    0.0000
## 42       1.359911      0.000000 0.116516     0    0.000000    0.0000
## 43       1.362587      0.000000 0.116516     0    0.000000    0.0000
## 44       1.365353      0.000000 0.116516     0    0.000000    0.0000
## 45       1.368134      0.000000 0.116516     0    0.000000    0.0000
## 46       1.370886      0.000000 0.116516     0    0.000000    0.0000
## 47       1.373630      0.000000 0.116516     0    0.000000    0.0000
## 48       1.376345      0.000000 0.116516     0    0.000000  376.2934
## 49       1.379037      0.000000 0.116516     0    0.000000  434.6420
## 50       1.381704      0.000000 0.116516     0    0.850000    0.0000
## 51       1.384323      0.000000 0.116516     0    0.000000  386.2191
## 52       1.386786      0.000000 0.116516     0    0.000000    0.0000
## 53       1.389225      0.000000 0.116516     0    0.000000    0.0000
## 54       1.391738      0.000000 0.116516     0    0.000000  339.5405
## 55       1.394247      0.000000 0.116516     0    0.000000 1050.2930
## 56       1.396724      0.000000 0.116516     0    0.000000    0.0000
## 57       1.399167      0.000000 0.116516     0    0.000000    0.0000
## 58       1.401384      0.000000 0.116516     0    0.000000    0.0000
## 59       1.403752      0.000000 0.116516     0    0.000000    0.0000
## 60       1.406109      0.000000 0.116516     0    0.000000  674.1329
## 61       1.408442      0.000000 0.116516     0    0.000000    0.0000
## 62       1.410747      0.000000 0.116516     0    0.000000  941.2743
## 63       1.413026      0.000000 0.116516     0    0.000000    0.0000
## 64       1.415281      0.000000 0.116516     0    0.000000    0.0000
## 65       1.417513      0.000000 0.116516     0    0.000000    0.0000
## 66       1.419723      0.000000 0.116516     0    0.000000    0.0000
## 67       1.421910      0.000000 0.116516     0    0.000000    0.0000
## 68       1.424073      0.000000 0.116516     0    0.000000  714.0731
## 69       1.426214      0.000000 0.116516     0    0.000000  818.3421
## 70       1.428332      0.000000 0.116516     0    0.000000  870.2094
## 71       1.430431      0.000000 0.116516     0    0.000000    0.0000
## 72       1.432505      0.000000 0.116516     0    0.000000    0.0000
## 73       1.434558      0.000000 0.116516     0    0.000000 1706.7101
## 74       1.436592      0.000000 0.116516     0    0.000000    0.0000
## 75       1.438605      0.000000 0.116516     0    0.000000    0.0000
## 76       1.440598      0.000000 0.116516     0    0.000000 2025.5395
## 77       1.442572      0.000000 0.116516     0    0.000000 2784.1839
## 78       1.444527      0.000000 0.116516     0    0.000000 2960.0296
## 79       1.446466      0.000000 0.116516     0    0.000000 2469.6727
## 80       1.448385      0.000000 0.116516     0    0.000000    0.0000
## 81       1.450287      0.000000 0.116516     0    0.850000    0.0000
## 82       1.452159      0.000000 0.116516     0    0.000000 1266.5673
## 83       1.454002      0.000000 0.116516     0    0.000000 3722.1416
## 84       1.455817      0.000000 0.116516     0    0.000000 1665.3690
## 85       1.457605      0.000000 0.116516     0    0.000000    0.0000
## 86       1.459368      0.000000 0.116516     0    0.850000    0.0000
## 87       1.461105      0.000000 0.116516     0    0.000000 3429.2909
## 88       1.462817      0.000000 0.116516     0    0.000000 2722.4098
## 89       1.464506      0.000000 0.116516     0    0.000000 4482.7946
## 90       1.466172      0.000000 0.116516     0    0.000000 3487.8101
## 91       1.467816      0.000000 0.116516     0    0.000000    0.0000
## 92       1.469438      0.000000 0.116516     0    0.000000 3816.5007
## 93       1.471038      0.000000 0.116516     0    0.000000    0.0000
## 94       1.472617      0.000000 0.116516     0    0.000000    0.0000
## 95       1.474175      0.000000 0.116516     0    0.850000    0.0000
## 96       1.475293      0.000000 0.116516     0    0.000000 3832.7205
## 97       1.476411      0.000000 0.116516     0    0.000000 4182.8066
## 98       1.477528      0.000000 0.116516     0    0.000000    0.0000
## 99       1.478644      0.000000 0.116516     0    0.000000    0.0000
## 100      1.479758      0.000000 0.116516     0    0.000000 2887.3337
## 101      1.480870      0.000000 0.116516     0    0.000000 3079.9436
## 102      1.481980      0.000000 0.116516     0    0.000000 3628.1641
## 103      1.483087      0.000000 0.116516     0    0.000000    0.0000
## 104      1.484191      0.000000 0.116516     0    0.000000 5565.8551
## 105      1.485291      0.000000 0.116516     0    0.000000 6245.6643
## 106      1.486388      0.000000 0.116516     0    0.000000 5938.7741
## 107      1.487480      0.000000 0.116516     0    0.000000 5339.3339
## 108      1.488568      0.000000 0.116516     0    0.000000 4041.9263
## 109      1.489651      0.000000 0.116516     0    0.000000    0.0000
## 110      1.490729      0.000000 0.116516     0    0.000000 7194.5659
## 111      1.491803      0.000000 0.116516     0    0.000000    0.0000
## 112      1.492871      0.000000 0.116516     0    0.000000    0.0000
## 113      1.493934      0.000000 0.116516     0    0.000000 6198.4183
## 114      1.494992      0.000000 0.116516     0    0.000000    0.0000
## 115      1.496044      0.000000 0.116516     0    0.000000 5555.9965
## 116      1.497089      0.000000 0.116516     0    0.000000 6645.6939
## 117      1.498130      0.000000 0.116516     0    0.000000 6597.5790
## 118      1.499165      0.000000 0.116516     0    0.000000 5331.6001
## 119      1.500192      0.000000 0.116516     0    0.000000 3741.5706
## 120      1.501215      0.000000 0.116516     0    0.000000    0.0000
## 121      1.502231      0.000000 0.116516     0    0.000000 2436.0967
## 122      1.503240      0.000000 0.116516     0    0.000000 9893.1647
## 123      1.504242      0.000000 0.116516     0    0.000000 8437.0931
## 124      1.505239      0.000000 0.116516     0    0.000000 7313.3517
## 125      1.506230      0.000000 0.116516     0    0.000000 9066.1498
## 126      1.507213      0.000000 0.116516     0    0.000000 5819.5851
## 127      1.508191      0.000000 0.116516     0    0.000000    0.0000
## 128      1.509161      0.000000 0.116516     0    0.000000    0.0000
## 129      1.510125      0.000000 0.116516     0    0.000000    0.0000
## 130      1.511083      0.000000 0.116516     0    0.000000 4127.3669
## 131      1.512034      0.000000 0.116516     0    0.000000    0.0000
## 132      1.512978      0.000000 0.116516     0    0.000000 7390.6562
## 133      1.513917      0.000000 0.116516     0    0.000000 7329.4267
## 134      1.514848      0.000000 0.116516     0    0.000000 7807.3458
## 135      1.515773      0.000000 0.116516     0    0.000000 9471.2549
## 136      1.516691      0.000000 0.116516     0    0.000000 9078.7301
## 137      1.517603      0.000000 0.116516     0    0.000000 7642.1536
## 138      1.518507      0.000000 0.116516     0    0.000000 8134.4396
## 139      1.519405      0.000000 0.116516     0    0.000000 8596.8923
## 140      1.520299      0.000000 0.116516     0    0.000000 4122.0586
## 141      1.521184      0.000000 0.116516     0    0.000000    0.0000
## 142      1.522063      0.000000 0.116516     0    0.000000    0.0000
## 143      1.522937      0.000000 0.116516     0    0.000000    0.0000
## 144      1.523803      0.000000 0.116516     0    0.000000    0.0000
## 145      1.524664      0.000000 0.116516     0    0.000000    0.0000
## 146      1.525518      0.000000 0.116516     0    0.000000 7542.6408
## 147      1.526365      0.000000 0.116516     0    0.000000 7755.8099
## 148      1.527207      0.000000 0.116516     0    0.000000 7965.4195
## 149      1.528042      0.000000 0.116516     0    0.000000 7685.1382
## 150      1.528871      0.000000 0.116516     0    0.000000    0.0000
##     Kdowndirsurf Kdowndifsurf exfil_unsat snow_Rnet snow_QLE snow_QH snow_Qrain
## 1       0.000000       0.0000    0.000000  0.000000        0       0   0.000000
## 2       0.000000       0.0000    0.000217  0.000000        0       0   0.000000
## 3       0.000000       0.0000    0.000000  0.000000        0       0   0.000000
## 4       0.000000       0.0000    0.000000  0.000000        0       0   0.000000
## 5       0.000000       0.0000    0.000066  0.000000        0       0   0.000000
## 6       0.000000       0.0000    0.000000  0.000000        0       0   0.000000
## 7       0.000000       0.0000    0.000000  0.000000        0       0   0.000000
## 8       0.000000       0.0000    0.000066  0.000000        0       0   0.000000
## 9       0.000000       0.0000    0.000000  0.000000        0       0   0.000000
## 10      0.000000       0.0000    0.000000  0.000000        0       0   0.000000
## 11      0.000000       0.0000    0.000000  0.000000        0       0   0.000000
## 12      0.000000       0.0000    0.000000  0.000000        0       0   0.000000
## 13      0.000000       0.0000    0.000000  0.000000        0       0   0.000000
## 14      0.000000       0.0000    0.000000  0.000000        0       0   0.000000
## 15      0.000000       0.0000    0.000000  0.000000        0       0   0.000000
## 16      0.000000       0.0000    0.000000  0.000000        0       0   0.000000
## 17      0.000000       0.0000    0.000000  0.000000        0       0   0.000000
## 18      0.000000       0.0000    0.000000  0.000000        0       0   0.000000
## 19      0.000000       0.0000    0.000000  0.000000        0       0   0.000000
## 20      0.000000       0.0000    0.000000  0.000000        0       0   0.000000
## 21      0.000000       0.0000    0.000000  0.000000        0       0   0.000000
## 22      0.000000       0.0000    0.000000  0.000000        0       0   0.000000
## 23      0.000000       0.0000    0.000000  0.000000        0       0   4.866495
## 24      0.000000       0.0000    0.000066  0.000000        0       0   0.000000
## 25      0.000000       0.0000    0.000000  0.000000        0       0   0.727419
## 26      0.000000       0.0000    0.000000  0.000000        0       0   0.000000
## 27      0.000000       0.0000    0.000000  0.000000        0       0   0.000000
## 28      0.000000       0.0000    0.000066  0.000000        0       0   0.000000
## 29      0.000000       0.0000    0.000000  0.000000        0       0   0.000000
## 30      0.000000       0.0000    0.000000  0.000000        0       0   0.000000
## 31      0.000000       0.0000    0.000000  0.000000        0       0   3.428141
## 32      0.000000       0.0000    0.000066  0.000000        0       0   0.000000
## 33      0.000000       0.0000    0.000000  0.000000        0       0   0.000000
## 34      0.000000       0.0000    0.000000  0.000000        0       0   0.000000
## 35      0.000000       0.0000    0.000000  0.000000        0       0   0.000000
## 36      0.000000       0.0000    0.000000  0.000000        0       0   0.000000
## 37      0.000000       0.0000    0.000000  0.000000        0       0   0.000000
## 38      0.000000       0.0000    0.000000  0.000000        0       0   0.000000
## 39      0.000000       0.0000    0.000066  0.000000        0       0   0.000000
## 40      0.000000       0.0000    0.000000  0.000000        0       0   0.000000
## 41      0.000000       0.0000    0.000000  0.000000        0       0   0.000000
## 42      0.000000       0.0000    0.000000  0.000000        0       0   0.000000
## 43      0.000000       0.0000    0.000000  0.000000        0       0   0.000000
## 44      0.000000       0.0000    0.000066  0.000000        0       0   0.000000
## 45      0.000000       0.0000    0.000000  0.000000        0       0   0.000000
## 46      0.000000       0.0000    0.000000  0.000000        0       0   0.000000
## 47     31.860928     470.9730    0.000000  0.000000        0       0   0.000000
## 48     61.503403     560.4517    0.000066  0.000000        0       0   0.000000
## 49    101.442574     597.4403    0.000000  0.000000        0       0   0.000000
## 50      9.774455     303.7554    0.000000  0.544323        0       0  86.717278
## 51     66.750533     569.2836    0.000066  0.000000        0       0   0.000000
## 52     46.946797     526.6368    0.000000  0.000000        0       0   0.000000
## 53     28.587700     454.7999    0.000000  0.000000        0       0   0.000000
## 54     45.447529     522.2104    0.000066  0.000000        0       0   0.000000
## 55    165.138747    1575.2879    0.000000  0.000000        0       0   0.000000
## 56     56.555230    1098.9114    0.000000  0.000000        0       0   0.000000
## 57      0.817498     158.0383    0.000000  0.000000        0       0   0.000000
## 58     14.095544     610.6479    0.000000  0.000000        0       0   0.000000
## 59     33.397012     888.7328    0.000000  0.000000        0       0   0.000000
## 60     55.824460    1093.3930    0.000065  0.000000        0       0   0.000000
## 61    102.016747    1360.9470    0.000000  0.000000        0       0   0.000000
## 62    124.311161    1450.6269    0.000065  0.000000        0       0   0.000000
## 63    109.439026    1320.0245    0.000000  0.000000        0       0   0.000000
## 64    523.997789    1924.7023    0.000000  0.000000        0       0   0.000000
## 65    148.463132    1466.4599    0.000000  0.000000        0       0   0.000000
## 66      5.932436     372.9848    0.000000  0.000000        0       0   0.000000
## 67      2.310659     237.3168    0.000000  0.000000        0       0   0.000000
## 68     73.280306    1135.1305    0.000064  0.000000        0       0   0.000000
## 69     99.564440    1275.3563    0.000000  0.000000        0       0   0.000000
## 70    114.587990    1341.9176    0.000000  0.000000        0       0   0.000000
## 71    268.127267    2350.6107    0.000000  0.000000        0       0   0.000000
## 72    341.583877    2545.6138    0.000000  0.000000        0       0   0.000000
## 73    315.975703    2483.0554    0.000064  0.000000        0       0   0.000000
## 74    112.741865    1690.4362    0.000000  0.000000        0       0   0.000000
## 75    224.026111    2185.6814    0.000000  0.000000        0       0   0.000000
## 76    478.922420    2776.9073    0.000065  0.000000        0       0   0.000000
## 77   1061.779979    3156.8956    0.000000  0.000000        0       0   0.000000
## 78   1256.040911    3148.1894    0.000000  0.000000        0       0   0.000000
## 79    756.753996    3104.4875    0.000000  0.000000        0       0   0.000000
## 80     93.973019    1505.1863    0.000000  0.000000        0       0   0.000000
## 81    555.493723    2884.4733    0.000000  5.972165        0       0   0.609419
## 82    174.141139    1941.7534    0.000066  0.000000        0       0   0.000000
## 83   2088.409014    3130.0077    0.000000  0.000000        0       0   0.000000
## 84    313.227188    2415.4722    0.000000  0.000000        0       0   0.000000
## 85    130.196389    1726.5448    0.000000  0.000000        0       0   0.000000
## 86    341.156765    2486.7956    0.000000  4.909639        0       0  26.545933
## 87   1564.869655    3473.4175    0.000066  0.000000        0       0   0.000000
## 88    927.272414    3271.6819    0.000000  0.000000        0       0   0.000000
## 89   2978.803894    3017.1709    0.000000  0.000000        0       0   0.000000
## 90   1627.583296    3473.9087    0.000000  0.000000        0       0   0.000000
## 91   1818.375149    3459.9111    0.000000  0.000000        0       0   0.000000
## 92   2011.617046    3424.7853    0.000063  0.000000        0       0   0.000000
## 93    253.214666    2202.9997    0.000000  0.000000        0       0   0.000000
## 94   3148.305165    2915.4357    0.000000  0.000000        0       0   0.000000
## 95    215.644261    2041.4889    0.000000  3.918634        0       0   0.000000
## 96   1913.305878    3616.7327    0.000066  0.000000        0       0   0.000000
## 97   2322.462552    3564.8403    0.000000  0.000000        0       0   0.000000
## 98    300.558188    2322.5704    0.000000  0.000000        0       0   0.000000
## 99   1625.259365    3603.5592    0.000000  0.000000        0       0   0.000000
## 100  1035.184415    3387.0269    0.000065  0.000000        0       0   0.000000
## 101  1188.935419    3474.8486    0.000000  0.000000        0       0   0.000000
## 102  1696.169523    3611.2816    0.000000  0.000000        0       0   0.000000
## 103   472.632789    3166.5025    0.000000  0.000000        0       0   0.000000
## 104  3020.051175    4862.4667    0.000063  0.000000        0       0   0.000000
## 105  3845.271662    4712.7735    0.000000  0.000000        0       0   0.000000
## 106  3516.424962    4709.1653    0.000000  0.000000        0       0   0.000000
## 107  2814.869251    4798.6257    0.000000  0.000000        0       0   0.000000
## 108  1584.103150    4523.5375    0.000000  0.000000        0       0   0.000000
## 109  5038.120673    4164.4359    0.000000  0.000000        0       0   0.000000
## 110  5277.878217    4046.3923    0.000063  0.000000        0       0   0.000000
## 111  1551.309721    4560.4969    0.000000  0.000000        0       0   0.000000
## 112  2768.721912    4963.0436    0.000000  0.000000        0       0   0.000000
## 113  3666.956884    4924.8431    0.000064  0.000000        0       0   0.000000
## 114   725.953420    3652.1719    0.000000  0.000000        0       0   0.000000
## 115  2944.223122    4972.3601    0.000063  0.000000        0       0   0.000000
## 116  4218.249969    4813.4424    0.000000  0.000000        0       0   0.000000
## 117  4157.041197    4828.5267    0.000000  0.000000        0       0   0.000000
## 118  2710.857080    4957.8871    0.000000  0.000000        0       0   0.000000
## 119  1326.525118    4418.4067    0.000000  0.000000        0       0   0.000000
## 120  3983.187032    5090.9318    0.000000  0.000000        0       0   0.000000
## 121   574.186044    3347.8140    0.000066  0.000000        0       0   0.000000
## 122  8751.909052    3149.7805    0.000000  0.000000        0       0   0.000000
## 123  6439.027107    4353.5833    0.000000  0.000000        0       0   0.000000
## 124  4883.818320    4908.7548    0.000000  0.000000        0       0   0.000000
## 125  7397.500999    3899.8071    0.000000  0.000000        0       0   0.000000
## 126  3135.089044    5128.3846    0.000000  0.000000        0       0   0.000000
## 127    95.794081    1540.3086    0.000000  0.000000        0       0   0.000000
## 128    83.103532    1441.4067    0.000000  0.000000        0       0   0.000000
## 129   258.468740    2407.1284    0.000000  0.000000        0       0   0.000000
## 130  1592.758856    4664.9053    0.000062  0.000000        0       0   0.000000
## 131  1291.566640    4403.3803    0.000000  0.000000        0       0   0.000000
## 132  4815.224702    5160.9135    0.000062  0.000000        0       0   0.000000
## 133  4740.514022    5174.7741    0.000000  0.000000        0       0   0.000000
## 134  5337.381686    5044.2722    0.000000  0.000000        0       0   0.000000
## 135  7456.489423    4527.4161    0.000000  0.000000        0       0   0.000000
## 136  6989.834882    4596.0128    0.000000  0.000000        0       0   0.000000
## 137  5095.801307    5149.6643    0.000000  0.000000        0       0   0.000000
## 138  5716.403530    5006.1772    0.000000  0.000000        0       0   0.000000
## 139  6326.639912    4827.1007    0.000000  0.000000        0       0   0.000000
## 140  1604.354582    4637.6400    0.000000  0.000000        0       0   0.000000
## 141  2251.071313    5008.8152    0.000000  0.000000        0       0   0.000000
## 142  3938.498677    5285.9292    0.000000  0.000000        0       0   0.000000
## 143  2454.384094    5137.9623    0.000000  0.000000        0       0   0.000000
## 144  4200.597450    5406.3804    0.000000  0.000000        0       0   0.000000
## 145  4945.125324    5348.9815    0.000000  0.000000        0       0   0.000000
## 146  4861.585149    5359.1442    0.000062  0.000000        0       0   0.000000
## 147  5112.576573    5326.0398    0.000000  0.000000        0       0   0.000000
## 148  5364.356023    5285.3984    0.000000  0.000000        0       0   0.000000
## 149  5028.796375    5337.9398    0.000000  0.000000        0       0   0.000000
## 150  2593.011747    5188.0383    0.000000  0.000000        0       0   0.000000
##     snow_Qmelt  LEcanopy        SED snow_age  fire_et   wy  yd
## 1     0.000000  0.000000   0.001000        0 0.000127 2018 351
## 2     0.000000  0.000000   0.001000        0 0.000598 2018 352
## 3     0.000000  0.000000   0.001000        0 0.000000 2018 353
## 4     0.000000  0.000000   0.001000        0 0.000000 2018 354
## 5     0.000000  0.000000   0.001000        0 0.000472 2018 355
## 6     0.000000  0.000000   0.001000        0 0.000000 2018 356
## 7     0.000000  0.000000   0.001000        0 0.000000 2018 357
## 8     0.000000  0.000000   0.001000        0 0.000472 2018 358
## 9     0.000000  0.000000   0.001000        0 0.000000 2018 359
## 10    0.000000  0.000000   0.001000        0 0.000000 2018 360
## 11    0.000000  0.000000   0.001000        0 0.000000 2018 361
## 12    0.000000  0.000000   0.001000        0 0.000000 2018 362
## 13    0.000000  0.000000   0.001000        0 0.000000 2018 363
## 14    0.000000  0.000000   0.001000        0 0.000000 2018 364
## 15    0.000000  0.000000  -5.139997        1 0.000010 2018 365
## 16    0.000000  0.000000 -10.000000        2 0.000000 2018   1
## 17    0.000000  0.000000 -10.000000        3 0.000000 2018   2
## 18    0.000000  0.000000 -10.000000        4 0.000000 2018   3
## 19    0.000000  0.000000 -10.000000        5 0.000000 2018   4
## 20    0.000000  0.000000 -10.000000        6 0.000000 2018   5
## 21    0.000000  0.000000 -10.000000        7 0.000000 2018   6
## 22    0.000000  0.000000 -10.000000        8 0.000000 2018   7
## 23    0.000000  0.000000  -6.100997        9 0.000000 2018   8
## 24    0.000000  0.000000   0.001000       10 0.000066 2018   9
## 25    0.000000  0.000000   0.001000        0 0.000000 2018  10
## 26    0.000000  0.000000   0.001000        0 0.000000 2018  11
## 27    0.000000  0.000000   0.001000        0 0.000000 2018  12
## 28    0.000000  0.000000  -4.689997        1 0.000076 2018  13
## 29    0.000000  0.000000  -9.810484        2 0.000000 2018  14
## 30    0.000000  0.000000 -10.000000        3 0.000000 2018  15
## 31    0.000000  0.000000  -7.480997        4 0.000000 2018  16
## 32    0.000000  0.000000 -10.000000        5 0.000076 2018  17
## 33    0.000000  0.000000 -10.000000        6 0.000000 2018  18
## 34    0.000000  0.000000  -5.940486        7 0.000000 2018  19
## 35    0.000000  0.000000   0.001000        8 0.000000 2018  20
## 36    0.000000  0.000000   0.001000        0 0.000000 2018  21
## 37    0.000000  0.000000   0.001000        0 0.000000 2018  22
## 38    0.000000  0.000000   0.001000        0 0.000000 2018  23
## 39    0.000000  0.000000   0.001000        0 0.000472 2018  24
## 40    0.000000  0.000000   0.001000        0 0.000000 2018  25
## 41    0.000000  0.000000   0.001000        0 0.000000 2018  26
## 42    0.000000  0.000000   0.001000        0 0.000000 2018  27
## 43    0.000000  0.000000   0.001000        0 0.000000 2018  28
## 44    0.000000  0.000000   0.001000        0 0.000472 2018  29
## 45    0.000000  0.000000   0.001000        0 0.000000 2018  30
## 46    0.000000  0.000000   0.001000        0 0.000000 2018  31
## 47    0.000000  9.201461   0.001000        0 0.000004 2018  32
## 48    0.000000  0.006950   0.001000        0 0.000194 2018  33
## 49    0.000000  0.008728   0.001000        0 0.000156 2018  34
## 50    0.544323  9.230783   0.001000        0 0.000004 2018  35
## 51    0.000000  1.764532   0.001000        0 0.000227 2018  36
## 52    0.000000  9.187107   0.001000        0 0.000004 2018  37
## 53    0.000000  9.171487   0.001000        0 0.000004 2018  38
## 54    0.000000  3.370839   0.001000        0 0.000230 2018  39
## 55    0.000000  0.031626   0.001000        0 0.000242 2018  40
## 56    0.000000  9.149985   0.001000        0 0.000004 2018  41
## 57    0.000000  6.418306   0.001000        0 0.000003 2018  42
## 58    0.000000  9.124315   0.001000        0 0.000004 2018  43
## 59    0.000000  9.161653   0.001000        0 0.000004 2018  44
## 60    0.000000 12.285393   0.001000        0 0.000296 2018  45
## 61    0.000000  9.094876   0.001000        0 0.000004 2018  46
## 62    0.000000 15.582195   0.001000        0 0.000368 2018  47
## 63    0.000000  9.141956   0.001000        0 0.000004 2018  48
## 64    0.000000  9.146442   0.001000        0 0.000004 2018  49
## 65    0.000000  9.129483   0.001000        0 0.000004 2018  50
## 66    0.000000  9.120689   0.001000        0 0.000004 2018  51
## 67    0.000000  9.102743   0.001000        0 0.000004 2018  52
## 68    0.000000 15.438548   0.001000        0 0.000339 2018  53
## 69    0.000000  0.039427   0.001000        0 0.000132 2018  54
## 70    0.000000  9.089283   0.001000        0 0.000129 2018  55
## 71    0.000000  9.122248   0.001000        0 0.000004 2018  56
## 72    0.000000  9.148983   0.001000        0 0.000004 2018  57
## 73    0.000000 19.439053   0.001000        0 0.000445 2018  58
## 74    0.000000  9.160825   0.001000        0 0.000004 2018  59
## 75    0.000000  9.148624   0.001000        0 0.000004 2018  60
## 76    0.000000 16.796604   0.001000        0 0.000460 2018  61
## 77    0.000000  0.071107   0.001000        0 0.000011 2018  62
## 78    0.000000  0.082424   0.001000        0 0.000000 2018  63
## 79    0.000000  0.070325   0.001000        0 0.000000 2018  64
## 80    0.000000  9.181761   0.001000        0 0.000004 2018  65
## 81    5.972165 10.706821   0.001000        0 0.000014 2018  66
## 82    0.000000  0.018236   0.001000        0 0.000231 2018  67
## 83    0.000000  0.059647   0.001000        0 0.000240 2018  68
## 84    0.000000  0.041838   0.001000        0 0.000000 2018  69
## 85    0.000000  9.175931   0.001000        0 0.000004 2018  70
## 86    4.909639 11.765169   0.001000        0 0.000005 2018  71
## 87    0.000000  6.240371   0.001000        0 0.000472 2018  72
## 88    0.000000  0.032017   0.001000        0 0.000000 2018  73
## 89    0.000000  0.087716   0.001000        0 0.000000 2018  74
## 90    0.000000  0.093015   0.001000        0 0.000000 2018  75
## 91    0.000000  9.102748   0.001000        0 0.000004 2018  76
## 92    0.000000 47.014953   0.001000        0 0.000472 2018  77
## 93    0.000000  9.130371   0.001000        0 0.000004 2018  78
## 94    0.000000  9.136738   0.001000        0 0.000004 2018  79
## 95    3.918634  0.017750   0.001000        0 0.000010 2018  80
## 96    0.000000  7.548968   0.001000        0 0.000472 2018  81
## 97    0.000000  0.067095   0.001000        0 0.000000 2018  82
## 98    0.000000  9.183300   0.001000        0 0.000004 2018  83
## 99    0.000000  9.153709   0.001000        0 0.000004 2018  84
## 100   0.000000 12.052272   0.001000        0 0.000472 2018  85
## 101   0.000000  0.054130   0.001000        0 0.000000 2018  86
## 102   0.000000  0.101206   0.001000        0 0.000000 2018  87
## 103   0.000000  9.103870   0.001000        0 0.000004 2018  88
## 104   0.000000 46.690757   0.001000        0 0.000472 2018  89
## 105   0.000000  0.120128   0.001000        0 0.000000 2018  90
## 106   0.000000  0.161267   0.001000        0 0.000000 2018  91
## 107   0.000000  0.175116   0.001000        0 0.000000 2018  92
## 108   0.000000  0.137212   0.001000        0 0.000000 2018  93
## 109   0.000000  9.135251   0.001000        0 0.000004 2018  94
## 110   0.000000 54.402924   0.001000        0 0.000472 2018  95
## 111   0.000000  9.131467   0.001000        0 0.000004 2018  96
## 112   0.000000  9.156480   0.001000        0 0.000004 2018  97
## 113   0.000000 32.428411   0.001000        0 0.000472 2018  98
## 114   0.000000  9.181403   0.001000        0 0.000004 2018  99
## 115   0.000000 46.585138   0.001000        0 0.000472 2018 100
## 116   0.000000  0.125432   0.001000        0 0.000000 2018 101
## 117   0.000000  0.169240   0.001000        0 0.000000 2018 102
## 118   0.000000  0.146709   0.001000        0 0.000000 2018 103
## 119   0.000000  0.106655   0.001000        0 0.000000 2018 104
## 120   0.000000  9.133281   0.001000        0 0.000004 2018 105
## 121   0.000000  0.030494   0.001000        0 0.000372 2018 106
## 122   0.000000  0.166394   0.001000        0 0.000100 2018 107
## 123   0.000000  0.245790   0.001000        0 0.000000 2018 108
## 124   0.000000  0.127300   0.001000        0 0.000000 2018 109
## 125   0.000000  0.169525   0.001000        0 0.000000 2018 110
## 126   0.000000  0.125513   0.001000        0 0.000000 2018 111
## 127   0.000000  9.147849   0.001000        0 0.000004 2018 112
## 128   0.000000  9.147670   0.001000        0 0.000004 2018 113
## 129   0.000000  9.128398   0.001000        0 0.000004 2018 114
## 130   0.000000 42.080565   0.001000        0 0.000472 2018 115
## 131   0.000000  9.132252   0.001000        0 0.000004 2018 116
## 132   0.000000 64.975133   0.001000        0 0.000472 2018 117
## 133   0.000000  0.166113   0.001000        0 0.000000 2018 118
## 134   0.000000  0.135789   0.001000        0 0.000000 2018 119
## 135   0.000000  0.198397   0.001000        0 0.000000 2018 120
## 136   0.000000  0.239584   0.001000        0 0.000000 2018 121
## 137   0.000000  0.217690   0.001000        0 0.000000 2018 122
## 138   0.000000  0.234897   0.001000        0 0.000000 2018 123
## 139   0.000000  0.257558   0.001000        0 0.000000 2018 124
## 140   0.000000  0.126166   0.001000        0 0.000000 2018 125
## 141   0.000000  9.087495   0.001000        0 0.000004 2018 126
## 142   0.000000  9.068852   0.001000        0 0.000004 2018 127
## 143   0.000000  9.083141   0.001000        0 0.000004 2018 128
## 144   0.000000  9.059748   0.001000        0 0.000004 2018 129
## 145   0.000000  9.031694   0.001000        0 0.000004 2018 130
## 146   0.000000 67.175677   0.001000        0 0.000472 2018 131
## 147   0.000000  0.249466   0.001000        0 0.000000 2018 132
## 148   0.000000  0.260972   0.001000        0 0.000000 2018 133
## 149   0.000000  0.260746   0.001000        0 0.000000 2018 134
## 150   0.000000  9.048724   0.001000        0 0.000004 2018 135
validationsmNSElistsite2<- c()
validationsmlnNSElistsite2<- c()
validationsmKGElistsite2<- c()


#for(i in 1:n) {  assign(paste0("vsmNSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$rz_storage","/valsubsetsm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$mergedsoilmoisture"))))))
#  valsmNSElist[[i]]<- eval(parse(text = paste0("vsmNSEobs",i))) }

#for(i in 1:n) {  assign(paste0("vsmlnNSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$rz_storage","/valsubsetsm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$mergedsoilmoisture")))), FUN = log, epsilon = "Pushpalatha2012", na.rm=TRUE))
#  valsmlnNSElist[[i]]<- eval(parse(text = paste0("vsmlnNSEobs",i))) }

for(i in 1:validationruns) {  assign(paste0("vsmKGEobs",i), KGE(sim = as.numeric(eval(parse(text = paste0("((valmergesm",i,"$root_zone.S","*valmergesm",i,"$potential_rz_store)","/valmergesm",i,"$root.depth)")))), obs = as.numeric(eval(parse(text = paste0("valmergesm",i,"$Site2"))))))
  validationsmKGElistsite2[[i]]<- eval(parse(text = paste0("vsmKGEobs",i))) }


validationsmKGElistsite2
## [[1]]
## [1] -0.998577
## 
## [[2]]
## [1] -0.5065613
## 
## [[3]]
## [1] -0.9212078
## 
## [[4]]
## [1] -0.5126631
## 
## [[5]]
## [1] -0.452718
## 
## [[6]]
## [1] -0.6028352
## 
## [[7]]
## [1] -0.187948
## 
## [[8]]
## [1] -0.3028809
## 
## [[9]]
## [1] -0.3353427
## 
## [[10]]
## [1] -0.5797991
## 
## [[11]]
## [1] -1.079023
## 
## [[12]]
## [1] -0.3527704
## 
## [[13]]
## [1] -1.014666
## 
## [[14]]
## [1] -0.6239599
## 
## [[15]]
## [1] -0.7385696
## 
## [[16]]
## [1] -0.5895864
## 
## [[17]]
## [1] -0.7035053
## 
## [[18]]
## [1] -1.044996
## 
## [[19]]
## [1] -1.135099
## 
## [[20]]
## [1] -0.7732177
## 
## [[21]]
## [1] -1.146264
## 
## [[22]]
## [1] -0.4252795
## 
## [[23]]
## [1] -0.3694636
## 
## [[24]]
## [1] -0.4813395
## 
## [[25]]
## [1] -0.3453167
## 
## [[26]]
## [1] -0.6022481
## 
## [[27]]
## [1] -0.6338185
## 
## [[28]]
## [1] -0.4895058
## 
## [[29]]
## [1] -0.945274
## 
## [[30]]
## [1] -0.8286669
## 
## [[31]]
## [1] -0.1737523
## 
## [[32]]
## [1] -1.078222
## 
## [[33]]
## [1] -1.035414
## 
## [[34]]
## [1] -0.4317813
## 
## [[35]]
## [1] -1.019236
## 
## [[36]]
## [1] -0.6351694
## 
## [[37]]
## [1] -0.8979399
## 
## [[38]]
## [1] -0.3020864
## 
## [[39]]
## [1] -0.5496404
## 
## [[40]]
## [1] -0.9391311
## 
## [[41]]
## [1] -0.5992065
## 
## [[42]]
## [1] -0.9196497
## 
## [[43]]
## [1] -0.1580035
## 
## [[44]]
## [1] -0.3529204
## 
## [[45]]
## [1] -1.10816
## 
## [[46]]
## [1] -0.8618034
## 
## [[47]]
## [1] -0.9865689
## 
## [[48]]
## [1] -0.9599737
## 
## [[49]]
## [1] -0.9372968
## 
## [[50]]
## [1] -0.9130434
## 
## [[51]]
## [1] -0.408946
## 
## [[52]]
## [1] -0.3043842
## 
## [[53]]
## [1] -1.501922
## 
## [[54]]
## [1] -0.8301461
## 
## [[55]]
## [1] -0.9957934
## 
## [[56]]
## [1] -0.5907591
## 
## [[57]]
## [1] -0.7333379
## 
## [[58]]
## [1] -0.8837472
## 
## [[59]]
## [1] -1.120238
## 
## [[60]]
## [1] -0.3758437
## 
## [[61]]
## [1] -0.3854806
## 
## [[62]]
## [1] -1.104676
## 
## [[63]]
## [1] -0.3780106
## 
## [[64]]
## [1] -0.9523241
## 
## [[65]]
## [1] -1.456237
## 
## [[66]]
## [1] -1.123689
## 
## [[67]]
## [1] -0.4485673
## 
## [[68]]
## [1] -1.282866
## 
## [[69]]
## [1] -0.321665
## 
## [[70]]
## [1] -1.247731
## 
## [[71]]
## [1] -1.192128
## 
## [[72]]
## [1] -0.8533673
## 
## [[73]]
## [1] -0.9508604
## 
## [[74]]
## [1] -1.263868
## 
## [[75]]
## [1] -1.294172
## 
## [[76]]
## [1] -1.022042
## 
## [[77]]
## [1] -1.320324
## 
## [[78]]
## [1] -0.2644161
## 
## [[79]]
## [1] -0.7507413
## 
## [[80]]
## [1] -0.4364961
## 
## [[81]]
## [1] -1.102338
## 
## [[82]]
## [1] -0.954352
## 
## [[83]]
## [1] -1.327369
## 
## [[84]]
## [1] -1.095207
## 
## [[85]]
## [1] -1.007386
## 
## [[86]]
## [1] -0.8674235
## 
## [[87]]
## [1] -0.8843046
## 
## [[88]]
## [1] -0.9265312
## 
## [[89]]
## [1] -1.363995
## 
## [[90]]
## [1] -0.8522748
## 
## [[91]]
## [1] -0.9403867
## 
## [[92]]
## [1] -0.3672467
## 
## [[93]]
## [1] -0.5278239
## 
## [[94]]
## [1] -1.207685
## 
## [[95]]
## [1] -0.9276197
## 
## [[96]]
## [1] -0.8391736
## 
## [[97]]
## [1] -1.099517
## 
## [[98]]
## [1] -1.158534
## 
## [[99]]
## [1] -0.6730456
## 
## [[100]]
## [1] -1.430928
## 
## [[101]]
## [1] -1.197599
## 
## [[102]]
## [1] -0.2081534
## 
## [[103]]
## [1] -0.9029033
## 
## [[104]]
## [1] -1.227799
## 
## [[105]]
## [1] -0.5574159
## 
## [[106]]
## [1] -0.999783
## 
## [[107]]
## [1] -0.9314365
## 
## [[108]]
## [1] -0.7106074
## 
## [[109]]
## [1] -0.7518227
## 
## [[110]]
## [1] -1.366688
## 
## [[111]]
## [1] -0.2958117
## 
## [[112]]
## [1] -0.4838392
## 
## [[113]]
## [1] -1.161322
## 
## [[114]]
## [1] -0.9005602
## 
## [[115]]
## [1] -1.104089
## 
## [[116]]
## [1] -1.112296
## 
## [[117]]
## [1] -0.773028
## 
## [[118]]
## [1] -0.6766168
## 
## [[119]]
## [1] -1.203022
## 
## [[120]]
## [1] -0.2160139
## 
## [[121]]
## [1] -0.7037559
## 
## [[122]]
## [1] -0.9119439
## 
## [[123]]
## [1] -1.008394
## 
## [[124]]
## [1] -0.5260272
## 
## [[125]]
## [1] -0.3067427
## 
## [[126]]
## [1] -1.056956
## 
## [[127]]
## [1] -1.025691
## 
## [[128]]
## [1] -0.6880497
## 
## [[129]]
## [1] -0.353931
## 
## [[130]]
## [1] -0.2541038
## 
## [[131]]
## [1] -1.41601
## 
## [[132]]
## [1] -0.2377219
## 
## [[133]]
## [1] -1.207218
## 
## [[134]]
## [1] -1.448127
## 
## [[135]]
## [1] -0.9782471
## 
## [[136]]
## [1] -0.5810037
## 
## [[137]]
## [1] -0.9721364
## 
## [[138]]
## [1] -0.8894656
## 
## [[139]]
## [1] -1.120668
## 
## [[140]]
## [1] -0.2740245
## 
## [[141]]
## [1] -1.339885
## 
## [[142]]
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## 
## [[143]]
## [1] -1.431966
## 
## [[144]]
## [1] -0.9872813
## 
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## [1] -0.7683403
## 
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## 
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## 
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## 
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## 
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## 
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## [[197]]
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## [[199]]
## [1] -0.9433117
## 
## [[200]]
## [1] -0.971422

RSS - Explore Site 2

'Exploring Site 2 RSS'
## [1] "Exploring Site 2 RSS"
cwws32valrss2_run1
## $bd
##      day month year basinID pot_surface_infil snow_thr sat_def_z  sat_def
##   1:   1    11 2017       1                 0        0  5743.000 2492.617
##   2:   2    11 2017       1                 0        0  5775.680 2506.922
##   3:   3    11 2017       1                 0        0  5827.917 2529.530
##   4:   4    11 2017       1                 0        0  5874.239 2549.550
##   5:   5    11 2017       1                 0        0  5922.438 2570.429
##  ---                                                                     
## 361:  27    10 2018       1                 0        0  7731.890 3352.507
## 362:  28    10 2018       1                 0        0  7736.308 3354.427
## 363:  29    10 2018       1                 0        0  7742.479 3357.111
## 364:  30    10 2018       1                 0        0  7750.978 3360.813
## 365:  31    10 2018       1                 0        0  7757.512 3363.671
##      rz_storage unsat_stor rz_drainage unsat_drain      cap     evap snowpack
##   1:   76.59031   1334.841    2.490852    1.372280 0.294495 0.275352        0
##   2:   75.81287   1333.825    2.183796    1.260209 0.254941 0.335187        0
##   3:   75.04237   1341.611    2.093020    1.285571 0.214954 0.395090        0
##   4:   74.41683   1347.344    1.892376    1.303572 0.173055 0.259773        0
##   5:   74.05853   1354.467    1.700235    1.221638 0.137988 0.252518        0
##  ---                                                                         
## 361:   85.97056   2242.030    4.456435    0.851586 0.147090 0.235130        0
## 362:   84.16584   2242.406    2.001184    0.571941 0.069264 0.432388        0
## 363:   82.95562   2243.122    1.408888    0.606845 0.068525 0.358181        0
## 364:   81.77949   2244.959    1.137202    0.453134 0.106126 0.355902        0
## 365:   80.78658   2245.703    0.936922    0.518146 0.061072 0.416151        0
##         trans baseflow    return streamflow      psn nppcum      lai  gw.Qout
##   1: 0.013950 7.753767 10.844229  18.396028 0.000048      0 0.023064 2.668249
##   2: 0.018846 7.331587 10.867505  18.003012 0.000062      0 0.023064 2.454442
##   3: 0.023052 6.963001 10.469701  17.243608 0.000064      0 0.023064 2.257814
##   4: 0.014314 6.645025 10.070107  16.528914 0.000051      0 0.023064 2.076980
##   5: 0.013761 6.371086  9.388270  15.586203 0.000050      0 0.023064 1.910668
##  ---                                                                         
## 361: 0.011935 4.695507  1.349666   6.021505 0.000035      0 0.068955 2.827366
## 362: 0.048600 4.484458  0.992757   5.457083 0.000081      0 0.064933 2.600572
## 363: 0.040211 4.202509  0.969943   5.152723 0.000082      0 0.062261 2.392018
## 364: 0.043760 3.953129  0.888380   4.822632 0.000106      0 0.060927 2.200234
## 365: 0.021714 3.808010  0.884243   4.669170 0.000065      0 0.023064 2.023867
##      gw.storage detention_store %sat_area litter_store litter_capacity
##   1:   30.72299               0  4.047260     0.001527        0.084106
##   2:   28.26854               0  4.047260     0.001321        0.084106
##   3:   26.01073               0  3.896430     0.000739        0.084106
##   4:   23.93375               0  3.720463     0.000680        0.084106
##   5:   22.02308               0  3.619910     0.000680        0.084106
##  ---                                                                  
## 361:   32.51715               0  0.904977     0.009990        0.084106
## 362:   29.91657               0  0.854701     0.000762        0.084106
## 363:   27.52456               0  0.879839     0.000438        0.084106
## 364:   25.32432               0  0.854701     0.000429        0.084106
## 365:   23.30045               0  0.854701     0.000415        0.084106
##      canopy_store %snow_cover snow_subl trans_var acc_trans acctransv_var
##   1:     0.000057           0         0  0.000666  82.93318      4450.352
##   2:     0.000057           0         0  0.001233  82.95203      4448.844
##   3:     0.000057           0         0  0.001866  82.97508      4447.011
##   4:     0.000057           0         0  0.000703  82.98939      4445.864
##   5:     0.000057           0         0  0.000650  83.00316      4444.762
##  ---                                                                     
## 361:     0.000057           0         0  0.000056 140.24980     13626.764
## 362:     0.000057           0         0  0.001040 140.29840     13630.999
## 363:     0.000057           0         0  0.000732 140.33861     13634.290
## 364:     0.000057           0         0  0.000879 140.38237     13637.773
## 365:     0.000057           0         0  0.001654 140.40408     13634.344
##           pet     dC13 precip pcp_assim mortf     tmax     tmin     tavg
##   1: 0.017468 23.35639      0         0     0 15.27671  9.17671 12.22671
##   2: 0.023444 22.80455      0         0     0 17.87671 10.47671 14.17671
##   3: 0.029926 22.46116      0         0     0 20.17671 11.47671 15.82671
##   4: 0.019109 22.61564      0         0     0 18.97671 13.57671 16.27671
##   5: 0.018142 22.74170      0         0     0 18.27671 12.97671 15.62671
##  ---                                                                    
## 361: 0.020734 25.32715      0         0     0  6.67671  2.97671  4.82671
## 362: 0.062350 24.16066      0         0     0 12.67671  2.27671  7.47671
## 363: 0.051153 23.96998      0         0     0 12.47671  4.07671  8.27671
## 364: 0.053404 23.14207      0         0     0 14.27671  6.27671 10.27671
## 365: 0.026811 22.23760      0         0     0 18.07671  9.37671 13.72671
##           vpd snowfall recharge     gpsn     resp       gs rootdepth   plantc
##   1: 262.7217        0        0 0.078455 0.029971 0.108837  436.5498 0.096925
##   2: 350.5153        0        0 0.093085 0.031207 0.109496  436.5498 0.096925
##   3: 444.9765        0        0 0.096641 0.032474 0.104748  436.5498 0.096925
##   4: 296.5631        0        0 0.084509 0.033197 0.101727  436.5498 0.096925
##   5: 280.9250        0        0 0.082629 0.033115 0.103077  436.5498 0.096925
##  ---                                                                         
## 361: 105.6290        0        0 0.065679 0.030718 0.235686  436.5498 0.096925
## 362: 316.3843        0        0 0.112699 0.031741 0.301385  436.5498 0.096925
## 363: 276.3677        0        0 0.113537 0.031954 0.291434  436.5498 0.096925
## 364: 298.7147        0        0 0.138920 0.033399 0.297529  436.5498 0.096925
## 365: 394.2291        0        0 0.094625 0.030026 0.110365  436.5498 0.096925
##      snowmelt canopysubl routedstreamflow canopy_snow   height evap_can
##   1:        0          0         2.668249           0 6.876357 0.000000
##   2:        0          0         2.454442           0 6.876357 0.000000
##   3:        0          0         2.257814           0 6.876357 0.000000
##   4:        0          0         2.076980           0 6.876357 0.000000
##   5:        0          0         1.910668           0 6.876357 0.000000
##  ---                                                                   
## 361:        0          0         2.827366           0 6.876357 0.000092
## 362:        0          0         2.600572           0 6.876357 0.000000
## 363:        0          0         2.392018           0 6.876357 0.000000
## 364:        0          0         2.200234           0 6.876357 0.000000
## 365:        0          0         2.023867           0 6.876357 0.000000
##      evap_lit evap_soil    litrc    Kdown    Ldown      Kup Lup Kstar_can
##   1: 0.000592  0.274760 0.042053 2346.852 31189.63 292.5164   0  91.24764
##   2: 0.000206  0.334981 0.042053 3207.800 31537.13 399.0860   0 126.38799
##   3: 0.000581  0.394509 0.042053 4097.599 31688.91 508.8204   0 165.33381
##   4: 0.000059  0.259714 0.042053 1910.967 33355.60 238.4185   0  66.83281
##   5: 0.000000  0.252518 0.042053 1850.866 33078.59 230.9517   0  64.91660
##  ---                                                                     
## 361: 0.074116  0.160922 0.042053 1268.669 28728.78 158.9644   0 117.73402
## 362: 0.009229  0.423159 0.042053 6193.494 26933.12 769.9450   0 522.07019
## 363: 0.000324  0.357857 0.042053 4670.184 28371.97 582.0021   0 387.49461
## 364: 0.000009  0.355893 0.042053 4356.794 29464.88 543.2130   0 343.10288
## 365: 0.000014  0.416138 0.042053 4057.706 30680.68 503.8666   0 166.41620
##      Kstar_soil Kstar_snow Lstar_can Lstar_soil Lstar_snow LE_canopy   LE_soil
##   1:  1159.1481          0         0          0          0  34.50393  680.0305
##   2:  1631.6143          0         0          0          0  46.50394  826.0033
##   3:  2157.4905          0         0          0          0  56.77899  971.7892
##   4:   937.9383          0         0          0          0  35.23765  639.0867
##   5:   906.7446          0         0          0          0  33.89872  621.6495
##  ---                                                                          
## 361:   563.7568          0         0          0          0  30.01347  584.9370
## 362:  3272.4949          0         0          0          0 120.66964 1071.9309
## 363:  2347.2411          0         0          0          0  99.70952  887.6222
## 364:  2169.7688          0         0          0          0 108.26993  880.3183
## 365:  2154.0435          0         0          0          0  53.53417 1025.7208
##      LE_snow Lstar_strat canopydrip       date   wy  yd       et unfilled_cap
##   1:       0           0          0 2017-11-01 2018 305 0.289302     1411.431
##   2:       0           0          0 2017-11-02 2018 306 0.354033     1409.637
##   3:       0           0          0 2017-11-03 2018 307 0.418142     1416.653
##   4:       0           0          0 2017-11-04 2018 308 0.274087     1421.761
##   5:       0           0          0 2017-11-05 2018 309 0.266279     1428.525
##  ---                                                                         
## 361:       0           0          0 2018-10-27 2019 300 0.247065     2328.001
## 362:       0           0          0 2018-10-28 2019 301 0.480988     2326.572
## 363:       0           0          0 2018-10-29 2019 302 0.398392     2326.078
## 364:       0           0          0 2018-10-30 2019 303 0.399662     2326.738
## 365:       0           0          0 2018-10-31 2019 304 0.437865     2326.490
## 
## $pd
##      day month year basinID hillID zoneID patchID familyID family_horizon
##   1:   1    11 2017       1    108 141942  141942    -9999              0
##   2:   2    11 2017       1    108 141942  141942    -9999              0
##   3:   3    11 2017       1    108 141942  141942    -9999              0
##   4:   4    11 2017       1    108 141942  141942    -9999              0
##   5:   5    11 2017       1    108 141942  141942    -9999              0
##  ---                                                                     
## 361:  27    10 2018       1    108 141942  141942    -9999              0
## 362:  28    10 2018       1    108 141942  141942    -9999              0
## 363:  29    10 2018       1    108 141942  141942    -9999              0
## 364:  30    10 2018       1    108 141942  141942    -9999              0
## 365:  31    10 2018       1    108 141942  141942    -9999              0
##      rain_thr detention_store sat_def_z  sat_def rz_storage potential_rz_store
##   1:        0               0  8025.384 3491.042    0.02518           0.242626
##   2:        0               0  8083.861 3516.479    0.02518           0.242626
##   3:        0               0  8136.676 3539.454    0.02518           0.242626
##   4:        0               0  8185.318 3560.613    0.02518           0.242626
##   5:        0               0  8232.207 3581.010    0.02518           0.242626
##  ---                                                                          
## 361:        0               0  9783.260 4255.718    0.02518           0.242626
## 362:        0               0  9784.936 4256.447    0.02518           0.242626
## 363:        0               0  9786.593 4257.168    0.02518           0.242626
## 364:        0               0  9788.253 4257.890    0.02518           0.242626
## 365:        0               0  9789.896 4258.605    0.02518           0.242626
##      rz_field_capacity rz_wilting_point unsat_stor rz_drainage unsat_drain
##   1:          0.091429          0.02518   1475.001           0    0.000001
##   2:          0.091429          0.02518   1481.963           0    0.000000
##   3:          0.091429          0.02518   1488.251           0    0.000000
##   4:          0.091429          0.02518   1494.042           0    0.000000
##   5:          0.091429          0.02518   1499.625           0    0.000000
##  ---                                                                      
## 361:          0.091429          0.02518   3938.952           0    0.000000
## 362:          0.091429          0.02518   3938.952           0    0.000000
## 363:          0.091429          0.02518   3938.952           0    0.000000
## 364:          0.091429          0.02518   3938.952           0    0.000000
## 365:          0.091429          0.02518   3938.952           0    0.000000
##      rz_transfer unsat_transfer sat_transfer sublimation return evap
##   1:           0              0            0           0      0    0
##   2:           0              0            0           0      0    0
##   3:           0              0            0           0      0    0
##   4:           0              0            0           0      0    0
##   5:           0              0            0           0      0    0
##  ---                                                                
## 361:           0              0            0           0      0    0
## 362:           0              0            0           0      0    0
## 363:           0              0            0           0      0    0
## 364:           0              0            0           0      0    0
## 365:           0              0            0           0      0    0
##      evap_surface soil_evap snow snow_melt trans_sat trans_unsat       Qin
##   1:     0.084085  0.000000    0         0         0    0.000000 12.578771
##   2:     0.000000  0.000000    0         0         0    0.000000 11.510937
##   3:     0.000000  0.000000    0         0         0    0.000000 10.601495
##   4:     0.000000  0.000000    0         0         0    0.000000  9.830918
##   5:     0.000000  0.000000    0         0         0    0.000000  9.166415
##  ---                                                                      
## 361:     0.107003  0.065277    0         0         0    0.000973  0.795890
## 362:     0.298250  0.000000    0         0         0    0.000000  0.786243
## 363:     0.000000  0.000000    0         0         0    0.000000  0.780788
## 364:     0.000000  0.000000    0         0         0    0.000000  0.769520
## 365:     0.000000  0.000000    0         0         0    0.000000  0.768164
##           Qout       psn root_zone.S root.depth litter.rain_stor litter.S area
##   1: 32.507555 -0.006628    0.103779    0.55776          0.00000  0.00000  100
##   2: 29.986232 -0.007134    0.103779    0.55776          0.00000  0.00000  100
##   3: 27.288185 -0.007587    0.103779    0.55776          0.00000  0.00000  100
##   4: 25.198768 -0.007833    0.103779    0.55776          0.00000  0.00000  100
##   5: 23.980733 -0.007633    0.103779    0.55776          0.00000  0.00000  100
##  ---                                                                          
## 361:  1.526033  0.001268    0.103779    0.55776          0.29825  0.73596  100
## 362:  1.515568 -0.005371    0.103779    0.55776          0.00000  0.00000  100
## 363:  1.501257 -0.005594    0.103779    0.55776          0.00000  0.00000  100
## 364:  1.491857 -0.006076    0.103779    0.55776          0.00000  0.00000  100
## 365:  1.482961 -0.006968    0.103779    0.55776          0.00000  0.00000  100
##           pet      lai baseflow streamflow pcp recharge Kdowndirpch
##   1: 0.006153 0.015385        0          0   0        0           0
##   2: 0.008305 0.015385        0          0   0        0           0
##   3: 0.010596 0.015385        0          0   0        0           0
##   4: 0.006661 0.015385        0          0   0        0           0
##   5: 0.006321 0.015385        0          0   0        0           0
##  ---                                                               
## 361: 0.002492 0.015381        0          0   0        0           0
## 362: 0.008263 0.015381        0          0   0        0           0
## 363: 0.007085 0.015381        0          0   0        0           0
## 364: 0.007535 0.015381        0          0   0        0           0
## 365: 0.009499 0.015385        0          0   0        0           0
##      Kdowndiffpch Kupdirpch Kupdifpch Luppch Kdowndirsubcan Kdowndifsubcan
##   1:     354.6386  5.991808 126.47548      0       53.22038      1076.4475
##   2:     443.2455 11.071538 158.60200      0       98.33950      1348.5848
##   3:     514.0600 18.067409 184.70893      0      160.47815      1568.6871
##   4:     302.2153  4.019507 107.61996      0       35.70202       916.3588
##   5:     294.5789  3.778390 104.88012      0       33.56038       893.0802
##  ---                                                                      
## 361:     208.4372  2.088969  74.11247      0       18.56876       631.3329
## 362:     607.6627 45.874405 221.68657      0      407.77565      1874.5823
## 363:     544.4919 25.902972 196.49150      0      230.25043      1666.6990
## 364:     524.6973 22.562283 189.00902      0      200.55518      1604.0546
## 365:     509.0552 17.891509 182.91065      0      158.91578      1553.4147
##      Ldownsubcan  Kstarcan Kstardirsno Kstardiffsno Lstarcanopy Lstarsnow
##   1:           0  62.50597           0            0           0         0
##   2:           0  80.09490           0            0           0         0
##   3:           0  95.76733           0            0           0         0
##   4:           0  52.65953           0            0           0         0
##   5:           0  51.25293           0            0           0         0
##  ---                                                                     
## 361:           0  31.81737           0            0           0         0
## 362:           0 125.64945           0            0           0         0
## 363:           0 104.56530           0            0           0         0
## 364:           0  99.49406           0            0           0         0
## 365:           0  94.84024           0            0           0         0
##      Lstarsoil     wind windsnow windzone       ga gasnow trans_reduc_perc
##   1:         0 0.181077        1        1 3.186702      0         0.000000
##   2:         0 0.181077        1        1 3.186702      0         0.000000
##   3:         0 0.181077        1        1 3.186702      0         0.000000
##   4:         0 0.181077        1        1 3.186702      0         0.000000
##   5:         0 0.181077        1        1 3.186702      0         0.000000
##  ---                                                                      
## 361:         0 0.181077        1        1 3.186702      0         0.591411
## 362:         0 0.181077        1        1 3.186702      0         0.000000
## 363:         0 0.181077        1        1 3.186702      0         0.000000
## 364:         0 0.181077        1        1 3.186702      0         0.000000
## 365:         0 0.181077        1        1 3.186702      0         0.000000
##      pch_field_cap overland_flow   height ustar snow_albedo Kstarsoil
##   1:      1.315443             0 0.116516     0           0  662.0624
##   2:      1.325029             0 0.116516     0           0  858.9863
##   3:      1.333686             0 0.116516     0           0 1042.1888
##   4:      1.341659             0 0.116516     0           0  554.6395
##   5:      1.349346             0 0.116516     0           0  539.3976
##  ---                                                                 
## 361:      1.603597             0 0.116516     0           0  376.4743
## 362:      1.603872             0 0.116516     0           0 1446.4595
## 363:      1.604143             0 0.116516     0           0 1162.7626
## 364:      1.604415             0 0.116516     0           0 1099.4515
## 365:      1.604685             0 0.116516     0           0 1032.0423
##      Kdowndirsurf Kdowndifsurf exfil_unsat snow_Rnet snow_QLE snow_QH
##   1:     53.22038    1076.4475    0.000000         0        0       0
##   2:     98.33950    1348.5848    0.000000         0        0       0
##   3:    160.47815    1568.6871    0.000000         0        0       0
##   4:     35.70202     916.3588    0.000000         0        0       0
##   5:     33.56038     893.0802    0.000000         0        0       0
##  ---                                                                 
## 361:     18.56876     631.3329    0.000065         0        0       0
## 362:    407.77565    1874.5823    0.000000         0        0       0
## 363:    230.25043    1666.6990    0.000000         0        0       0
## 364:    200.55518    1604.0546    0.000000         0        0       0
## 365:    158.91578    1553.4147    0.000000         0        0       0
##      snow_Qrain snow_Qmelt LEcanopy   SED snow_age  fire_et       date   wy  yd
##   1:          0          0 0.031733 0.001        0 0.000084 2017-11-01 2018 305
##   2:          0          0 0.042680 0.001        0 0.000000 2017-11-02 2018 306
##   3:          0          0 0.054446 0.001        0 0.000000 2017-11-03 2018 307
##   4:          0          0 0.034803 0.001        0 0.000000 2017-11-04 2018 308
##   5:          0          0 0.033007 0.001        0 0.000000 2017-11-05 2018 309
##  ---                                                                           
## 361:          0          0 4.093990 0.001        0 0.000173 2018-10-27 2019 300
## 362:          0          0 0.041354 0.001        0 0.000298 2018-10-28 2019 301
## 363:          0          0 0.035512 0.001        0 0.000000 2018-10-29 2019 302
## 364:          0          0 0.037902 0.001        0 0.000000 2018-10-30 2019 303
## 365:          0          0 0.048644 0.001        0 0.000000 2018-10-31 2019 304
{plot(cwws32valrss2_run1$bd$date, (cwws32valrss2_run1$bd$rz_storage/cwws32valrss2_run1$bd$rootdepth), type = 'l', ylim = c(0.12,0.26))
lines(valmergesm1$Date,valmergesm1$Site2, col = 'BLUE', lty = 3)}

{plot(cwws32valrss2_run3$bd$date, (cwws32valrss2_run3$bd$rz_storage/cwws32valrss2_run3$bd$rootdepth), type = 'l', ylim = c(0.12,0.26))
lines(valmergesm3$Date,valmergesm3$Site2, col = 'BLUE', lty = 3)}

paste0("((valmergesm",i,"$root_zone.S","*valmergesm",i,"$potential_rz_store)","/valmergesm",i,"$root.depth)")
## [1] "((valmergesm200$root_zone.S*valmergesm200$potential_rz_store)/valmergesm200$root.depth)"
plot((valmergesm3$root_zone.S*valmergesm3$potential_rz_store)/(valmergesm3$root.depth), type = "l")

plot(valmergesm3$Date, (valmergesm3$rz_storage/valmergesm3$root.depth), type = "l")

plot(valmergesm3$Date, valmergesm3$Site2, type = "l")

{plot(cwws32valrss2_run3$pd$date, (cwws32valrss2_run3$pd$rz_storage/cwws32valrss2_run3$pd$root.depth), type = 'l', ylim = c(0.0,0.26))
lines(valmergesm3$Date,valmergesm3$Site2, col = 'BLUE', lty = 3)}

{plot(cwws32valrss2_run3$pd$date, ((cwws32valrss2_run3$pd$root_zone.S*cwws32valrss2_run3$pd$potential_rz_store)/cwws32valrss2_run3$pd$root.depth), type = 'l', ylim = c(0.0,0.26))
lines(valmergesm3$Date,valmergesm3$Site2, col = 'BLUE', lty = 3)}

paste0("((valmergesm",i,"$root_zone.S","*valmergesm",i,"$potential_rz_store)","/valmergesm",i,"$root.depth)")
## [1] "((valmergesm200$root_zone.S*valmergesm200$potential_rz_store)/valmergesm200$root.depth)"
{plot(cwws32valrss2_run3$bd$date, (cwws32valrss2_run3$bd$rz_storage/cwws32valrss2_run3$bd$rootdepth), type = 'l', ylim = c(0.12,0.26))
lines(valmergesm3$Date,valmergesm3$Site2, col = 'BLUE', lty = 3)}

{plot(cwws32valrss2_run43$pd$date, (cwws32valrss2_run43$pd$rz_storage/cwws32valrss2_run43$pd$root.depth), type = 'l', ylim = c(0.0,0.26))
lines(valmergesm43$Date,valmergesm43$Site2, col = 'BLUE', lty = 3)}

{plot(cwws32valrss2_run43$bd$date, (cwws32valrss2_run43$bd$rz_storage/cwws32valrss2_run43$bd$rootdepth), type = 'l', ylim = c(0.12,0.26))
lines(valmergesm1$Date,valmergesm1$Site2, col = 'BLUE', lty = 3)}

prepare to run model 20 times for patch 3 - only for validation time series

input_rhessys = IOin_rhessys_input(
  version = rh_path,
  tec_file = "tecfiles/tec_daily",
  world_file = "CWWS32dsm.world.Y2018M10D31H1.state.Y2018M10D31H1.state",
  world_hdr_prefix = "CWWS32dsm",
  flowtable = "CWWS32dsm1.flow",
  start = "2015 11 1 1",
  end = "2018 11 1 1",
  output_folder = "out",
  output_prefix = "cwws32valrss3",
 commandline_options = c("-b -p 1 108 149478 149478"))

#commandline_options = c("-b -g -p 1 110 136557 136557 -p 1 108 141942 141942 -p 1 108 149478 149478"))

## TEC file dictates model output, begin output a year in to allow model SM to stabilize
# do not output_state or worldfile may be overwritten as output is created
input_tec_data = IOin_tec_std(start = "2017 11 1 1",
                              end = "2018 11 1 1",
                              output_state = FALSE)

input_hdr = IOin_hdr(
  basin = "defs/basin.def",
  hillslope = "defs/hillslope.def",
  zone = "defs/zone.def",
  soil = c("defs/soil_clay.def","defs/soil_clayloam.def","defs/soil_loam.def","defs/soil_loamysand.def","defs/soil_rock.def","defs/soil_sand.def","defs/soil_sandyclay.def","defs/soil_sandyclayloam.def","defs/soil_sandyloam.def","defs/soil_silt.def","defs/soil_siltyclay.def","defs/soil_siltyclayloam.def","defs/soil_siltyloam.def","defs/soil_water.def", "defs/soil_shallowloam.def", "defs/soil_shallowsandyclayloam.def", "defs/soil_shallowsandyloam.def"),
  landuse = "defs/lu_undev.def",
  stratum = c("defs/veg_deciduous/veg_deciduous.def","defs/veg_evergreen/veg_evergreen.def","defs/veg_deciduous_BES.def","defs/veg_eucalypt.def","defs/veg_grass.def","defs/veg_lawn_2cm.def","defs/veg_lawn_5cm.def","defs/veg_lawn_10cm.def","defs/veg_nonveg.def"),
  basestations = "clim/cwtws32local.base")

RSS - run model in parallel

n.cores <- parallel::detectCores() - 4  
  
my.cluster <- parallel::makeCluster(
    n.cores, 
    type = "PSOCK"
  )
doParallel::registerDoParallel(cl = my.cluster)

start_time = Sys.time()
  
  foreach(i = 1:validationruns, .packages = 'RHESSysIOinR') %dopar% {
    
    stdpars<- IOin_std_pars(m = toprss[i,]$m,
                            k = toprss[i,]$k,
                            soil_dep= toprss[i,]$soil_dep,
                            m_v = toprss[i,]$m_v,
                            k_v = toprss[i,]$k_v,
                            gw1 = toprss[i,]$gw1,
                            gw2 = toprss[i,]$gw2,
                            pa = toprss[i,]$pa,
                            po = toprss[i,]$po,
                            vgseng1 = toprss[i,]$vgseng1,
                            vgseng2 = toprss[i,]$vgseng2,
                            vgseng3 = toprss[i,]$vgseng3)
    
    run_rhessys_single(input_rhessys = input_rhessys,
                       hdr_files = input_hdr,
                       tec_data = input_tec_data,
                       std_pars = stdpars,
                       runID = i)
  } 
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  end_time = Sys.time()
  end_time - start_time
## Time difference of 1.120463 hours

RSS - read n runs, create table and append to table

# Read in RHESSys Validation runs
for(i in 1:validationruns) { assign(paste0("cwws32valrss3_run",i), readin_rhessys_output(paste0("out/cwws32valrss3_run",i)))}
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
##merge calibration runs with observed so dates match up, instead of subsetting 

for(i in 1:validationruns) { assign(paste0("valmergesm",i), merge(obsws32smvalclean,eval(parse(text = paste0("cwws32valrss3_run",i,"$pd"))), by.x = "Date", by.y="date", all = FALSE))
  assign(paste0("valsubsetsm",i),eval(parse(text = paste0("valmergesm",i)))[eval(parse(text = paste0("valmergesm",i,"$date"))) >= Valdates[1] & eval(parse(text = paste0("valmergesm",i,"$date"))) <= Valdates[2], ])}


validationsmNSElistsite3<- c()
validationsmlnNSElistsite3<- c()
validationsmKGElistsite3<- c()

#for(i in 1:n) {  assign(paste0("vsmNSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$rz_storage","/valsubsetsm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$mergedsoilmoisture"))))))
#  valsmNSElist[[i]]<- eval(parse(text = paste0("vsmNSEobs",i))) }

#for(i in 1:n) {  assign(paste0("vsmlnNSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$rz_storage","/valsubsetsm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$mergedsoilmoisture")))), FUN = log, epsilon = "Pushpalatha2012", na.rm=TRUE))
#  valsmlnNSElist[[i]]<- eval(parse(text = paste0("vsmlnNSEobs",i))) }

for(i in 1:validationruns) {  assign(paste0("vsmKGEobs",i), KGE(sim = as.numeric(eval(parse(text = paste0("((valmergesm",i,"$root_zone.S","*valmergesm",i,"$potential_rz_store)","/valmergesm",i,"$root.depth)")))), obs = as.numeric(eval(parse(text = paste0("valmergesm",i,"$Site3"))))))
  validationsmKGElistsite3[[i]]<- eval(parse(text = paste0("vsmKGEobs",i))) }


validationsmKGElistsite3
## [[1]]
## [1] -1.421506
## 
## [[2]]
## [1] -0.3583073
## 
## [[3]]
## [1] -0.4462947
## 
## [[4]]
## [1] -0.3924934
## 
## [[5]]
## [1] NA
## 
## [[6]]
## [1] -0.4044822
## 
## [[7]]
## [1] NA
## 
## [[8]]
## [1] -0.4653861
## 
## [[9]]
## [1] NA
## 
## [[10]]
## [1] -0.3859184
## 
## [[11]]
## [1] -0.4843033
## 
## [[12]]
## [1] -0.4490837
## 
## [[13]]
## [1] NA
## 
## [[14]]
## [1] NA
## 
## [[15]]
## [1] -0.3961204
## 
## [[16]]
## [1] NA
## 
## [[17]]
## [1] -0.2516934
## 
## [[18]]
## [1] -0.3468224
## 
## [[19]]
## [1] -0.4164914
## 
## [[20]]
## [1] -1.3606
## 
## [[21]]
## [1] -2.341172
## 
## [[22]]
## [1] -0.05324693
## 
## [[23]]
## [1] NA
## 
## [[24]]
## [1] -0.8276138
## 
## [[25]]
## [1] -0.4314689
## 
## [[26]]
## [1] NA
## 
## [[27]]
## [1] -0.4079785
## 
## [[28]]
## [1] NA
## 
## [[29]]
## [1] -0.3634112
## 
## [[30]]
## [1] -1.249376
## 
## [[31]]
## [1] -0.49737
## 
## [[32]]
## [1] -0.3850537
## 
## [[33]]
## [1] -0.4266022
## 
## [[34]]
## [1] NA
## 
## [[35]]
## [1] -0.3774558
## 
## [[36]]
## [1] -0.1943378
## 
## [[37]]
## [1] -0.4240694
## 
## [[38]]
## [1] -0.4164528
## 
## [[39]]
## [1] -1.637026
## 
## [[40]]
## [1] -0.4320797
## 
## [[41]]
## [1] -0.3720251
## 
## [[42]]
## [1] -0.4328471
## 
## [[43]]
## [1] -2.775082
## 
## [[44]]
## [1] 0.02187973
## 
## [[45]]
## [1] -0.2812017
## 
## [[46]]
## [1] 0.03085794
## 
## [[47]]
## [1] NA
## 
## [[48]]
## [1] -0.02543784
## 
## [[49]]
## [1] -0.6551556
## 
## [[50]]
## [1] -0.1228456
## 
## [[51]]
## [1] NA
## 
## [[52]]
## [1] NA
## 
## [[53]]
## [1] -0.7153446
## 
## [[54]]
## [1] -0.9928561
## 
## [[55]]
## [1] -0.5851064
## 
## [[56]]
## [1] -0.09833728
## 
## [[57]]
## [1] NA
## 
## [[58]]
## [1] -0.4271122
## 
## [[59]]
## [1] NA
## 
## [[60]]
## [1] NA
## 
## [[61]]
## [1] -0.4268278
## 
## [[62]]
## [1] -0.4352726
## 
## [[63]]
## [1] -0.5248017
## 
## [[64]]
## [1] -0.176095
## 
## [[65]]
## [1] -0.428793
## 
## [[66]]
## [1] NA
## 
## [[67]]
## [1] -2.700744
## 
## [[68]]
## [1] -0.3704813
## 
## [[69]]
## [1] -0.3551118
## 
## [[70]]
## [1] -0.09728227
## 
## [[71]]
## [1] -0.2565731
## 
## [[72]]
## [1] -0.6820167
## 
## [[73]]
## [1] 0.02126905
## 
## [[74]]
## [1] NA
## 
## [[75]]
## [1] -0.4323193
## 
## [[76]]
## [1] -1.012303
## 
## [[77]]
## [1] -0.4875085
## 
## [[78]]
## [1] -0.4394604
## 
## [[79]]
## [1] -0.3480716
## 
## [[80]]
## [1] -0.3081493
## 
## [[81]]
## [1] -0.5935669
## 
## [[82]]
## [1] -0.1100859
## 
## [[83]]
## [1] -0.2087055
## 
## [[84]]
## [1] -0.4953754
## 
## [[85]]
## [1] NA
## 
## [[86]]
## [1] NA
## 
## [[87]]
## [1] -0.03093732
## 
## [[88]]
## [1] NA
## 
## [[89]]
## [1] -0.3960886
## 
## [[90]]
## [1] NA
## 
## [[91]]
## [1] NA
## 
## [[92]]
## [1] -2.597713
## 
## [[93]]
## [1] -2.308253
## 
## [[94]]
## [1] -0.55273
## 
## [[95]]
## [1] -0.4223044
## 
## [[96]]
## [1] -0.05970736
## 
## [[97]]
## [1] -2.869737
## 
## [[98]]
## [1] -0.1191616
## 
## [[99]]
## [1] -0.4460173
## 
## [[100]]
## [1] NA
## 
## [[101]]
## [1] -1.403758
## 
## [[102]]
## [1] -1.846955
## 
## [[103]]
## [1] -0.2732026
## 
## [[104]]
## [1] -0.4298199
## 
## [[105]]
## [1] -0.4375266
## 
## [[106]]
## [1] -0.4154701
## 
## [[107]]
## [1] -0.316279
## 
## [[108]]
## [1] -0.3547762
## 
## [[109]]
## [1] -0.7878098
## 
## [[110]]
## [1] -0.3009494
## 
## [[111]]
## [1] -0.4321526
## 
## [[112]]
## [1] -0.3694412
## 
## [[113]]
## [1] -0.130588
## 
## [[114]]
## [1] NA
## 
## [[115]]
## [1] -0.1434588
## 
## [[116]]
## [1] -0.2481384
## 
## [[117]]
## [1] -0.4357028
## 
## [[118]]
## [1] NA
## 
## [[119]]
## [1] -0.4364143
## 
## [[120]]
## [1] -2.090629
## 
## [[121]]
## [1] -0.4217848
## 
## [[122]]
## [1] -0.0761249
## 
## [[123]]
## [1] -0.3460197
## 
## [[124]]
## [1] NA
## 
## [[125]]
## [1] -0.4441044
## 
## [[126]]
## [1] -0.2130646
## 
## [[127]]
## [1] -1.272028
## 
## [[128]]
## [1] -1.583697
## 
## [[129]]
## [1] -0.4535609
## 
## [[130]]
## [1] -0.4281571
## 
## [[131]]
## [1] -0.1291616
## 
## [[132]]
## [1] NA
## 
## [[133]]
## [1] -0.1322513
## 
## [[134]]
## [1] -0.01610577
## 
## [[135]]
## [1] 0.03228877
## 
## [[136]]
## [1] -0.4247408
## 
## [[137]]
## [1] -0.5152021
## 
## [[138]]
## [1] NA
## 
## [[139]]
## [1] NA
## 
## [[140]]
## [1] NA
## 
## [[141]]
## [1] -2.048684
## 
## [[142]]
## [1] -1.373537
## 
## [[143]]
## [1] -0.3835213
## 
## [[144]]
## [1] -0.4135803
## 
## [[145]]
## [1] NA
## 
## [[146]]
## [1] NA
## 
## [[147]]
## [1] NA
## 
## [[148]]
## [1] -0.4516161
## 
## [[149]]
## [1] NA
## 
## [[150]]
## [1] -0.4500199
## 
## [[151]]
## [1] -0.4153433
## 
## [[152]]
## [1] NA
## 
## [[153]]
## [1] NA
## 
## [[154]]
## [1] NA
## 
## [[155]]
## [1] NA
## 
## [[156]]
## [1] NA
## 
## [[157]]
## [1] -0.4264423
## 
## [[158]]
## [1] NA
## 
## [[159]]
## [1] -0.6603266
## 
## [[160]]
## [1] NA
## 
## [[161]]
## [1] NA
## 
## [[162]]
## [1] NA
## 
## [[163]]
## [1] NA
## 
## [[164]]
## [1] NA
## 
## [[165]]
## [1] NA
## 
## [[166]]
## [1] -0.3597196
## 
## [[167]]
## [1] NA
## 
## [[168]]
## [1] NA
## 
## [[169]]
## [1] NA
## 
## [[170]]
## [1] NA
## 
## [[171]]
## [1] NA
## 
## [[172]]
## [1] NA
## 
## [[173]]
## [1] NA
## 
## [[174]]
## [1] NA
## 
## [[175]]
## [1] NA
## 
## [[176]]
## [1] -0.5531905
## 
## [[177]]
## [1] NA
## 
## [[178]]
## [1] NA
## 
## [[179]]
## [1] NA
## 
## [[180]]
## [1] NA
## 
## [[181]]
## [1] NA
## 
## [[182]]
## [1] NA
## 
## [[183]]
## [1] NA
## 
## [[184]]
## [1] NA
## 
## [[185]]
## [1] NA
## 
## [[186]]
## [1] NA
## 
## [[187]]
## [1] NA
## 
## [[188]]
## [1] NA
## 
## [[189]]
## [1] NA
## 
## [[190]]
## [1] NA
## 
## [[191]]
## [1] NA
## 
## [[192]]
## [1] NA
## 
## [[193]]
## [1] NA
## 
## [[194]]
## [1] NA
## 
## [[195]]
## [1] NA
## 
## [[196]]
## [1] NA
## 
## [[197]]
## [1] -4.397937
## 
## [[198]]
## [1] NA
## 
## [[199]]
## [1] NA
## 
## [[200]]
## [1] NA
valmergesm2
##           Date mergedsoilmoisture     Site3     Site2     Site1 day month year
## 1   2017-12-17          0.1812803 0.2184210 0.1298160 0.1827378  17    12 2017
## 2   2017-12-18          0.1813529 0.2184097 0.1318113 0.1814523  18    12 2017
## 3   2017-12-19          0.1786329 0.2147977 0.1310752 0.1781363  19    12 2017
## 4   2017-12-20          0.2045600 0.2352214 0.1611586 0.2064497  20    12 2017
## 5   2017-12-21          0.2121985 0.2435130 0.1689051 0.2133542  21    12 2017
## 6   2017-12-22          0.2034018 0.2369948 0.1599421 0.2024036  22    12 2017
## 7   2017-12-23          0.2159135 0.2474115 0.1737037 0.2160729  23    12 2017
## 8   2017-12-24          0.2180366 0.2508741 0.1779583 0.2152578  24    12 2017
## 9   2017-12-25          0.2051297 0.2392457 0.1649375 0.2011580  25    12 2017
## 10  2017-12-26          0.1967778 0.2311780 0.1564815 0.1925998  26    12 2017
## 11  2017-12-27          0.1907229 0.2253247 0.1504178 0.1863498  27    12 2017
## 12  2017-12-28          0.1860186 0.2206840 0.1457465 0.1815573  28    12 2017
## 13  2017-12-29          0.1822263 0.2169158 0.1421042 0.1776285  29    12 2017
## 14  2017-12-30          0.1789890 0.2136771 0.1389468 0.1743325  30    12 2017
## 15  2017-12-31          0.1760297 0.2104852 0.1361690 0.1714696  31    12 2017
## 16  2018-01-01          0.1730221 0.2068863 0.1335336 0.1687743   1     1 2018
## 17  2018-01-02          0.1699094 0.2026606 0.1310185 0.1663264   2     1 2018
## 18  2018-01-03          0.1674965 0.1998021 0.1287234 0.1642708   3     1 2018
## 19  2018-01-04          0.1650735 0.1969184 0.1264468 0.1621988   4     1 2018
## 20  2018-01-05          0.1623993 0.1935668 0.1236840 0.1602682   5     1 2018
## 21  2018-01-06          0.1599766 0.1904905 0.1211806 0.1585599   6     1 2018
## 22  2018-01-07          0.1576960 0.1877726 0.1186574 0.1568984   7     1 2018
## 23  2018-01-08          0.1568914 0.1872422 0.1174618 0.1561128   8     1 2018
## 24  2018-01-09          0.1574485 0.1894384 0.1169259 0.1558507   9     1 2018
## 25  2018-01-10          0.1592184 0.1939688 0.1176424 0.1556502  10     1 2018
## 26  2018-01-11          0.2106263 0.2476406 0.1661053 0.2070026  11     1 2018
## 27  2018-01-12          0.2585713 0.3023993 0.2126192 0.2492075  12     1 2018
## 28  2018-01-13          0.2298163 0.2697049 0.1885231 0.2208976  13     1 2018
## 29  2018-01-14          0.2101749 0.2461050 0.1714329 0.2033012  14     1 2018
## 30  2018-01-15          0.2000193 0.2340321 0.1618090 0.1946641  15     1 2018
## 31  2018-01-16          0.1934378 0.2271962 0.1552234 0.1883403  16     1 2018
## 32  2018-01-17          0.1884672 0.2222873 0.1504387 0.1831684  17     1 2018
## 33  2018-01-18          0.1847465 0.2177543 0.1464155 0.1804870  18     1 2018
## 34  2018-01-19          0.1827311 0.2160347 0.1430255 0.1792066  19     1 2018
## 35  2018-01-20          0.1806938 0.2148377 0.1400914 0.1770017  20     1 2018
## 36  2018-01-21          0.1788930 0.2141354 0.1381655 0.1741962  21     1 2018
## 37  2018-01-22          0.1816379 0.2176727 0.1396944 0.1770608  22     1 2018
## 38  2018-01-23          0.2099719 0.2426632 0.1698900 0.2073420  23     1 2018
## 39  2018-01-24          0.2042055 0.2377882 0.1643600 0.2005069  24     1 2018
## 40  2018-01-25          0.1978362 0.2319010 0.1582002 0.1934983  25     1 2018
## 41  2018-01-26          0.1925960 0.2267535 0.1530544 0.1880946  26     1 2018
## 42  2018-01-27          0.1913684 0.2261970 0.1498113 0.1877075  27     1 2018
## 43  2018-01-28          0.2227986 0.2548967 0.1778299 0.2244271  28     1 2018
## 44  2018-01-29          0.2251622 0.2590182 0.1841771 0.2220451  29     1 2018
## 45  2018-01-30          0.2114195 0.2458255 0.1703889 0.2077865  30     1 2018
## 46  2018-01-31          0.2024122 0.2366563 0.1618900 0.1985599  31     1 2018
## 47  2018-02-01          0.1966335 0.2307604 0.1560451 0.1929479   1     2 2018
## 48  2018-02-02          0.1958087 0.2303811 0.1535116 0.1929592   2     2 2018
## 49  2018-02-03          0.1918223 0.2255894 0.1503773 0.1891389   3     2 2018
## 50  2018-02-04          0.2215597 0.2586415 0.1716586 0.2219036   4     2 2018
## 51  2018-02-05          0.2242181 0.2588863 0.1816354 0.2214870   5     2 2018
## 52  2018-02-06          0.2119706 0.2460191 0.1716088 0.2081936   6     2 2018
## 53  2018-02-07          0.2403602 0.2747222 0.1988044 0.2371649   7     2 2018
## 54  2018-02-08          0.2277506 0.2657526 0.1858970 0.2211389   8     2 2018
## 55  2018-02-09          0.2117093 0.2479861 0.1712176 0.2058012   9     2 2018
## 56  2018-02-10          0.2263567 0.2620903 0.1832708 0.2229375  10     2 2018
## 57  2018-02-11          0.2594152        NA 0.2386782 0.2749679  11     2 2018
## 58  2018-02-12          0.2177703        NA 0.1980856 0.2325339  12     2 2018
## 59  2018-02-13          0.2526821 0.3420382 0.1811157 0.2170009  13     2 2018
## 60  2018-02-14          0.2187074 0.2685182 0.1701852 0.2052882  14     2 2018
## 61  2018-02-15          0.2141866 0.2565538 0.1676806 0.2066988  15     2 2018
## 62  2018-02-16          0.2078769 0.2455486 0.1646400 0.2026328  16     2 2018
## 63  2018-02-17          0.2023741 0.2391111 0.1590405 0.1981372  17     2 2018
## 64  2018-02-18          0.2103213 0.2463655 0.1647130 0.2084835  18     2 2018
## 65  2018-02-19          0.2066506 0.2421328 0.1613194 0.2051667  19     2 2018
## 66  2018-02-20          0.2011578 0.2357995 0.1573102 0.1994019  20     2 2018
## 67  2018-02-21          0.2304523 0.2652378 0.1867384 0.2284523  21     2 2018
## 68  2018-02-22          0.2259672 0.2614158 0.1850486 0.2212075  22     2 2018
## 69  2018-02-23          0.2114646 0.2466120 0.1711169 0.2065781  23     2 2018
## 70  2018-02-24          0.2029441 0.2381710 0.1622558 0.1982335  24     2 2018
## 71  2018-02-25          0.2018564 0.2393038 0.1585914 0.1968576  25     2 2018
## 72  2018-02-26          0.2042301 0.2415321 0.1595822 0.2004141  26     2 2018
## 73  2018-02-27          0.1995574 0.2352457 0.1563762 0.1962552  27     2 2018
## 74  2018-02-28          0.2057860 0.2428750 0.1602326 0.2028620  28     2 2018
## 75  2018-03-01          0.2489119 0.2840321 0.2047778 0.2468924   1     3 2018
## 76  2018-03-02          0.2292061 0.2686840 0.1862639 0.2219349   2     3 2018
## 77  2018-03-03          0.2128520 0.2514045 0.1705255 0.2060443   3     3 2018
## 78  2018-03-04          0.2033614 0.2409384 0.1614676 0.1972049   4     3 2018
## 79  2018-03-05          0.1965865 0.2332422 0.1551944 0.1909748   5     3 2018
## 80  2018-03-06          0.2052393 0.2435052 0.1590255 0.2016337   6     3 2018
## 81  2018-03-07          0.2119353 0.2464280 0.1661713 0.2117656   7     3 2018
## 82  2018-03-08          0.2067156 0.2389826 0.1597778 0.2096519   8     3 2018
## 83  2018-03-09          0.2004845 0.2327387 0.1543472 0.2028333   9     3 2018
## 84  2018-03-10          0.1957295 0.2281016 0.1500116 0.1976458  10     3 2018
## 85  2018-03-11          0.1919861 0.2243811 0.1463588 0.1938116  11     3 2018
## 86  2018-03-12          0.2025691 0.2368247 0.1501875 0.2075998  12     3 2018
## 87  2018-03-13          0.2017443 0.2339063 0.1517373 0.2070877  13     3 2018
## 88  2018-03-14          0.1974754 0.2298194 0.1485509 0.2018247  14     3 2018
## 89  2018-03-15          0.1936638 0.2264358 0.1453831 0.1971024  15     3 2018
## 90  2018-03-16          0.1900477 0.2228429 0.1423264 0.1930434  16     3 2018
## 91  2018-03-17          0.1877393 0.2206745 0.1395810 0.1909227  17     3 2018
## 92  2018-03-18          0.1905354 0.2259635 0.1386458 0.1940243  18     3 2018
## 93  2018-03-19          0.1901329 0.2256233 0.1380532 0.1937023  19     3 2018
## 94  2018-03-20          0.2072206 0.2431823 0.1490359 0.2148976  20     3 2018
## 95  2018-03-21          0.2128883 0.2453212 0.1578299 0.2217491  21     3 2018
## 96  2018-03-22          0.2075410 0.2405356 0.1544282 0.2143811  22     3 2018
## 97  2018-03-23          0.2024549 0.2355833 0.1507025 0.2081406  23     3 2018
## 98  2018-03-24          0.1993210 0.2326936 0.1475405 0.2047839  24     3 2018
## 99  2018-03-25          0.2166313 0.2498394 0.1597975 0.2260486  25     3 2018
## 100 2018-03-26          0.2121376 0.2440990 0.1599988 0.2192804  26     3 2018
## 101 2018-03-27          0.2056414 0.2378082 0.1552662 0.2112561  27     3 2018
## 102 2018-03-28          0.2002648 0.2323446 0.1511817 0.2049974  28     3 2018
## 103 2018-03-29          0.2006057 0.2330764 0.1502801 0.2058793  29     3 2018
## 104 2018-03-30          0.2255177 0.2530920 0.1760208 0.2350660  30     3 2018
## 105 2018-03-31          0.2150303 0.2447335 0.1675706 0.2209219  31     3 2018
## 106 2018-04-01          0.2069646 0.2373377 0.1602535 0.2116250   1     4 2018
## 107 2018-04-02          0.2005587 0.2311814 0.1541250 0.2047613   2     4 2018
## 108 2018-04-03          0.1953756 0.2262899 0.1490255 0.1992240   3     4 2018
## 109 2018-04-04          0.1962923 0.2295095 0.1461979 0.2006458   4     4 2018
## 110 2018-04-05          0.1934653 0.2269696 0.1437060 0.1972804   5     4 2018
## 111 2018-04-06          0.1907393 0.2251259 0.1406759 0.1939002   6     4 2018
## 112 2018-04-07          0.2162749 0.2500877 0.1606632 0.2241710   7     4 2018
## 113 2018-04-08          0.2142361 0.2459740 0.1637072 0.2203950   8     4 2018
## 114 2018-04-09          0.2083649 0.2414036 0.1575637 0.2134271   9     4 2018
## 115 2018-04-10          0.2035641 0.2366189 0.1536088 0.2079757  10     4 2018
## 116 2018-04-11          0.1985177 0.2312960 0.1493970 0.2025799  11     4 2018
## 117 2018-04-12          0.1938879 0.2266094 0.1450822 0.1977708  12     4 2018
## 118 2018-04-13          0.1897607 0.2225330 0.1410868 0.1934939  13     4 2018
## 119 2018-04-14          0.1861888 0.2190686 0.1376424 0.1897187  14     4 2018
## 120 2018-04-15          0.2267652 0.2573394 0.1796586 0.2315208  15     4 2018
## 121 2018-04-16          0.2352825 0.2709479 0.1876516 0.2353403  16     4 2018
## 122 2018-04-17          0.2187042 0.2539436 0.1719479 0.2185321  17     4 2018
## 123 2018-04-18          0.2088741 0.2433733 0.1627118 0.2089965  18     4 2018
## 124 2018-04-19          0.2016534 0.2354809 0.1558704 0.2021632  19     4 2018
## 125 2018-04-20          0.1961351 0.2297092 0.1502894 0.1969453  20     4 2018
## 126 2018-04-21          0.1915013 0.2250877 0.1454896 0.1924236  21     4 2018
## 127 2018-04-22          0.1883138 0.2221033 0.1417083 0.1894783  22     4 2018
## 128 2018-04-23          0.2570006 0.2928273 0.2113310 0.2554262  23     4 2018
## 129 2018-04-24          0.2662503 0.3156189 0.2124942 0.2571988  24     4 2018
## 130 2018-04-25          0.2356152 0.2778342 0.1868507 0.2299696  25     4 2018
## 131 2018-04-26          0.2246237 0.2655755 0.1754988 0.2205156  26     4 2018
## 132 2018-04-27          0.2251174 0.2625469 0.1765451 0.2241172  27     4 2018
## 133 2018-04-28          0.2142165 0.2513707 0.1661273 0.2131293  28     4 2018
## 134 2018-04-29          0.2061856 0.2437292 0.1575150 0.2051450  29     4 2018
## 135 2018-04-30          0.1998873 0.2375208 0.1509155 0.1989826  30     4 2018
## 136 2018-05-01          0.1946701 0.2322135 0.1456887 0.1938628   1     5 2018
## 137 2018-05-02          0.1905331 0.2286172 0.1412465 0.1894141   2     5 2018
## 138 2018-05-03          0.1862787 0.2238941 0.1374086 0.1853160   3     5 2018
## 139 2018-05-04          0.1821768 0.2190781 0.1339653 0.1814340   4     5 2018
## 140 2018-05-05          0.1787459 0.2156814 0.1309086 0.1776884   5     5 2018
## 141 2018-05-06          0.1771430 0.2143819 0.1283380 0.1765078   6     5 2018
## 142 2018-05-07          0.1816304 0.2184427 0.1335903 0.1808481   7     5 2018
## 143 2018-05-08          0.1969321 0.2361970 0.1438322 0.1974922   8     5 2018
## 144 2018-05-09          0.1949738 0.2357708 0.1394086 0.1958507   9     5 2018
## 145 2018-05-10          0.1898592 0.2300799 0.1351667 0.1906580  10     5 2018
## 146 2018-05-11          0.1844252 0.2234852 0.1313345 0.1851832  11     5 2018
## 147 2018-05-12          0.1788747 0.2176962 0.1274792 0.1785998  12     5 2018
## 148 2018-05-13          0.1733239 0.2124896 0.1235127 0.1715165  13     5 2018
## 149 2018-05-14          0.1679975 0.2079583 0.1197731 0.1642049  14     5 2018
## 150 2018-05-15          0.1646196 0.2067674 0.1166227 0.1584696  15     5 2018
##     basinID hillID zoneID patchID familyID family_horizon   rain_thr
## 1         1    108 149478  149478    -9999              0   0.249800
## 2         1    108 149478  149478    -9999              0   0.757799
## 3         1    108 149478  149478    -9999              0   0.000000
## 4         1    108 149478  149478    -9999              0  32.761799
## 5         1    108 149478  149478    -9999              0   0.000000
## 6         1    108 149478  149478    -9999              0   6.091799
## 7         1    108 149478  149478    -9999              0  23.109799
## 8         1    108 149478  149478    -9999              0   0.000000
## 9         1    108 149478  149478    -9999              0   0.000000
## 10        1    108 149478  149478    -9999              0   0.000000
## 11        1    108 149478  149478    -9999              0   0.000000
## 12        1    108 149478  149478    -9999              0   0.000000
## 13        1    108 149478  149478    -9999              0   0.000000
## 14        1    108 149478  149478    -9999              0   0.000000
## 15        1    108 149478  149478    -9999              0   0.407656
## 16        1    108 149478  149478    -9999              0   0.000000
## 17        1    108 149478  149478    -9999              0   0.000000
## 18        1    108 149478  149478    -9999              0   0.000000
## 19        1    108 149478  149478    -9999              0   0.091018
## 20        1    108 149478  149478    -9999              0   0.000000
## 21        1    108 149478  149478    -9999              0   0.000000
## 22        1    108 149478  149478    -9999              0   0.000000
## 23        1    108 149478  149478    -9999              0   1.265801
## 24        1    108 149478  149478    -9999              0   0.000000
## 25        1    108 149478  149478    -9999              0   2.535801
## 26        1    108 149478  149478    -9999              0  84.325684
## 27        1    108 149478  149478    -9999              0  35.301801
## 28        1    108 149478  149478    -9999              0   0.558776
## 29        1    108 149478  149478    -9999              0   0.000000
## 30        1    108 149478  149478    -9999              0   0.023153
## 31        1    108 149478  149478    -9999              0   1.011801
## 32        1    108 149478  149478    -9999              0   0.243365
## 33        1    108 149478  149478    -9999              0   0.000000
## 34        1    108 149478  149478    -9999              0   0.000000
## 35        1    108 149478  149478    -9999              0   0.000000
## 36        1    108 149478  149478    -9999              0   0.000000
## 37        1    108 149478  149478    -9999              0  27.427801
## 38        1    108 149478  149478    -9999              0   0.503801
## 39        1    108 149478  149478    -9999              0   0.000000
## 40        1    108 149478  149478    -9999              0   0.000000
## 41        1    108 149478  149478    -9999              0   0.000000
## 42        1    108 149478  149478    -9999              0  14.981803
## 43        1    108 149478  149478    -9999              0  27.681803
## 44        1    108 149478  149478    -9999              0   0.000000
## 45        1    108 149478  149478    -9999              0   0.000000
## 46        1    108 149478  149478    -9999              0   0.000000
## 47        1    108 149478  149478    -9999              0   3.297804
## 48        1    108 149478  149478    -9999              0   0.000000
## 49        1    108 149478  149478    -9999              0   0.000000
## 50        1    108 149478  149478    -9999              0  36.825804
## 51        1    108 149478  149478    -9999              0   0.000000
## 52        1    108 149478  149478    -9999              0   2.027804
## 53        1    108 149478  149478    -9999              0  49.271804
## 54        1    108 149478  149478    -9999              0   0.000000
## 55        1    108 149478  149478    -9999              0   0.000000
## 56        1    108 149478  149478    -9999              0  83.053805
## 57        1    108 149478  149478    -9999              0 107.945805
## 58        1    108 149478  149478    -9999              0  11.933805
## 59        1    108 149478  149478    -9999              0   3.297805
## 60        1    108 149478  149478    -9999              0   0.000000
## 61        1    108 149478  149478    -9999              0   8.377805
## 62        1    108 149478  149478    -9999              0   0.000000
## 63        1    108 149478  149478    -9999              0  13.457807
## 64        1    108 149478  149478    -9999              0   2.789807
## 65        1    108 149478  149478    -9999              0   1.773807
## 66        1    108 149478  149478    -9999              0   2.789807
## 67        1    108 149478  149478    -9999              0  38.603807
## 68        1    108 149478  149478    -9999              0   0.000000
## 69        1    108 149478  149478    -9999              0   0.000000
## 70        1    108 149478  149478    -9999              0   0.249807
## 71        1    108 149478  149478    -9999              0  10.409808
## 72        1    108 149478  149478    -9999              0   4.059808
## 73        1    108 149478  149478    -9999              0   0.000000
## 74        1    108 149478  149478    -9999              0  31.999808
## 75        1    108 149478  149478    -9999              0  34.031808
## 76        1    108 149478  149478    -9999              0   0.000000
## 77        1    108 149478  149478    -9999              0   0.000000
## 78        1    108 149478  149478    -9999              0   0.000000
## 79        1    108 149478  149478    -9999              0   0.000000
## 80        1    108 149478  149478    -9999              0  19.299809
## 81        1    108 149478  149478    -9999              0   1.255194
## 82        1    108 149478  149478    -9999              0   0.000000
## 83        1    108 149478  149478    -9999              0   0.000000
## 84        1    108 149478  149478    -9999              0   0.000000
## 85        1    108 149478  149478    -9999              0   3.043809
## 86        1    108 149478  149478    -9999              0  11.679809
## 87        1    108 149478  149478    -9999              0   0.000000
## 88        1    108 149478  149478    -9999              0   0.000000
## 89        1    108 149478  149478    -9999              0   0.000000
## 90        1    108 149478  149478    -9999              0   0.000000
## 91        1    108 149478  149478    -9999              0   8.631810
## 92        1    108 149478  149478    -9999              0   0.000000
## 93        1    108 149478  149478    -9999              0  17.013810
## 94        1    108 149478  149478    -9999              0   8.885810
## 95        1    108 149478  149478    -9999              0   0.497389
## 96        1    108 149478  149478    -9999              0   0.000000
## 97        1    108 149478  149478    -9999              0   0.000000
## 98        1    108 149478  149478    -9999              0  14.473811
## 99        1    108 149478  149478    -9999              0   6.599811
## 100       1    108 149478  149478    -9999              0   0.000000
## 101       1    108 149478  149478    -9999              0   0.000000
## 102       1    108 149478  149478    -9999              0   0.000000
## 103       1    108 149478  149478    -9999              0  25.141812
## 104       1    108 149478  149478    -9999              0   0.000000
## 105       1    108 149478  149478    -9999              0   0.000000
## 106       1    108 149478  149478    -9999              0   0.000000
## 107       1    108 149478  149478    -9999              0   0.000000
## 108       1    108 149478  149478    -9999              0   0.000000
## 109       1    108 149478  149478    -9999              0   5.837812
## 110       1    108 149478  149478    -9999              0   0.000000
## 111       1    108 149478  149478    -9999              0   6.853812
## 112       1    108 149478  149478    -9999              0  19.553812
## 113       1    108 149478  149478    -9999              0   0.000000
## 114       1    108 149478  149478    -9999              0   2.789812
## 115       1    108 149478  149478    -9999              0   0.000000
## 116       1    108 149478  149478    -9999              0   0.000000
## 117       1    108 149478  149478    -9999              0   0.000000
## 118       1    108 149478  149478    -9999              0   0.000000
## 119       1    108 149478  149478    -9999              0   0.000000
## 120       1    108 149478  149478    -9999              0  64.765813
## 121       1    108 149478  149478    -9999              0   0.000000
## 122       1    108 149478  149478    -9999              0   0.000000
## 123       1    108 149478  149478    -9999              0   0.000000
## 124       1    108 149478  149478    -9999              0   0.000000
## 125       1    108 149478  149478    -9999              0   0.000000
## 126       1    108 149478  149478    -9999              0   0.000000
## 127       1    108 149478  149478    -9999              0   5.329813
## 128       1    108 149478  149478    -9999              0 113.279813
## 129       1    108 149478  149478    -9999              0  23.617813
## 130       1    108 149478  149478    -9999              0   0.000000
## 131       1    108 149478  149478    -9999              0  16.759813
## 132       1    108 149478  149478    -9999              0   0.000000
## 133       1    108 149478  149478    -9999              0   0.000000
## 134       1    108 149478  149478    -9999              0   0.000000
## 135       1    108 149478  149478    -9999              0   0.000000
## 136       1    108 149478  149478    -9999              0   0.000000
## 137       1    108 149478  149478    -9999              0   0.000000
## 138       1    108 149478  149478    -9999              0   0.000000
## 139       1    108 149478  149478    -9999              0   0.000000
## 140       1    108 149478  149478    -9999              0   0.000000
## 141       1    108 149478  149478    -9999              0   2.535813
## 142       1    108 149478  149478    -9999              0  18.283813
## 143       1    108 149478  149478    -9999              0   4.821814
## 144       1    108 149478  149478    -9999              0   0.249814
## 145       1    108 149478  149478    -9999              0   0.503814
## 146       1    108 149478  149478    -9999              0   0.000000
## 147       1    108 149478  149478    -9999              0   0.000000
## 148       1    108 149478  149478    -9999              0   0.000000
## 149       1    108 149478  149478    -9999              0   0.000000
## 150       1    108 149478  149478    -9999              0  10.917814
##     detention_store sat_def_z  sat_def rz_storage potential_rz_store
## 1                 0 11.476481 5.175893   1.402647           434.7485
## 2                 0 12.017616 5.419945   1.468784           434.7485
## 3                 0 11.709070 5.280791   1.431074           434.7485
## 4                 0  5.599928 2.525567   0.684419           434.7485
## 5                 0  8.721220 3.933270   0.380095           434.7485
## 6                 0 12.957704 5.843925   1.583681           434.7485
## 7                 0  6.269164 2.827393   0.766213           434.7485
## 8                 0  8.851209 3.991895   0.313483           434.7485
## 9                 0  9.369769 4.225766   0.063376           434.7485
## 10                0 10.842302 4.889878   1.325138           434.7485
## 11                0 12.901399 5.818531   1.576800           434.7485
## 12                0 11.320704 5.105638   1.383608           434.7485
## 13                0 12.840514 5.791072   1.569358           434.7485
## 14                0 11.850580 5.344611   1.448369           434.7485
## 15                0 12.901039 5.818369   1.576756           434.7485
## 16                0 12.146579 5.478107   1.484546           434.7485
## 17                0 12.962939 5.846286   1.584321           434.7485
## 18                0 12.427238 5.604684   1.518848           434.7485
## 19                0 13.109668 5.912460   1.602254           434.7485
## 20                0 12.719843 5.736649   1.554610           434.7485
## 21                0 13.068743 5.894003   1.597252           434.7485
## 22                0 13.031749 5.877319   1.592731           434.7485
## 23                0 13.138712 5.925559   1.605804           434.7485
## 24                0 12.793306 5.769781   1.563589           434.7485
## 25                0  9.840423 4.438031   0.036330           434.7485
## 26                0  0.000000 0.000000   0.000000           434.7485
## 27                0  4.175432 1.883120   0.510318           434.7485
## 28                0  9.319238 4.202976   0.702682           434.7485
## 29                0 12.533320 5.652527   1.531813           434.7485
## 30                0 10.671551 4.812870   1.304269           434.7485
## 31                0 12.091559 5.453293   1.477822           434.7485
## 32                0 11.078614 4.996455   1.354020           434.7485
## 33                0 12.488423 5.632279   1.526326           434.7485
## 34                0 11.642611 5.250818   1.422952           434.7485
## 35                0 12.368722 5.578294   1.511696           434.7485
## 36                0 11.937067 5.383617   1.458940           434.7485
## 37                0  6.379499 2.877154   0.779698           434.7485
## 38                0  8.489153 3.828608   0.292376           434.7485
## 39                0 10.084243 4.547994   0.193648           434.7485
## 40                0 11.629744 5.245014   1.421379           434.7485
## 41                0 12.454481 5.616971   1.522178           434.7485
## 42                0 10.791416 4.866929   1.318919           434.7485
## 43                0  5.570534 2.512311   0.680827           434.7485
## 44                0  9.086022 4.097796   0.428433           434.7485
## 45                0  9.306322 4.197151   0.026921           434.7485
## 46                0 10.789030 4.865853   1.318627           434.7485
## 47                0 10.359424 4.672100   0.540437           434.7485
## 48                0 10.691719 4.821965   1.306734           434.7485
## 49                0 12.864406 5.801847   1.572278           434.7485
## 50                0  3.822155 1.723792   0.467141           434.7485
## 51                0 10.331737 4.659614   0.793597           434.7485
## 52                0 11.952735 5.390684   1.460855           434.7485
## 53                0  0.000000 0.000000   0.000000           434.7485
## 54                0  5.918995 2.669467   0.720062           434.7485
## 55                0 10.742274 4.844766   0.585679           434.7485
## 56                0  0.000000 0.000000   0.000000           434.7485
## 57                0  0.000000 0.000000   0.000000           434.7485
## 58                0  0.000000 0.000000   0.000000           434.7485
## 59                0  0.000000 0.000000   0.000000           434.7485
## 60                0  2.262287 1.020292   0.272396           434.7485
## 61                0  8.569960 3.865052   1.047414           434.7485
## 62                0  5.185077 2.338470   0.633716           434.7485
## 63                0  7.393988 3.334689   0.903688           434.7485
## 64                0  3.352468 1.511963   0.041204           434.7485
## 65                0  8.197809 3.697212   0.849191           434.7485
## 66                0  4.382897 1.976687   0.017611           434.7485
## 67                0  0.000000 0.000000   0.000000           434.7485
## 68                0  1.991313 0.898082   0.238398           434.7485
## 69                0  8.374242 3.776783   0.774827           434.7485
## 70                0  6.227745 2.808713   0.761151           434.7485
## 71                0  7.982807 3.600246   0.975653           434.7485
## 72                0  5.833127 2.630740   0.712921           434.7485
## 73                0  6.270797 2.828130   0.049730           434.7485
## 74                0  0.000000 0.000000   0.000000           434.7485
## 75                0  0.000000 0.000000   0.000000           434.7485
## 76                0  1.935871 0.873078   0.233342           434.7485
## 77                0  8.614311 3.885054   0.810877           434.7485
## 78                0  5.624138 2.536486   0.687378           434.7485
## 79                0  5.853760 2.640046   0.022405           434.7485
## 80                0  0.000000 0.000000   0.000000           434.7485
## 81                0  1.923261 0.867391   0.234643           434.7485
## 82                0  8.838385 3.986112   0.845158           434.7485
## 83                0  6.100601 2.751371   0.745611           434.7485
## 84                0  7.996586 3.606460   0.977337           434.7485
## 85                0  5.361202 2.417902   0.248219           434.7485
## 86                0  7.708899 3.476714   0.942176           434.7485
## 87                0  5.803328 2.617301   0.709279           434.7485
## 88                0  6.272779 2.829023   0.057369           434.7485
## 89                0  6.993472 3.154056   0.854737           434.7485
## 90                0  8.203774 3.699902   1.002659           434.7485
## 91                0  7.144356 3.222105   0.873178           434.7485
## 92                0  8.421253 3.797985   1.029239           434.7485
## 93                0  0.000000 0.000000   0.000000           434.7485
## 94                0  0.000000 0.000000   0.000000           434.7485
## 95                0  4.319900 1.948275   0.527971           434.7485
## 96                0  7.474245 3.370885   0.383469           434.7485
## 97                0  7.034068 3.172365   0.859699           434.7485
## 98                0  7.998891 3.607500   0.977619           434.7485
## 99                0  5.523548 2.491120   0.675084           434.7485
## 100               0  6.798711 3.066219   0.152792           434.7485
## 101               0  7.300056 3.292325   0.892208           434.7485
## 102               0  8.749284 3.945927   1.069331           434.7485
## 103               0  0.000000 0.000000   0.000000           434.7485
## 104               0  2.362198 1.065351   0.280826           434.7485
## 105               0  9.771018 4.406729   0.897171           434.7485
## 106               0  7.451920 3.360816   0.910768           434.7485
## 107               0  8.959882 4.040907   1.095070           434.7485
## 108               0  8.099537 3.652891   0.989920           434.7485
## 109               0  8.823233 3.979278   1.078369           434.7485
## 110               0  7.636924 3.444253   0.933379           434.7485
## 111               0  9.045273 4.079418   1.105507           434.7485
## 112               0  0.000000 0.000000   0.000000           434.7485
## 113               0  3.246140 1.464009   0.391352           434.7485
## 114               0 10.906144 4.918671   1.332941           434.7485
## 115               0  7.222255 3.257237   0.882699           434.7485
## 116               0  9.710667 4.379511   1.186831           434.7485
## 117               0  8.127218 3.665375   0.993303           434.7485
## 118               0  9.609765 4.334004   1.174499           434.7485
## 119               0  8.481050 3.824954   1.036548           434.7485
## 120               0  0.000000 0.000000   0.000000           434.7485
## 121               0  2.640071 1.190672   0.322630           434.7485
## 122               0 10.260048 4.627282   0.919826           434.7485
## 123               0  7.554050 3.406877   0.923251           434.7485
## 124               0  9.023178 4.069453   1.102806           434.7485
## 125               0  8.216550 3.705664   1.004221           434.7485
## 126               0  9.234503 4.164761   1.128634           434.7485
## 127               0  8.152486 3.676771   0.996391           434.7485
## 128               0  0.000000 0.000000   0.000000           434.7485
## 129               0  0.000000 0.000000   0.000000           434.7485
## 130               0  0.000000 0.000000   0.000000           434.7485
## 131               0  0.000000 0.000000   0.000000           434.7485
## 132               0  1.445708 0.652014   0.166209           434.7485
## 133               0  8.575552 3.867574   0.859913           434.7485
## 134               0  5.318878 2.398814   0.650070           434.7485
## 135               0  6.124578 2.762185   0.085131           434.7485
## 136               0  5.832724 2.630559   0.712871           434.7485
## 137               0  6.261743 2.824046   0.040951           434.7485
## 138               0  6.591721 2.972866   0.805635           434.7485
## 139               0  8.477845 3.823508   1.036156           434.7485
## 140               0  7.381077 3.328866   0.902110           434.7485
## 141               0  6.952982 3.135795   0.411547           434.7485
## 142               0  0.000000 0.000000   0.000000           434.7485
## 143               0  0.000000 0.000000   0.000000           434.7485
## 144               0  4.688320 2.114432   0.573003           434.7485
## 145               0  8.074915 3.641787   0.469268           434.7485
## 146               0  7.501411 3.383136   0.916817           434.7485
## 147               0  9.059633 4.085894   1.107262           434.7485
## 148               0  7.962855 3.591248   0.973214           434.7485
## 149               0  9.453735 4.263634   1.155429           434.7485
## 150               0  7.800021 3.517809   0.953313           434.7485
##     rz_field_capacity rz_wilting_point unsat_stor rz_drainage unsat_drain
## 1            1.924060         0.567143          0    0.000000           0
## 2            2.014783         0.536524          0    0.106247           0
## 3            1.963054         0.563747          0    0.000000           0
## 4            0.938842         0.000000          0    0.000000           0
## 5            1.462134         0.262326          0    0.000000           0
## 6            2.172391         0.000000          0    0.000000           0
## 7            1.051041         0.000000          0    0.000000           0
## 8            1.483927         0.293883          0    0.000000           0
## 9            1.570865         0.413794          0    0.000000           0
## 10           1.817739         0.438206          0    0.000000           0
## 11           2.162951         0.507092          0    0.000000           0
## 12           1.897944         0.603188          0    0.000000           0
## 13           2.152744         0.529536          0    0.000000           0
## 14           1.986779         0.600540          0    0.000000           0
## 15           2.162891         0.554014          0    0.000000           0
## 16           2.036404         0.603123          0    0.000000           0
## 17           2.173269         0.567852          0    0.000000           0
## 18           2.083457         0.606017          0    0.000000           0
## 19           2.197868         0.580973          0    0.000000           0
## 20           2.132513         0.612877          0    0.000000           0
## 21           2.191007         0.594652          0    0.000000           0
## 22           2.184805         0.610964          0    0.000000           0
## 23           2.202737         0.609232          0    0.403079           0
## 24           2.144829         0.614539          0    0.000000           0
## 25           1.649771         0.598085          0    1.465811           0
## 26           0.000000         0.000000          0    0.000000           0
## 27           0.700021         0.000000          0    0.000000           0
## 28           1.562393         0.195202          0    0.273112           0
## 29           2.101242         0.435674          0    0.000000           0
## 30           1.789112         0.585933          0    0.000000           0
## 31           2.027180         0.498894          0    0.353199           0
## 32           1.857357         0.565280          0    0.000000           0
## 33           2.093715         0.517926          0    0.000000           0
## 34           1.951912         0.584210          0    0.000000           0
## 35           2.073647         0.544988          0    0.000000           0
## 36           2.001279         0.579015          0    0.000000           0
## 37           1.069539         0.000000          0    0.000000           0
## 38           1.423227         0.298241          0    0.127441           0
## 39           1.690648         0.397365          0    0.000000           0
## 40           1.949755         0.472243          0    0.000000           0
## 41           2.088024         0.544293          0    0.000000           0
## 42           1.809207         0.000000          0    0.000000           0
## 43           0.933914         0.000000          0    0.000000           0
## 44           1.523294         0.260891          0    0.000000           0
## 45           1.560228         0.424772          0    0.000000           0
## 46           1.808807         0.435754          0    0.000000           0
## 47           1.736783         0.504386          0    2.188014           0
## 48           1.792493         0.484304          0    0.000000           0
## 49           2.156749         0.499954          0    0.000000           0
## 50           0.640794         0.000000          0    0.000000           0
## 51           1.732141         0.179450          0    0.000000           0
## 52           2.003905         0.483007          0    0.687750           0
## 53           0.000000         0.000000          0    0.000000           0
## 54           0.992334         0.001283          0    0.000000           0
## 55           1.800969         0.278173          0    0.000000           0
## 56           0.000000         0.000000          0    0.000000           0
## 57           0.000000         0.000000          0    0.000000           0
## 58           0.000000         0.000000          0    0.000000           0
## 59           0.000000         0.000000          0    0.000000           0
## 60           0.379278         0.001568          0    0.000000           0
## 61           1.436775         0.000000          0    0.000000           0
## 62           0.869291         0.402602          0    0.000000           0
## 63           1.239620         0.000000          0    0.000000           0
## 64           0.562049         0.345668          0    1.974772           0
## 65           1.374383         0.156727          0    0.948340           0
## 66           0.734803         0.383246          0    1.785512           0
## 67           0.000000         0.000000          0    0.000000           0
## 68           0.333848         0.001904          0    0.000000           0
## 69           1.403962         0.095117          0    0.000000           0
## 70           1.044097         0.391495          0    0.000000           0
## 71           1.338337         0.000000          0    0.000000           0
## 72           0.977938         0.000000          0    0.000000           0
## 73           1.051315         0.274137          0    0.000000           0
## 74           0.000000         0.000000          0    0.000000           0
## 75           0.000000         0.000000          0    0.000000           0
## 76           0.324554         0.001246          0    0.000000           0
## 77           1.444210         0.092551          0    0.000000           0
## 78           0.942901         0.405185          0    0.000000           0
## 79           0.981397         0.265092          0    0.000000           0
## 80           0.000000         0.000000          0    0.000000           0
## 81           0.322439         0.000159          0    0.000000           0
## 82           1.481777         0.089913          0    0.000000           0
## 83           1.022781         0.414081          0    0.000000           0
## 84           1.340647         0.286354          0    0.000000           0
## 85           0.898819         0.373839          0    2.104508           0
## 86           1.292416         0.000000          0    0.000000           0
## 87           0.972942         0.361064          0    0.000000           0
## 88           1.051647         0.271308          0    0.000000           0
## 89           1.172473         0.296373          0    0.000000           0
## 90           1.375383         0.330568          0    0.000000           0
## 91           1.197769         0.000000          0    0.000000           0
## 92           1.411844         0.338257          0    0.000000           0
## 93           0.000000         0.000000          0    0.000000           0
## 94           0.000000         0.000000          0    0.000000           0
## 95           0.724242         0.000002          0    0.000000           0
## 96           1.253076         0.202740          0    0.000000           0
## 97           1.179279         0.351601          0    0.000000           0
## 98           1.341034         0.000000          0    0.000000           0
## 99           0.926036         0.000000          0    0.000000           0
## 100          1.139821         0.259395          0    0.000000           0
## 101          1.223872         0.319626          0    0.000000           0
## 102          1.466839         0.345128          0    0.000000           0
## 103          0.000000         0.000000          0    0.000000           0
## 104          0.396028         0.003014          0    0.000000           0
## 105          1.638135         0.113619          0    0.000000           0
## 106          1.249333         0.461174          0    0.000000           0
## 107          1.502146         0.352711          0    0.000000           0
## 108          1.357907         0.422454          0    0.000000           0
## 109          1.479237         0.000000          0    0.000000           0
## 110          1.280349         0.416069          0    0.000000           0
## 111          1.516462         0.000000          0    0.000000           0
## 112          0.000000         0.000000          0    0.000000           0
## 113          0.544223         0.002061          0    0.000000           0
## 114          1.828442         0.000000          0    0.000000           0
## 115          1.210829         0.512783          0    0.000000           0
## 116          1.628017         0.340996          0    0.000000           0
## 117          1.362548         0.458476          0    0.000000           0
## 118          1.611101         0.383881          0    0.000000           0
## 119          1.421869         0.452178          0    0.000000           0
## 120          0.000000         0.000000          0    0.000000           0
## 121          0.442614         0.000014          0    0.000000           0
## 122          1.720122         0.127815          0    0.000000           0
## 123          1.266455         0.484788          0    0.000000           0
## 124          1.512758         0.356527          0    0.000000           0
## 125          1.377525         0.426400          0    0.000000           0
## 126          1.548187         0.387580          0    0.000000           0
## 127          1.366784         0.000000          0    0.000000           0
## 128          0.000000         0.000000          0    0.000000           0
## 129          0.000000         0.000000          0    0.000000           0
## 130          0.000000         0.002575          0    0.000000           0
## 131          0.000000         0.000000          0    0.000000           0
## 132          0.242377         0.004010          0    0.000000           0
## 133          1.437712         0.071982          0    0.000000           0
## 134          0.891723         0.404546          0    0.000000           0
## 135          1.026801         0.253760          0    0.000000           0
## 136          0.977871         0.291349          0    0.000000           0
## 137          1.049797         0.277071          0    0.000000           0
## 138          1.105118         0.297202          0    0.000000           0
## 139          1.421332         0.312552          0    0.000000           0
## 140          1.237456         0.399400          0    0.000000           0
## 141          1.165685         0.345064          0    1.711716           0
## 142          0.000000         0.000000          0    0.000000           0
## 143          0.000000         0.000000          0    0.000000           0
## 144          0.786008         0.000000          0    0.000000           0
## 145          1.353779         0.219178          0    0.204287           0
## 146          1.257630         0.382100          0    0.000000           0
## 147          1.518870         0.354858          0    0.000000           0
## 148          1.334992         0.427544          0    0.000000           0
## 149          1.584942         0.375961          0    0.000000           0
## 150          1.307693         0.000000          0    0.000000           0
##     rz_transfer unsat_transfer sat_transfer sublimation return     evap
## 1             0              0            0    0.000000      0 0.004200
## 2             0              0            0    0.000000      0 0.004201
## 3             0              0            0    0.000000      0 0.000000
## 4             0              0            0    0.000000      0 0.003260
## 5             0              0            0    0.000000      0 0.000941
## 6             0              0            0    0.000000      0 0.004201
## 7             0              0            0    0.000000      0 0.004201
## 8             0              0            0    0.000000      0 0.000000
## 9             0              0            0    0.000000      0 0.000000
## 10            0              0            0    0.000000      0 0.000000
## 11            0              0            0    0.000000      0 0.000000
## 12            0              0            0    0.000000      0 0.000000
## 13            0              0            0    0.000000      0 0.000000
## 14            0              0            0    0.000000      0 0.000000
## 15            0              0            0    0.010641      0 0.010641
## 16            0              0            0    0.034794      0 0.034794
## 17            0              0            0    0.110594      0 0.110594
## 18            0              0            0    0.051485      0 0.051485
## 19            0              0            0    0.055813      0 0.055813
## 20            0              0            0    0.000000      0 0.000000
## 21            0              0            0    0.000000      0 0.000000
## 22            0              0            0    0.000000      0 0.000000
## 23            0              0            0    0.000000      0 0.004199
## 24            0              0            0    0.000000      0 0.000000
## 25            0              0            0    0.000000      0 0.002316
## 26            0              0            0    0.000000      0 0.004199
## 27            0              0            0    0.000000      0 0.004199
## 28            0              0            0    0.010637      0 0.010637
## 29            0              0            0    0.077445      0 0.077445
## 30            0              0            0    0.091989      0 0.091989
## 31            0              0            0    0.000000      0 0.004199
## 32            0              0            0    0.010635      0 0.010635
## 33            0              0            0    0.000000      0 0.000000
## 34            0              0            0    0.000000      0 0.000000
## 35            0              0            0    0.000000      0 0.000000
## 36            0              0            0    0.000000      0 0.000000
## 37            0              0            0    0.000000      0 0.004199
## 38            0              0            0    0.000000      0 0.004199
## 39            0              0            0    0.000000      0 0.000000
## 40            0              0            0    0.000000      0 0.000000
## 41            0              0            0    0.000000      0 0.000000
## 42            0              0            0    0.000000      0 0.004197
## 43            0              0            0    0.000000      0 0.004197
## 44            0              0            0    0.000000      0 0.000000
## 45            0              0            0    0.000000      0 0.000000
## 46            0              0            0    0.000000      0 0.000000
## 47            0              0            0    0.000000      0 0.004196
## 48            0              0            0    0.000000      0 0.000000
## 49            0              0            0    0.000000      0 0.000000
## 50            0              0            0    0.000000      0 0.004196
## 51            0              0            0    0.000000      0 0.000000
## 52            0              0            0    0.000000      0 0.004196
## 53            0              0            0    0.000000      0 0.004196
## 54            0              0            0    0.000000      0 0.000000
## 55            0              0            0    0.000000      0 0.000000
## 56            0              0            0    0.000000      0 0.004195
## 57            0              0            0    0.000000      0 0.004195
## 58            0              0            0    0.000000      0 0.004195
## 59            0              0            0    0.000000      0 0.004195
## 60            0              0            0    0.000000      0 0.000000
## 61            0              0            0    0.000000      0 0.004195
## 62            0              0            0    0.000000      0 0.000000
## 63            0              0            0    0.000000      0 0.004193
## 64            0              0            0    0.000000      0 0.004193
## 65            0              0            0    0.000000      0 0.004193
## 66            0              0            0    0.000000      0 0.004193
## 67            0              0            0    0.000000      0 0.004193
## 68            0              0            0    0.000000      0 0.000000
## 69            0              0            0    0.000000      0 0.000000
## 70            0              0            0    0.000000      0 0.004193
## 71            0              0            0    0.000000      0 0.004192
## 72            0              0            0    0.000000      0 0.004192
## 73            0              0            0    0.000000      0 0.000000
## 74            0              0            0    0.000000      0 0.004192
## 75            0              0            0    0.000000      0 0.004192
## 76            0              0            0    0.000000      0 0.000000
## 77            0              0            0    0.000000      0 0.000000
## 78            0              0            0    0.000000      0 0.000000
## 79            0              0            0    0.000000      0 0.000000
## 80            0              0            0    0.000000      0 0.004191
## 81            0              0            0    0.010615      0 0.014806
## 82            0              0            0    0.000000      0 0.000000
## 83            0              0            0    0.000000      0 0.000000
## 84            0              0            0    0.000000      0 0.000000
## 85            0              0            0    0.000000      0 0.004191
## 86            0              0            0    0.000000      0 0.004191
## 87            0              0            0    0.000000      0 0.000000
## 88            0              0            0    0.000000      0 0.000000
## 89            0              0            0    0.000000      0 0.000000
## 90            0              0            0    0.000000      0 0.000000
## 91            0              0            0    0.000000      0 0.004190
## 92            0              0            0    0.000000      0 0.000000
## 93            0              0            0    0.000000      0 0.004190
## 94            0              0            0    0.000000      0 0.004190
## 95            0              0            0    0.010611      0 0.010611
## 96            0              0            0    0.000000      0 0.000000
## 97            0              0            0    0.000000      0 0.000000
## 98            0              0            0    0.000000      0 0.004189
## 99            0              0            0    0.000000      0 0.004189
## 100           0              0            0    0.000000      0 0.000000
## 101           0              0            0    0.000000      0 0.000000
## 102           0              0            0    0.000000      0 0.000000
## 103           0              0            0    0.000000      0 0.004188
## 104           0              0            0    0.000000      0 0.000000
## 105           0              0            0    0.000000      0 0.000000
## 106           0              0            0    0.000000      0 0.000000
## 107           0              0            0    0.000000      0 0.000000
## 108           0              0            0    0.000000      0 0.000000
## 109           0              0            0    0.000000      0 0.004188
## 110           0              0            0    0.000000      0 0.000000
## 111           0              0            0    0.000000      0 0.004188
## 112           0              0            0    0.000000      0 0.004188
## 113           0              0            0    0.000000      0 0.000000
## 114           0              0            0    0.000000      0 0.004188
## 115           0              0            0    0.000000      0 0.000000
## 116           0              0            0    0.000000      0 0.000000
## 117           0              0            0    0.000000      0 0.000000
## 118           0              0            0    0.000000      0 0.000000
## 119           0              0            0    0.000000      0 0.000000
## 120           0              0            0    0.000000      0 0.004187
## 121           0              0            0    0.000000      0 0.000000
## 122           0              0            0    0.000000      0 0.000000
## 123           0              0            0    0.000000      0 0.000000
## 124           0              0            0    0.000000      0 0.000000
## 125           0              0            0    0.000000      0 0.000000
## 126           0              0            0    0.000000      0 0.000000
## 127           0              0            0    0.000000      0 0.004187
## 128           0              0            0    0.000000      0 0.004187
## 129           0              0            0    0.000000      0 0.004187
## 130           0              0            0    0.000000      0 0.000000
## 131           0              0            0    0.000000      0 0.004187
## 132           0              0            0    0.000000      0 0.000000
## 133           0              0            0    0.000000      0 0.000000
## 134           0              0            0    0.000000      0 0.000000
## 135           0              0            0    0.000000      0 0.000000
## 136           0              0            0    0.000000      0 0.000000
## 137           0              0            0    0.000000      0 0.000000
## 138           0              0            0    0.000000      0 0.000000
## 139           0              0            0    0.000000      0 0.000000
## 140           0              0            0    0.000000      0 0.000000
## 141           0              0            0    0.000000      0 0.004187
## 142           0              0            0    0.000000      0 0.004187
## 143           0              0            0    0.000000      0 0.004186
## 144           0              0            0    0.000000      0 0.004186
## 145           0              0            0    0.000000      0 0.004186
## 146           0              0            0    0.000000      0 0.000000
## 147           0              0            0    0.000000      0 0.000000
## 148           0              0            0    0.000000      0 0.000000
## 149           0              0            0    0.000000      0 0.000000
## 150           0              0            0    0.000000      0 0.004186
##     evap_surface soil_evap     snow snow_melt trans_sat trans_unsat       Qin
## 1       0.000000         0 0.000000  0.000000  0.000000    0.000000 1079.2444
## 2       0.000000         0 0.000000  0.000000  0.000000    0.000000 1057.9729
## 3       0.064313         0 0.000000  0.000000  0.013542    0.000171 1064.7922
## 4       0.000000         0 0.000000  0.000000  0.000000    0.000000 1433.6231
## 5       0.064313         0 0.000000  0.000000  0.003730    0.000022 1069.8590
## 6       0.000000         0 0.000000  0.000000  0.000000    0.000000 1082.3104
## 7       0.000000         0 0.000000  0.000000  0.000000    0.000000 1386.5171
## 8       0.064313         0 0.000000  0.000000  0.005628    0.000037 1048.6697
## 9       0.000000         0 0.000000  0.000000  0.000006    0.000000 1054.9677
## 10      0.000000         0 0.000000  0.000000  0.001198    0.000000 1062.7362
## 11      0.000000         0 0.000000  0.000000  0.001517    0.000017 1023.9245
## 12      0.000000         0 0.000000  0.000000  0.000351    0.000005 1033.5281
## 13      0.000000         0 0.000000  0.000000  0.002075    0.000025 1002.7903
## 14      0.000000         0 0.000000  0.000000  0.001742    0.000024 1009.2844
## 15      0.000000         0 0.343703  0.407656  0.000006    0.000000  978.7893
## 16      0.000000         0 0.308909  0.000000  0.000005    0.000000  986.6741
## 17      0.000000         0 0.198316  0.000000  0.000010    0.000000  956.8008
## 18      0.000000         0 0.146830  0.000000  0.000008    0.000000  971.5854
## 19      0.000000         0 0.000000  0.000000  0.000006    0.000000  945.3954
## 20      0.064313         0 0.000000  0.000000  0.000010    0.000000  956.5320
## 21      0.000000         0 0.000000  0.000000  0.000010    0.000000  940.0475
## 22      0.000000         0 0.000000  0.000000  0.000012    0.000000  945.9126
## 23      0.000000         0 0.000000  0.000000  0.000000    0.000000  937.1256
## 24      0.064313         0 0.000000  0.000000  0.002153    0.000030  947.3333
## 25      0.000000         0 0.000000  0.000000  0.000000    0.000000  926.4081
## 26      0.000000         0 0.000000  0.000000  0.000000    0.000000 1861.2892
## 27      0.000000         0 0.000000  0.000000  0.000000    0.000000 1535.5898
## 28      0.000000         0 0.192587  0.558776  0.000007    0.000000 1089.6497
## 29      0.000000         0 0.115142  0.000000  0.000009    0.000000 1043.1092
## 30      0.000000         0 0.000000  0.000000  0.000011    0.000000 1109.7184
## 31      0.000000         0 0.000000  0.000000  0.000000    0.000000 1038.9487
## 32      0.000000         0 0.000000  0.243365  0.000009    0.000000 1085.9107
## 33      0.064313         0 0.000000  0.000000  0.000018    0.000000 1016.1804
## 34      0.000000         0 0.000000  0.000000  0.002661    0.000035 1057.9820
## 35      0.000000         0 0.000000  0.000000  0.004904    0.000060 1015.0745
## 36      0.000000         0 0.000000  0.000000  0.005479    0.000071 1038.2401
## 37      0.000000         0 0.000000  0.000000  0.000000    0.000000 1354.3438
## 38      0.000000         0 0.000000  0.000000  0.000000    0.000000 1040.6079
## 39      0.064313         0 0.000000  0.000000  0.003505    0.000000  997.9221
## 40      0.000000         0 0.000000  0.000000  0.005667    0.000000 1050.0639
## 41      0.000000         0 0.000000  0.000000  0.004247    0.000052 1012.2336
## 42      0.000000         0 0.000000  0.000000  0.000000    0.000000 1175.8460
## 43      0.000000         0 0.000000  0.000000  0.000000    0.000000 1412.0583
## 44      0.064313         0 0.000000  0.000000  0.003301    0.000019 1053.1088
## 45      0.000000         0 0.000000  0.000000  0.000009    0.000000 1049.0121
## 46      0.000000         0 0.000000  0.000000  0.004816    0.000000 1086.4414
## 47      0.000000         0 0.000000  0.000000  0.000000    0.000000 1065.8827
## 48      0.064313         0 0.000000  0.000000  0.000018    0.000000 1097.9494
## 49      0.000000         0 0.000000  0.000000  0.000824    0.000009 1023.3274
## 50      0.000000         0 0.000000  6.675642  0.001810    0.000000 1505.4215
## 51      0.064313         0 0.000000  0.000000  0.005380    0.000021 1102.7593
## 52      0.000000         0 0.000000  0.000000  0.000000    0.000000 1100.1692
## 53      0.000000         0 0.000000  0.000000  0.000000    0.000000 1701.7201
## 54      0.064313         0 0.000000  0.000000  0.009021    0.000000 1277.2589
## 55      0.000000         0 0.000000  0.000000  0.010272    0.000063 1106.3674
## 56      0.000000         0 0.000000  0.000000  0.000000    0.000000 2277.4932
## 57      0.000000         0 0.000000  0.000000  0.000000    0.000000 3567.1087
## 58      0.000000         0 0.000000  0.000000  0.000000    0.000000 2224.3960
## 59      0.000000         0 0.000000  0.000000  0.000000    0.000000 1809.6372
## 60      0.064313         0 0.000000  0.000000  0.011028    0.000000 1916.5015
## 61      0.000000         0 0.000000  0.000000  0.000000    0.000000 1808.5352
## 62      0.064313         0 0.000000  0.000000  0.013770    0.000124 1701.6134
## 63      0.000000         0 0.000000  0.000000  0.000000    0.000000 1881.3489
## 64      0.000000         0 0.000000  0.000000  0.000000    0.000000 1792.8195
## 65      0.000000         0 0.000000  0.000000  0.000000    0.000000 1619.8374
## 66      0.000000         0 0.000000  0.000000  0.000000    0.000000 1715.1652
## 67      0.000000         0 0.000000  0.000000  0.000000    0.000000 2224.3884
## 68      0.064313         0 0.000000  0.000000  0.013392    0.000000 1894.7650
## 69      0.000000         0 0.000000  0.000000  0.014230    0.000029 1555.3547
## 70      0.000000         0 0.000000  0.000000  0.000000    0.000000 1675.3629
## 71      0.000000         0 0.000000  0.000000  0.000000    0.000000 1772.6226
## 72      0.000000         0 0.000000  0.000000  0.000000    0.000000 1745.9843
## 73      0.064313         0 0.000000  0.000000  0.010119    0.000062 1559.0104
## 74      0.000000         0 0.000000  0.000000  0.000000    0.000000 2136.2369
## 75      0.000000         0 0.000000  0.000000  0.000000    0.000000 2390.1241
## 76      0.064313         0 0.000000  0.000000  0.008766    0.000000 1915.7961
## 77      0.000000         0 0.000000  0.000000  0.014411    0.000029 1638.8731
## 78      0.000000         0 0.000000  0.000000  0.017351    0.000156 1738.6917
## 79      0.000000         0 0.000000  0.000000  0.015223    0.000089 1631.3861
## 80      0.000000         0 0.000000  0.000000  0.000000    0.000000 1978.6757
## 81      0.000000         0 0.000000  0.854946  0.001121    0.000000 1868.1624
## 82      0.064313         0 0.000000  0.000000  0.000009    0.000000 1610.1791
## 83      0.000000         0 0.000000  0.000000  0.006243    0.000058 1726.5699
## 84      0.000000         0 0.000000  0.000000  0.008097    0.000052 1621.3525
## 85      0.000000         0 0.000000  0.000000  0.000000    0.000000 1766.5220
## 86      0.000000         0 0.000000  2.402646  0.001630    0.000000 1839.1883
## 87      0.064313         0 0.000000  0.000000  0.004739    0.000038 1736.9043
## 88      0.000000         0 0.000000  0.000000  0.000020    0.000000 1606.1913
## 89      0.000000         0 0.000000  0.000000  0.021952    0.000000 1679.6287
## 90      0.000000         0 0.000000  0.000000  0.025487    0.000186 1579.1141
## 91      0.000000         0 0.000000  0.000000  0.000000    0.000000 1843.0629
## 92      0.064313         0 0.000000  0.000000  0.029954    0.000224 1571.2244
## 93      0.000000         0 0.000000  0.000000  0.000000    0.000000 1916.9453
## 94      0.000000         0 0.000000  0.000000  0.000000    0.000000 1807.9200
## 95      0.000000         0 0.000000  0.497389  0.000011    0.000000 1793.4718
## 96      0.064313         0 0.000000  0.000000  0.005521    0.000025 1552.3766
## 97      0.000000         0 0.000000  0.000000  0.015342    0.000120 1658.2360
## 98      0.000000         0 0.000000  0.000000  0.000000    0.000000 1825.5107
## 99      0.000000         0 0.000000  0.000000  0.000000    0.000000 1843.2663
## 100     0.064313         0 0.000000  0.000000  0.008226    0.000047 1562.6221
## 101     0.000000         0 0.000000  0.000000  0.012566    0.000000 1665.7044
## 102     0.000000         0 0.000000  0.000000  0.027088    0.000207 1529.1357
## 103     0.000000         0 0.000000  0.000000  0.000000    0.000000 2013.6801
## 104     0.064313         0 0.000000  0.000000  0.021197    0.000000 1774.8021
## 105     0.000000         0 0.000000  0.000000  0.022408    0.000055 1544.7899
## 106     0.000000         0 0.000000  0.000000  0.030807    0.000315 1600.0241
## 107     0.000000         0 0.000000  0.000000  0.030485    0.000238 1560.3306
## 108     0.000000         0 0.000000  0.000000  0.025185    0.000236 1569.3855
## 109     0.000000         0 0.000000  0.000000  0.000000    0.000000 1651.4087
## 110     0.064313         0 0.000000  0.000000  0.025205    0.000233 1566.8200
## 111     0.000000         0 0.000000  0.000000  0.000000    0.000000 1656.7129
## 112     0.000000         0 0.000000  0.000000  0.000000    0.000000 1861.9161
## 113     0.064313         0 0.000000  0.000000  0.014496    0.000000 1732.0222
## 114     0.000000         0 0.000000  0.000000  0.000000    0.000000 1513.5065
## 115     0.064313         0 0.000000  0.000000  0.020549    0.000235 1593.5687
## 116     0.000000         0 0.000000  0.000000  0.023603    0.000178 1480.8308
## 117     0.000000         0 0.000000  0.000000  0.031673    0.000322 1540.3672
## 118     0.000000         0 0.000000  0.000000  0.027671    0.000235 1473.7820
## 119     0.000000         0 0.000000  0.000000  0.020558    0.000207 1511.4781
## 120     0.000000         0 0.000000  0.000000  0.000000    0.000000 2533.7403
## 121     0.064313         0 0.000000  0.000000  0.000101    0.000000 1980.2411
## 122     0.000000         0 0.000000  0.000000  0.030888    0.000085 1473.6187
## 123     0.000000         0 0.000000  0.000000  0.036095    0.000388 1640.3925
## 124     0.000000         0 0.000000  0.000000  0.023744    0.000188 1492.9654
## 125     0.000000         0 0.000000  0.000000  0.032125    0.000304 1566.9077
## 126     0.000000         0 0.000000  0.000000  0.024318    0.000209 1471.8795
## 127     0.000000         0 0.000000  0.000000  0.000000    0.000000 1650.2969
## 128     0.000000         0 0.000000  0.000000  0.000000    0.000000 3681.9605
## 129     0.000000         0 0.000000  0.000000  0.000000    0.000000 2528.7808
## 130     0.064313         0 0.000000  0.000000  0.018112    0.000000 2021.0556
## 131     0.000000         0 0.000000  0.000000  0.000000    0.000000 2228.1810
## 132     0.064313         0 0.000000  0.000000  0.028204    0.000000 1962.8856
## 133     0.000000         0 0.000000  0.000000  0.030913    0.000046 1788.5338
## 134     0.000000         0 0.000000  0.000000  0.025598    0.000230 1847.4918
## 135     0.000000         0 0.000000  0.000000  0.035888    0.000199 1734.3291
## 136     0.000000         0 0.000000  0.000000  0.035343    0.000000 1842.7024
## 137     0.000000         0 0.000000  0.000000  0.030891    0.000188 1698.0275
## 138     0.000000         0 0.000000  0.000000  0.031409    0.000000 1772.0312
## 139     0.000000         0 0.000000  0.000000  0.030876    0.000213 1668.0727
## 140     0.000000         0 0.000000  0.000000  0.021534    0.000191 1719.4598
## 141     0.000000         0 0.000000  0.000000  0.000000    0.000000 1672.4996
## 142     0.000000         0 0.000000  0.000000  0.000000    0.000000 1978.3626
## 143     0.000000         0 0.000000  0.000000  0.000000    0.000000 1783.5942
## 144     0.000000         0 0.000000  0.000000  0.000000    0.000000 1784.6789
## 145     0.000000         0 0.000000  0.000000  0.000000    0.000000 1599.6037
## 146     0.064313         0 0.000000  0.000000  0.032345    0.000273 1623.5486
## 147     0.000000         0 0.000000  0.000000  0.029311    0.000230 1575.3203
## 148     0.000000         0 0.000000  0.000000  0.028183    0.000267 1589.6758
## 149     0.000000         0 0.000000  0.000000  0.026010    0.000217 1533.5941
## 150     0.000000         0 0.000000  0.000000  0.000000    0.000000 1776.6277
##          Qout       psn root_zone.S root.depth litter.rain_stor litter.S area
## 1   1079.1827 -0.014672    0.991321   963.9656         0.064313        1  100
## 2   1058.7785 -0.002552    0.990912   963.9656         0.064313        1  100
## 3   1064.6770  0.003500    0.991145   963.9656         0.000000        0  100
## 4   1458.6968 -0.016293    0.995765   963.9656         0.064313        1  100
## 5   1071.5673 -0.016358    0.991827   963.9656         0.000000        0  100
## 6   1088.0098 -0.013300    0.990201   963.9656         0.064313        1  100
## 7   1403.4591 -0.010540    0.995259   963.9656         0.064313        1  100
## 8   1050.2813 -0.020460    0.991539   963.9656         0.000000        0  100
## 9   1055.4517 -0.027827    0.990426   963.9656         0.000000        0  100
## 10  1062.1373 -0.022064    0.991800   963.9656         0.000000        0  100
## 11  1024.6000 -0.021195    0.990243   963.9656         0.000000        0  100
## 12  1033.0080 -0.022087    0.991439   963.9656         0.000000        0  100
## 13  1003.2878 -0.020184    0.990289   963.9656         0.000000        0  100
## 14  1008.9572 -0.020193    0.991038   963.9656         0.000000        0  100
## 15   979.4191 -0.024835    0.990244   963.9656         0.064313        1  100
## 16   986.4261 -0.023404    0.990814   963.9656         0.064313        1  100
## 17   957.0692 -0.022655    0.990197   963.9656         0.064313        1  100
## 18   971.4093 -0.022514    0.990602   963.9656         0.064313        1  100
## 19   945.6951 -0.021434    0.990086   963.9656         0.064313        1  100
## 20   956.4038 -0.020976    0.990381   963.9656         0.000000        0  100
## 21   940.1622 -0.020503    0.990117   963.9656         0.000000        0  100
## 22   945.9004 -0.020643    0.990145   963.9656         0.000000        0  100
## 23   938.1559 -0.013580    0.990064   963.9656         0.064313        1  100
## 24   947.2176 -0.008957    0.990325   963.9656         0.000000        0  100
## 25   928.6507 -0.014207    0.989875   963.9656         0.064313        1  100
## 26  1926.7317 -0.005892    1.000000   963.9656         0.064313        1  100
## 27  1566.2019 -0.010462    0.996842   963.9656         0.064313        1  100
## 28  1092.2400 -0.023330    0.991949   963.9656         0.064313        1  100
## 29  1043.7296 -0.022631    0.990522   963.9656         0.064313        1  100
## 30  1109.1255 -0.022521    0.991930   963.9656         0.064313        1  100
## 31  1040.2536 -0.016421    0.990856   963.9656         0.064313        1  100
## 32  1085.7792 -0.021779    0.991622   963.9656         0.064313        1  100
## 33  1016.6439 -0.021815    0.990556   963.9656         0.000000        0  100
## 34  1057.7012 -0.014196    0.991195   963.9656         0.000000        0  100
## 35  1015.3082 -0.011688    0.990646   963.9656         0.000000        0  100
## 36  1038.0926 -0.003966    0.990973   963.9656         0.000000        0  100
## 37  1375.1809 -0.010359    0.995175   963.9656         0.064313        1  100
## 38  1042.4639 -0.013235    0.991866   963.9656         0.064313        1  100
## 39   998.7367 -0.017824    0.989984   963.9656         0.000000        0  100
## 40  1049.5275 -0.016442    0.991205   963.9656         0.000000        0  100
## 41  1012.5005 -0.015762    0.990581   963.9656         0.000000        0  100
## 42  1187.6549 -0.014961    0.991839   963.9656         0.064313        1  100
## 43  1433.2697 -0.014399    0.995787   963.9656         0.064313        1  100
## 44  1054.9433 -0.018694    0.991560   963.9656         0.000000        0  100
## 45  1049.5130 -0.024994    0.990408   963.9656         0.000000        0  100
## 46  1085.8136 -0.017470    0.991841   963.9656         0.000000        0  100
## 47  1069.1454 -0.011292    0.990496   963.9656         0.064313        1  100
## 48  1097.3330 -0.024513    0.991914   963.9656         0.000000        0  100
## 49  1024.0409 -0.017709    0.990271   963.9656         0.000000        0  100
## 50  1532.8951 -0.016282    0.997109   963.9656         0.064313        1  100
## 51  1105.3633 -0.013943    0.991107   963.9656         0.000000        0  100
## 52  1101.8594 -0.009096    0.990961   963.9656         0.064313        1  100
## 53  1738.6005 -0.005363    1.000000   963.9656         0.064313        1  100
## 54  1279.1993 -0.009912    0.995516   963.9656         0.000000        0  100
## 55  1108.6668 -0.006824    0.990203   963.9656         0.000000        0  100
## 56  2341.9716 -0.000192    1.000000   963.9656         0.064313        1  100
## 57  3656.5167 -0.008291    1.000000   963.9656         0.064313        1  100
## 58  2234.2804  0.006271    1.000000   963.9656         0.064313        1  100
## 59  1812.3686 -0.006730    1.000000   963.9656         0.064313        1  100
## 60  1917.2384  0.004366    0.998280   963.9656         0.000000        0  100
## 61  1817.4907  0.016991    0.993519   963.9656         0.064313        1  100
## 62  1700.4866  0.003320    0.996079   963.9656         0.000000        0  100
## 63  1893.1686 -0.002423    0.994408   963.9656         0.064313        1  100
## 64  1794.1699 -0.003723    0.996617   963.9656         0.064313        1  100
## 65  1622.6839  0.002632    0.993449   963.9656         0.064313        1  100
## 66  1716.5869 -0.000985    0.995494   963.9656         0.064313        1  100
## 67  2254.4035 -0.005587    1.000000   963.9656         0.064313        1  100
## 68  1895.4113  0.014871    0.998483   963.9656         0.000000        0  100
## 69  1557.6827  0.012954    0.993095   963.9656         0.000000        0  100
## 70  1674.5622  0.012278    0.995290   963.9656         0.064313        1  100
## 71  1781.8217  0.001179    0.993963   963.9656         0.064313        1  100
## 72  1748.6401 -0.009810    0.995589   963.9656         0.064313        1  100
## 73  1559.8608 -0.012070    0.993609   963.9656         0.000000        0  100
## 74  2159.9096 -0.013305    1.000000   963.9656         0.064313        1  100
## 75  2418.3115 -0.008680    1.000000   963.9656         0.064313        1  100
## 76  1916.4270 -0.017973    0.998528   963.9656         0.000000        0  100
## 77  1641.2931 -0.010934    0.992929   963.9656         0.000000        0  100
## 78  1737.4491 -0.005442    0.995747   963.9656         0.000000        0  100
## 79  1632.1393 -0.000265    0.993979   963.9656         0.000000        0  100
## 80  1991.9901 -0.017729    1.000000   963.9656         0.064313        1  100
## 81  1869.8336 -0.024086    0.998545   963.9656         0.064313        1  100
## 82  1612.6873 -0.029683    0.992775   963.9656         0.000000        0  100
## 83  1725.4284 -0.019096    0.995386   963.9656         0.000000        0  100
## 84  1621.9677 -0.010524    0.993953   963.9656         0.000000        0  100
## 85  1768.5304 -0.013063    0.995009   963.9656         0.064313        1  100
## 86  1849.2256 -0.020682    0.994170   963.9656         0.064313        1  100
## 87  1736.2730 -0.016228    0.995611   963.9656         0.000000        0  100
## 88  1607.0549 -0.026746    0.993625   963.9656         0.000000        0  100
## 89  1679.1344  0.000284    0.994711   963.9656         0.000000        0  100
## 90  1579.4864  0.023935    0.993796   963.9656         0.000000        0  100
## 91  1849.8108  0.029518    0.994597   963.9656         0.064313        1  100
## 92  1571.6141  0.029841    0.993631   963.9656         0.000000        0  100
## 93  1928.2152  0.010349    1.000000   963.9656         0.064313        1  100
## 94  1815.2798  0.007904    1.000000   963.9656         0.064313        1  100
## 95  1795.3041 -0.028884    0.996733   963.9656         0.064313        1  100
## 96  1553.9382 -0.016296    0.993128   963.9656         0.000000        0  100
## 97  1657.5458 -0.007368    0.994680   963.9656         0.000000        0  100
## 98  1837.7628 -0.010180    0.993951   963.9656         0.064313        1  100
## 99  1847.9189  0.000494    0.995823   963.9656         0.064313        1  100
## 100 1563.7112 -0.012870    0.993299   963.9656         0.000000        0  100
## 101 1665.1785 -0.006375    0.994479   963.9656         0.000000        0  100
## 102 1529.5849  0.031254    0.993383   963.9656         0.000000        0  100
## 103 2031.5744  0.025856    1.000000   963.9656         0.064313        1  100
## 104 1775.5654  0.004894    0.998195   963.9656         0.000000        0  100
## 105 1547.4925  0.003329    0.991927   963.9656         0.000000        0  100
## 106 1598.9335  0.001702    0.994364   963.9656         0.000000        0  100
## 107 1560.7957  0.003275    0.993224   963.9656         0.000000        0  100
## 108 1569.0773  0.000996    0.993875   963.9656         0.000000        0  100
## 109 1656.4286 -0.025859    0.993327   963.9656         0.064313        1  100
## 110 1566.4046 -0.031073    0.994225   963.9656         0.000000        0  100
## 111 1662.7995 -0.026923    0.993159   963.9656         0.064313        1  100
## 112 1875.1379 -0.039789    1.000000   963.9656         0.064313        1  100
## 113 1733.0803 -0.048092    0.997533   963.9656         0.000000        0  100
## 114 1518.2770 -0.050650    0.991752   963.9656         0.064313        1  100
## 115 1592.3368 -0.033550    0.994538   963.9656         0.000000        0  100
## 116 1481.6251 -0.035134    0.992656   963.9656         0.000000        0  100
## 117 1539.8146 -0.014601    0.993854   963.9656         0.000000        0  100
## 118 1474.2416 -0.017136    0.992733   963.9656         0.000000        0  100
## 119 1511.0862 -0.020688    0.993586   963.9656         0.000000        0  100
## 120 2584.5420 -0.047385    1.000000   963.9656         0.064313        1  100
## 121 1981.1090 -0.083401    0.998003   963.9656         0.000000        0  100
## 122 1476.4272 -0.054124    0.991472   963.9656         0.000000        0  100
## 123 1639.1322 -0.033500    0.994287   963.9656         0.000000        0  100
## 124 1493.4245 -0.064348    0.993176   963.9656         0.000000        0  100
## 125 1566.6101 -0.060631    0.993786   963.9656         0.000000        0  100
## 126 1472.1897 -0.063375    0.993016   963.9656         0.000000        0  100
## 127 1654.3024 -0.096332    0.993835   963.9656         0.064313        1  100
## 128 3773.1060 -0.107745    1.000000   963.9656         0.064313        1  100
## 129 2548.3427 -0.112692    1.000000   963.9656         0.064313        1  100
## 130 2021.0374 -0.121348    1.000000   963.9656         0.000000        0  100
## 131 2242.0093 -0.161436    1.000000   963.9656         0.064313        1  100
## 132 1963.3432 -0.184798    0.998883   963.9656         0.000000        0  100
## 133 1791.0247 -0.248665    0.993082   963.9656         0.000000        0  100
## 134 1846.2071 -0.404270    0.995978   963.9656         0.000000        0  100
## 135 1735.2214 -0.800202    0.993842   963.9656         0.000000        0  100
## 136 1841.9077  0.027133    0.995589   963.9656         0.000000        0  100
## 137 1698.8619  0.026477    0.993598   963.9656         0.000000        0  100
## 138 1771.3840  0.024045    0.995015   963.9656         0.000000        0  100
## 139 1668.6617  0.021266    0.993589   963.9656         0.000000        0  100
## 140 1719.0774  0.025083    0.994418   963.9656         0.000000        0  100
## 141 1674.8441  0.020722    0.993734   963.9656         0.064313        1  100
## 142 1990.7822  0.023021    1.000000   963.9656         0.064313        1  100
## 143 1787.5880  0.035286    1.000000   963.9656         0.064313        1  100
## 144 1786.4273  0.038256    0.996454   963.9656         0.064313        1  100
## 145 1601.6521  0.036260    0.992703   963.9656         0.064313        1  100
## 146 1622.8098  0.032218    0.994327   963.9656         0.000000        0  100
## 147 1575.8031  0.025345    0.993149   963.9656         0.000000        0  100
## 148 1589.2867  0.021355    0.993978   963.9656         0.000000        0  100
## 149 1534.0581  0.017385    0.992851   963.9656         0.000000        0  100
## 150 1785.0736  0.033852    0.994101   963.9656         0.064313        1  100
##          pet      lai baseflow streamflow     pcp recharge  Kdowndirpch
## 1   0.000000 0.016769        0          0   0.254 0.000154   259.458490
## 2   0.000000 0.016771        0          0   0.762 0.000628   281.251137
## 3   0.016181 0.016771        0          0   0.000 0.000000     0.000000
## 4   0.000000 0.016771        0          0  32.766 0.027082     3.328763
## 5   0.005565 0.016771        0          0   0.000 0.000000     0.000000
## 6   0.000000 0.016771        0          0   6.096 0.004992   241.354713
## 7   0.000000 0.016771        0          0  23.114 0.019141   390.853687
## 8   0.008985 0.016771        0          0   0.000 0.000000     0.000000
## 9   0.003235 0.016771        0          0   0.000 0.000000     0.000000
## 10  0.006321 0.016771        0          0   0.000 0.000000     0.000000
## 11  0.005922 0.016771        0          0   0.000 0.000000     0.000000
## 12  0.005820 0.016771        0          0   0.000 0.000000     0.000000
## 13  0.007522 0.016771        0          0   0.000 0.000000     0.000000
## 14  0.007771 0.016771        0          0   0.000 0.000000     0.000000
## 15  0.003018 0.016771        0          0   0.762 0.000284     0.000000
## 16  0.002798 0.016769        0          0   0.000 0.000000     0.000000
## 17  0.005267 0.016769        0          0   0.000 0.000000     0.000000
## 18  0.004024 0.016769        0          0   0.000 0.000000     0.000000
## 19  0.003195 0.016769        0          0   0.000 0.000075     0.000000
## 20  0.005387 0.016769        0          0   0.000 0.000000     0.000000
## 21  0.004963 0.016769        0          0   0.000 0.000000     0.000000
## 22  0.006345 0.016769        0          0   0.000 0.000000     0.000000
## 23  0.000000 0.016765        0          0   1.270 0.000995   205.231546
## 24  0.005718 0.016765        0          0   0.000 0.000000     0.000000
## 25  0.000000 0.016765        0          0   2.540 0.002047     1.840852
## 26  0.000000 0.016765        0          0  84.328 0.069844    15.813713
## 27  0.000000 0.016765        0          0  35.306 0.000000  1857.335253
## 28  0.003357 0.016765        0          0   0.762 0.000463     0.000000
## 29  0.004810 0.016765        0          0   0.000 0.000000     0.000000
## 30  0.005649 0.016765        0          0   0.000 0.000019     0.000000
## 31  0.000000 0.016762        0          0   1.016 0.000838   510.391050
## 32  0.004481 0.016762        0          0   0.254 0.000202     0.000000
## 33  0.009437 0.016762        0          0   0.000 0.000000     0.000000
## 34  0.008122 0.016762        0          0   0.000 0.000000     0.000000
## 35  0.011340 0.016762        0          0   0.000 0.000000     0.000000
## 36  0.010303 0.016762        0          0   0.000 0.000000     0.000000
## 37  0.000000 0.016762        0          0  27.432 0.022664     8.504722
## 38  0.000000 0.016762        0          0   0.508 0.000417  1550.397826
## 39  0.008689 0.016756        0          0   0.000 0.000000     0.000000
## 40  0.009289 0.016756        0          0   0.000 0.000000     0.000000
## 41  0.006426 0.016756        0          0   0.000 0.000000     0.000000
## 42  0.000000 0.016756        0          0  14.986 0.012356    85.539289
## 43  0.000000 0.016756        0          0  27.686 0.022928     6.106820
## 44  0.007677 0.016756        0          0   0.000 0.000000     0.000000
## 45  0.004816 0.016756        0          0   0.000 0.000000     0.000000
## 46  0.009536 0.016756        0          0   0.000 0.000000     0.000000
## 47  0.000000 0.016751        0          0   3.302 0.002678   670.195487
## 48  0.009009 0.016751        0          0   0.000 0.000000     0.000000
## 49  0.011414 0.016751        0          0   0.000 0.000000     0.000000
## 50  0.008174 0.016751        0          0  36.830 0.030448     0.000000
## 51  0.012048 0.016751        0          0   0.000 0.000000     0.000000
## 52  0.000000 0.016751        0          0   2.032 0.001626  1031.583800
## 53  0.000000 0.016751        0          0  49.276 0.040810   594.414032
## 54  0.012729 0.016751        0          0   0.000 0.000000     0.000000
## 55  0.013647 0.016746        0          0   0.000 0.000000     0.000000
## 56  0.000000 0.016746        0          0  83.058 0.068737   349.931778
## 57  0.000000 0.016746        0          0 107.950 0.000000     4.219393
## 58  0.000000 0.016746        0          0  11.938 0.000000    80.643012
## 59  0.000000 0.016746        0          0   3.302 0.000000   199.987838
## 60  0.013001 0.016746        0          0   0.000 0.000000     0.000000
## 61  0.000000 0.016746        0          0   8.382 0.006886   658.304657
## 62  0.016261 0.016746        0          0   0.000 0.000000     0.000000
## 63  0.000000 0.016740        0          0  13.462 0.011093   546.970616
## 64  0.000000 0.016740        0          0   2.794 0.002311  3001.846675
## 65  0.000000 0.016740        0          0   1.778 0.001469   759.052864
## 66  0.000000 0.016740        0          0   2.794 0.002311    25.426902
## 67  0.000000 0.016740        0          0  38.608 0.031974     9.583698
## 68  0.016468 0.016740        0          0   0.000 0.000000     0.000000
## 69  0.016870 0.016740        0          0   0.000 0.000000     0.000000
## 70  0.000000 0.016740        0          0   0.254 0.000154   574.609012
## 71  0.000000 0.016734        0          0  10.414 0.008622   850.249702
## 72  0.000000 0.016734        0          0   4.064 0.003363  1092.862285
## 73  0.012681 0.016734        0          0   0.000 0.000000     0.000000
## 74  0.000000 0.016734        0          0  32.004 0.026451   348.194221
## 75  0.000000 0.016734        0          0  34.036 0.000000   706.397573
## 76  0.012250 0.016734        0          0   0.000 0.000000     0.000000
## 77  0.018363 0.016734        0          0   0.000 0.000000     0.000000
## 78  0.021373 0.016734        0          0   0.000 0.000000     0.000000
## 79  0.017854 0.016730        0          0   0.000 0.000000     0.000000
## 80  0.000000 0.016730        0          0  19.304 0.015932   253.346533
## 81  0.008493 0.016730        0          0   1.270 0.000000     0.000000
## 82  0.004649 0.016730        0          0   0.000 0.000000     0.000000
## 83  0.015390 0.016730        0          0   0.000 0.000000     0.000000
## 84  0.010634 0.016730        0          0   0.000 0.000000     0.000000
## 85  0.000000 0.016730        0          0   3.048 0.002468   353.913977
## 86  0.007628 0.016730        0          0  11.684 0.009674     0.000000
## 87  0.015528 0.016726        0          0   0.000 0.000000     0.000000
## 88  0.010207 0.016726        0          0   0.000 0.000000     0.000000
## 89  0.028791 0.016726        0          0   0.000 0.000000     0.000000
## 90  0.029951 0.016726        0          0   0.000 0.000000     0.000000
## 91  0.000000 0.016726        0          0   8.636 0.007096  5166.360748
## 92  0.035897 0.016726        0          0   0.000 0.000000     0.000000
## 93  0.000000 0.016726        0          0  17.018 0.014039   634.685278
## 94  0.000000 0.016726        0          0   8.890 0.000000  9523.651170
## 95  0.005787 0.016723        0          0   0.508 0.000000     0.000000
## 96  0.015874 0.016723        0          0   0.000 0.000000     0.000000
## 97  0.021442 0.016723        0          0   0.000 0.000000     0.000000
## 98  0.000000 0.016723        0          0  14.478 0.011935   695.598243
## 99  0.000000 0.016723        0          0   6.604 0.005466  4170.413724
## 100 0.014018 0.016723        0          0   0.000 0.000000     0.000000
## 101 0.017111 0.016723        0          0   0.000 0.000000     0.000000
## 102 0.032168 0.016723        0          0   0.000 0.000000     0.000000
## 103 0.000000 0.016720        0          0  25.146 0.020771   920.148096
## 104 0.025758 0.016720        0          0   0.000 0.000000     0.000000
## 105 0.027736 0.016720        0          0   0.000 0.000000     0.000000
## 106 0.037270 0.016720        0          0   0.000 0.000000     0.000000
## 107 0.040300 0.016720        0          0   0.000 0.000000     0.000000
## 108 0.031416 0.016720        0          0   0.000 0.000000     0.000000
## 109 0.000000 0.016720        0          0   5.842 0.004782 10559.860344
## 110 0.031896 0.016720        0          0   0.000 0.000000     0.000000
## 111 0.000000 0.016717        0          0   6.858 0.005624  2894.644804
## 112 0.000000 0.016717        0          0  19.558 0.016196  5265.803306
## 113 0.020518 0.016717        0          0   0.000 0.000000     0.000000
## 114 0.000000 0.016717        0          0   2.794 0.002257  1332.923230
## 115 0.024858 0.016717        0          0   0.000 0.000000     0.000000
## 116 0.028730 0.016717        0          0   0.000 0.000000     0.000000
## 117 0.038785 0.016717        0          0   0.000 0.000000     0.000000
## 118 0.033361 0.016717        0          0   0.000 0.000000     0.000000
## 119 0.023968 0.016715        0          0   0.000 0.000000     0.000000
## 120 0.000000 0.016715        0          0  64.770 0.053590  7266.985301
## 121 0.006884 0.016715        0          0   0.000 0.000000     0.000000
## 122 0.038863 0.016715        0          0   0.000 0.000000     0.000000
## 123 0.056479 0.016715        0          0   0.000 0.000000     0.000000
## 124 0.028928 0.016715        0          0   0.000 0.000000     0.000000
## 125 0.039173 0.016715        0          0   0.000 0.000000     0.000000
## 126 0.028291 0.016715        0          0   0.000 0.000000     0.000000
## 127 0.000000 0.016713        0          0   5.334 0.004361   155.647722
## 128 0.000000 0.016713        0          0 113.284 0.093826   134.959543
## 129 0.000000 0.016713        0          0  23.622 0.000000   422.354756
## 130 0.020464 0.016713        0          0   0.000 0.000000     0.000000
## 131 0.000000 0.016713        0          0  16.764 0.000000  2160.434795
## 132 0.032937 0.016713        0          0   0.000 0.000000     0.000000
## 133 0.037343 0.016713        0          0   0.000 0.000000     0.000000
## 134 0.030599 0.016713        0          0   0.000 0.000000     0.000000
## 135 0.044929 0.016712        0          0   0.000 0.000000     0.000000
## 136 0.054270 0.016712        0          0   0.000 0.000000     0.000000
## 137 0.048816 0.016712        0          0   0.000 0.000000     0.000000
## 138 0.052837 0.016712        0          0   0.000 0.000000     0.000000
## 139 0.058121 0.016712        0          0   0.000 0.000000     0.000000
## 140 0.028007 0.016712        0          0   0.000 0.000000     0.000000
## 141 0.000000 0.016712        0          0   2.540 0.002047  3714.113600
## 142 0.000000 0.016712        0          0  18.288 0.015144  6634.640686
## 143 0.000000 0.016711        0          0   4.826 0.000000  3939.515186
## 144 0.000000 0.016711        0          0   0.254 0.000000  6946.178726
## 145 0.000000 0.016711        0          0   0.508 0.000417  8273.307308
## 146 0.061168 0.016711        0          0   0.000 0.000000     0.000000
## 147 0.067063 0.016711        0          0   0.000 0.000000     0.000000
## 148 0.070235 0.016711        0          0   0.000 0.000000     0.000000
## 149 0.070053 0.016711        0          0   0.000 0.000000     0.000000
## 150 0.000000 0.016711        0          0  10.922 0.008990  4172.596547
##     Kdowndiffpch   Kupdirpch Kupdifpch Luppch Kdowndirsubcan Kdowndifsubcan
## 1      1444.9037   29.357753 171.69565      0     259.458490      1444.9037
## 2      1480.2826   31.831888 175.99614      0     281.251137      1480.2826
## 3       651.1437   80.091180 245.06860      0     707.646848      2046.5584
## 4       186.1611    0.376748  21.95789      0       3.328763       186.1611
## 5       187.7905    3.704184  67.45940      0      32.728373       570.8816
## 6      1392.8010   27.316427 165.46767      0     241.354713      1392.8010
## 7      1677.6308   44.236660 199.85446      0     390.853687      1677.6308
## 8       644.8999   77.303855 242.38350      0     683.019395      2024.9194
## 9       247.1718    6.688820  89.09168      0      59.099170       753.2090
## 10      506.4045   36.821474 186.36719      0     325.336697      1566.2339
## 11      424.1564   23.257549 154.83966      0     205.492432      1304.2872
## 12      497.5519   35.104631 182.93115      0     310.167506      1537.7835
## 13      618.2115   66.717682 231.12680      0     589.485101      1933.7510
## 14      663.0961   85.832513 250.27591      0     758.374486      2088.3861
## 15        0.0000    8.400258  98.95652      0      74.220604       836.2110
## 16        0.0000   23.719203 157.28692      0     209.626007      1324.9410
## 17        0.0000  153.955563 292.44019      0    1360.631311      2418.6652
## 18        0.0000   21.200955 150.04427      0     187.370188      1264.5120
## 19        0.0000   34.136659 182.36503      0     301.693596      1533.4877
## 20      748.0968  150.050953 291.00891      0    1326.123081      2408.1119
## 21      719.1113  116.874860 275.22534      0    1032.918788      2287.7056
## 22      705.8230  106.682338 268.81601      0     942.839130      2237.4750
## 23     1332.5921   23.210458 158.14658      0     205.231546      1332.5921
## 24      219.6078    4.955044  78.97388      0      43.813499       668.1231
## 25      140.9543    0.208189  16.62154      0       1.840852       140.9543
## 26      409.9847    1.788436  48.40200      0      15.813713       409.9847
## 27     2577.4824  210.053491 313.70139      0    1857.335253      2577.4824
## 28        0.0000   15.225064 131.92589      0     134.623084      1113.3098
## 29        0.0000   79.307089 251.12722      0     701.249243      2099.0291
## 30        0.0000   70.921893 242.18955      0     627.105653      2026.5579
## 31     1922.8836   57.695374 229.30414      0     510.391050      1922.8836
## 32        0.0000   97.919790 272.61384      0     866.228622      2274.4605
## 33      733.5477  366.162472 319.73038      0    3239.186002      2568.0976
## 34      659.2458   70.638869 245.96601      0     624.893194      2059.1422
## 35      794.6199  162.377983 308.84044      0    1436.445646      2556.3441
## 36      535.5471   38.359504 196.76765      0     339.339988      1654.4537
## 37      306.1509    0.961387  36.12493      0       8.504722       306.1509
## 38     2588.0269  175.259309 313.17508      0    1550.397826      2588.0269
## 39      819.4202  146.733978 314.50983      0    1299.150943      2612.3178
## 40      810.8691  138.388532 310.16687      0    1225.262168      2578.6756
## 41      475.4519   26.216578 173.31438      0     232.115915      1460.5647
## 42      944.5385    9.661325 111.75083      0      85.539289       944.5385
## 43      265.9094    0.689741  31.36842      0       6.106820       265.9094
## 44      725.8091   86.946814 271.88168      0     769.808308      2273.5939
## 45      640.7286   58.239219 237.12866      0     515.637468      1989.7405
## 46      842.0601  177.676272 327.38564      0    1573.107333      2709.6740
## 47     2534.5544   75.639378 302.02500      0     670.195487      2534.5544
## 48     1018.3394  157.583713 386.33547      0    1396.255447      3219.3249
## 49     1114.8906  277.611095 438.88377      0    2459.746601      3620.3322
## 50        0.0000   20.704588 175.11002      0     183.451024      1478.1592
## 51     1039.8614  172.794470 396.30011      0    1531.028907      3298.1911
## 52     2942.7821  116.426265 351.93144      0    1031.583800      2942.7821
## 53     2422.9255   67.086557 288.49282      0     594.414032      2422.9255
## 54      929.1331  112.281400 347.72114      0     994.858623      2908.6058
## 55      993.0735  124.997059 371.90356      0    1108.260910      3110.3379
## 56     2012.7718   39.467640 238.89057      0     349.931778      2012.7718
## 57      239.4159    0.475891  28.23467      0       4.219393       239.4159
## 58     1034.8631    9.095457 122.34486      0      80.643012      1034.8631
## 59     1576.8521   22.555963 186.79363      0     199.987838      1576.8521
## 60      651.0807   38.924210 237.48188      0     345.113565      2001.0160
## 61     2593.2362   74.247991 308.78808      0     658.304657      2593.2362
## 62      901.2918   91.888962 334.35219      0     814.714724      2803.7424
## 63     2510.9618   61.637549 298.44531      0     546.970616      2510.9618
## 64     4116.7655  338.274976 499.09069      0    3001.846675      4116.7655
## 65     2847.7857   85.536877 339.12390      0     759.052864      2847.7857
## 66      610.1291    2.865331  72.01853      0      25.426902       610.1291
## 67      374.6597    1.079977  44.19612      0       9.583698       374.6597
## 68      685.5274   40.153312 249.69584      0     356.319846      2104.8052
## 69      782.5187   55.700736 286.42394      0     494.287436      2411.0293
## 70     2560.3944   64.752091 304.39912      0     574.609012      2560.3944
## 71     3080.1658   95.743163 366.78017      0     850.249702      3080.1658
## 72     3364.7446  123.062780 401.40129      0    1092.862285      3364.7446
## 73     1052.6412  113.502471 390.18282      0    1007.961708      3272.7696
## 74     2154.3295   39.208736 255.43056      0     348.194221      2154.3295
## 75     2847.8229   79.544560 338.75657      0     706.397573      2847.8229
## 76     1183.8148  175.030043 445.28564      0    1554.358942      3719.6195
## 77     1335.2163  403.502906 530.42130      0    3583.318263      4365.0352
## 78     1319.1398  481.922101 535.42476      0    4279.722003      4381.0534
## 79     1336.4140  246.593647 508.22323      0    2191.262467      4232.5079
## 80     1914.3356   28.510343 226.68206      0     253.346533      1914.3356
## 81        0.0000  178.537413 464.76767      0    1586.506128      3885.8944
## 82      818.1724   53.706716 298.29626      0     477.244705      2513.8506
## 83     1278.0014  719.144108 549.84370      0    6390.405889      4431.9088
## 84     1029.3853   98.454548 379.38085      0     874.879616      3187.3679
## 85     2215.9694   39.827697 262.66115      0     353.913977      2215.9694
## 86        0.0000  107.563432 391.96663      0     955.822323      3291.2059
## 87     1684.6406  492.982648 662.58860      0    4383.079523      5467.5705
## 88     1551.8914  280.062006 588.13183      0    2490.014704      4902.7501
## 89     1432.7346 1006.258547 638.52310      0    8946.585134      5101.7830
## 90     1686.7528  514.604915 666.10348      0    4575.321813      5490.5917
## 91     5532.9568  581.081450 673.56165      0    5166.360748      5532.9568
## 92     1667.8994  649.448807 676.62504      0    5774.210873      5537.4325
## 93     3020.9008   71.385615 358.63292      0     634.685278      3020.9008
## 94     4960.8166 1071.163494 624.31907      0    9523.651170      4960.8166
## 95        0.0000   55.390537 330.98383      0     492.703726      2791.8618
## 96     1782.3827  560.209460 703.78786      0    4983.112696      5801.4864
## 97     1761.1266  693.221389 712.70386      0    6166.265566      5836.5645
## 98     3232.0919   78.200262 383.68056      0     695.598243      3232.0919
## 99     5686.5321  468.844549 686.95667      0    4170.413724      5686.5321
## 100    1627.4027  288.166753 614.92001      0    2563.268757      5130.3493
## 101    1680.9264  334.345597 639.69175      0    2974.033658      5326.4749
## 102    1773.3689  491.154413 692.02323      0    4368.861944      5722.7204
## 103    3720.9312  103.402938 442.08240      0     920.148096      3720.9312
## 104    1861.4139  691.956803 745.81482      0    6157.491713      6123.9959
## 105    1776.0820  891.249459 739.44101      0    7930.930277      6010.8332
## 106    1785.8059  811.984237 733.35758      0    7225.575634      5982.7038
## 107    1840.8299  643.401402 732.64226      0    5725.413475      6026.6041
## 108    1746.4725  354.810304 664.31038      0    3157.338003      5532.2719
## 109    5389.7827 1186.679177 676.57624      0   10559.860344      5389.7827
## 110    1438.2376 1246.769909 662.00660      0   11094.587635      5248.3305
## 111    5587.6168  325.177218 669.49499      0    2894.644804      5587.6168
## 112    6238.1202  591.547284 755.20900      0    5265.803306      6238.1202
## 113    1893.1341  792.986564 766.78101      0    7058.964493      6278.1803
## 114    4359.5778  149.737290 518.81793      0    1332.923230      4359.5778
## 115    1927.9654  630.598149 760.13345      0    5613.424166      6268.6386
## 116    1831.7016  918.469142 759.63284      0    8175.978457      6181.3008
## 117    1839.8114  904.470886 760.87750      0    8051.369540      6195.9036
## 118    1925.7511  578.705733 753.25960      0    5151.491091      6225.2836
## 119    1727.2772  261.803713 644.72470      0    2331.202377      5397.5374
## 120    6526.6567  816.112644 796.17975      0    7266.985301      6526.6567
## 121    1293.8601  111.590455 473.26996      0     993.644940      3984.8493
## 122     956.4886 1876.848257 555.31077      0   16712.188935      4183.7393
## 123    1585.1415 1353.350539 719.11454      0   12050.761060      5721.3051
## 124    1874.9211 1010.696529 783.01679      0    8999.636106      6360.1321
## 125    1349.1070 1568.378189 659.72794      0   13965.451130      5156.7554
## 126    2005.7518  635.730393 786.64848      0    5660.791379      6496.5913
## 127    1778.0243   17.475456 210.08500      0     155.647722      1778.0243
## 128    1660.6724   15.152677 196.18114      0     134.959543      1660.6724
## 129    2824.5251   47.420174 334.37441      0     422.354756      2824.5251
## 130    1838.1664  300.681421 687.90481      0    2678.063312      5754.8688
## 131    5391.3220  242.564319 643.17760      0    2160.434795      5391.3220
## 132    2003.6074  946.515290 819.15321      0    8430.277684      6690.6423
## 133    2011.2105  931.123216 820.13448      0    8293.185912      6703.2128
## 134    1940.9665 1054.572792 808.96708      0    9392.707727      6574.4115
## 135    1668.1680 1455.065129 754.64602      0   12961.656201      6008.2584
## 136    1714.2787 1360.108841 760.55434      0   12115.789755      6084.2344
## 137    2005.4481  975.102319 821.59900      0    8686.168585      6707.0325
## 138    1928.8032 1100.204192 808.15766      0    9800.570574      6558.9269
## 139    1834.7802 1224.231685 788.41258      0   10905.402024      6357.6181
## 140    1834.7762  294.252751 685.55051      0    2621.190570      5737.7317
## 141    6279.5660  416.943414 753.33222      0    3714.113600      6279.5660
## 142    6796.2084  744.799442 824.72332      0    6634.640686      6796.2084
## 143    6777.1863  442.162752 812.53012      0    3939.515186      6777.1863
## 144    7476.9659  779.624232 905.62140      0    6946.178726      7476.9659
## 145    7527.8635  928.578303 916.31179      0    8273.307308      7527.8635
## 146    2294.6570  911.717555 915.77896      0    8123.083948      7527.8497
## 147    2282.3276  962.485999 916.90944      0    8575.412995      7523.8698
## 148    2266.0011 1013.748284 916.67097      0    9032.141993      7508.1405
## 149    2286.8921  945.502550 916.68786      0    8424.096420      7526.5301
## 150    6872.1716  468.323305 824.54704      0    4172.596547      6872.1716
##     Ldownsubcan   Kstarcan Kstardirsno Kstardiffsno Lstarcanopy Lstarsnow
## 1             0  94.681229     0.00000       0.0000           0         0
## 2             0  98.538482     0.00000       0.0000           0         0
## 3             0 138.420057     0.00000       0.0000           0         0
## 4             0   3.449997     0.00000       0.0000           0         0
## 5             0  25.210607     0.00000       0.0000           0         0
## 6             0  90.485329     0.00000       0.0000           0         0
## 7             0 117.933001     0.00000       0.0000           0         0
## 8             0 155.138191     0.00000       0.0000           0         0
## 9             0  49.700152     0.00000       0.0000           0         0
## 10            0 114.104937     0.00000       0.0000           0         0
## 11            0  89.265488     0.00000       0.0000           0         0
## 12            0 113.482513     0.00000       0.0000           0         0
## 13            0 152.123256     0.00000       0.0000           0         0
## 14            0 173.805621     0.00000       0.0000           0         0
## 15            0  25.585246    11.13309     125.4316           0         0
## 16            0  94.474191    42.13483     266.3131           0         0
## 17            0 238.239231   306.26972     544.4266           0         0
## 18            0  89.304810    45.69309     308.3706           0         0
## 19            0 113.317982    78.36866     398.3425           0         0
## 20            0 235.277298     0.00000       0.0000           0         0
## 21            0 208.252844     0.00000       0.0000           0         0
## 22            0 199.139649     0.00000       0.0000           0         0
## 23            0  83.925076     0.00000       0.0000           0         0
## 24            0  38.005724     0.00000       0.0000           0         0
## 25            0   2.920392     0.00000       0.0000           0         0
## 26            0  15.527437     0.00000       0.0000           0         0
## 27            0 268.550022     0.00000       0.0000           0         0
## 28            0  46.240513    20.19346     166.9965           0         0
## 29            0 173.606728   140.95110     421.9048           0         0
## 30            0 164.311514   141.15761     456.1657           0         0
## 31            0 139.244314     0.00000       0.0000           0         0
## 32            0 163.921173   129.93429     341.1691           0         0
## 33            0 365.705888     0.00000       0.0000           0         0
## 34            0 158.692236     0.00000       0.0000           0         0
## 35            0 235.833868     0.00000       0.0000           0         0
## 36            0 108.613363     0.00000       0.0000           0         0
## 37            0   8.716523     0.00000       0.0000           0         0
## 38            0 247.048684     0.00000       0.0000           0         0
## 39            0 230.906666     0.00000       0.0000           0         0
## 40            0 218.795559     0.00000       0.0000           0         0
## 41            0  92.399435     0.00000       0.0000           0         0
## 42            0  52.195054     0.00000       0.0000           0         0
## 43            0   6.089882     0.00000       0.0000           0         0
## 44            0 177.774181     0.00000       0.0000           0         0
## 45            0 152.909190     0.00000       0.0000           0         0
## 46            0 250.654756     0.00000       0.0000           0         0
## 47            0 183.788728     0.00000       0.0000           0         0
## 48            0 279.647914     0.00000       0.0000           0         0
## 49            0 366.291360     0.00000       0.0000           0         0
## 50            0  85.662288    27.51765     221.7239           0         0
## 51            0 279.163205     0.00000       0.0000           0         0
## 52            0 230.420457     0.00000       0.0000           0         0
## 53            0 172.459653     0.00000       0.0000           0         0
## 54            0 214.126263     0.00000       0.0000           0         0
## 55            0 227.843614     0.00000       0.0000           0         0
## 56            0 132.130386     0.00000       0.0000           0         0
## 57            0   4.401111     0.00000       0.0000           0         0
## 58            0  57.095931     0.00000       0.0000           0         0
## 59            0  96.903139     0.00000       0.0000           0         0
## 60            0 114.264425     0.00000       0.0000           0         0
## 61            0 185.456469     0.00000       0.0000           0         0
## 62            0 183.368114     0.00000       0.0000           0         0
## 63            0 172.433540     0.00000       0.0000           0         0
## 64            0 407.294003     0.00000       0.0000           0         0
## 65            0 204.742876     0.00000       0.0000           0         0
## 66            0  28.043168     0.00000       0.0000           0         0
## 67            0  12.906303     0.00000       0.0000           0         0
## 68            0 114.598942     0.00000       0.0000           0         0
## 69            0 138.711376     0.00000       0.0000           0         0
## 70            0 177.037645     0.00000       0.0000           0         0
## 71            0 221.938151     0.00000       0.0000           0         0
## 72            0 252.182994     0.00000       0.0000           0         0
## 73            0 227.190540     0.00000       0.0000           0         0
## 74            0 138.829678     0.00000       0.0000           0         0
## 75            0 200.103334     0.00000       0.0000           0         0
## 76            0 287.063237     0.00000       0.0000           0         0
## 77            0 421.144397     0.00000       0.0000           0         0
## 78            0 451.988163     0.00000       0.0000           0         0
## 79            0 331.712495     0.00000       0.0000           0         0
## 80            0 118.626301     0.00000       0.0000           0         0
## 81            0 273.979380   237.97592     582.8842           0         0
## 82            0 176.908587     0.00000       0.0000           0         0
## 83            0 582.861986     0.00000       0.0000           0         0
## 84            0 218.036419     0.00000       0.0000           0         0
## 85            0 142.099642     0.00000       0.0000           0         0
## 86            0 234.182329   143.37335     493.6809           0         0
## 87            0 537.569104     0.00000       0.0000           0         0
## 88            0 420.929662     0.00000       0.0000           0         0
## 89            0 699.842460     0.00000       0.0000           0         0
## 90            0 497.073245     0.00000       0.0000           0         0
## 91            0 582.137543     0.00000       0.0000           0         0
## 92            0 548.647058     0.00000       0.0000           0         0
## 93            0 204.216609     0.00000       0.0000           0         0
## 94            0 764.503918     0.00000       0.0000           0         0
## 95            0 162.693256    73.90556     418.7793           0         0
## 96            0 577.538774     0.00000       0.0000           0         0
## 97            0 612.059907     0.00000       0.0000           0         0
## 98            0 218.813539     0.00000       0.0000           0         0
## 99            0 534.875111     0.00000       0.0000           0         0
## 100           0 413.551396     0.00000       0.0000           0         0
## 101           0 434.377543     0.00000       0.0000           0         0
## 102           0 489.779329     0.00000       0.0000           0         0
## 103           0 257.955778     0.00000       0.0000           0         0
## 104           0 605.956628     0.00000       0.0000           0         0
## 105           0 678.795042     0.00000       0.0000           0         0
## 106           0 623.129512     0.00000       0.0000           0         0
## 107           0 556.922330     0.00000       0.0000           0         0
## 108           0 419.996964     0.00000       0.0000           0         0
## 109           0 809.287146     0.00000       0.0000           0         0
## 110           0 773.039768     0.00000       0.0000           0         0
## 111           0 459.424437     0.00000       0.0000           0         0
## 112           0 606.490852     0.00000       0.0000           0         0
## 113           0 664.707916     0.00000       0.0000           0         0
## 114           0 314.075358     0.00000       0.0000           0         0
## 115           0 583.067261     0.00000       0.0000           0         0
## 116           0 686.768843     0.00000       0.0000           0         0
## 117           0 662.088418     0.00000       0.0000           0         0
## 118           0 542.227645     0.00000       0.0000           0         0
## 119           0 378.894566     0.00000       0.0000           0         0
## 120           0 706.623988     0.00000       0.0000           0         0
## 121           0 284.995867     0.00000       0.0000           0         0
## 122           0 916.812874     0.00000       0.0000           0         0
## 123           0 790.686995     0.00000       0.0000           0         0
## 124           0 724.407950     0.00000       0.0000           0         0
## 125           0 850.618200     0.00000       0.0000           0         0
## 126           0 583.474604     0.00000       0.0000           0         0
## 127           0 103.990354     0.00000       0.0000           0         0
## 128           0  95.990807     0.00000       0.0000           0         0
## 129           0 178.911778     0.00000       0.0000           0         0
## 130           0 419.612398     0.00000       0.0000           0         0
## 131           0 409.556404     0.00000       0.0000           0         0
## 132           0 700.500101     0.00000       0.0000           0         0
## 133           0 688.708429     0.00000       0.0000           0         0
## 134           0 740.875099     0.00000       0.0000           0         0
## 135           0 828.664398     0.00000       0.0000           0         0
## 136           0 798.749415     0.00000       0.0000           0         0
## 137           0 700.979026     0.00000       0.0000           0         0
## 138           0 738.359152     0.00000       0.0000           0         0
## 139           0 774.738557     0.00000       0.0000           0         0
## 140           0 405.987458     0.00000       0.0000           0         0
## 141           0 528.488054     0.00000       0.0000           0         0
## 142           0 684.563930     0.00000       0.0000           0         0
## 143           0 565.226466     0.00000       0.0000           0         0
## 144           0 733.784708     0.00000       0.0000           0         0
## 145           0 792.590498     0.00000       0.0000           0         0
## 146           0 716.780539     0.00000       0.0000           0         0
## 147           0 743.147331     0.00000       0.0000           0         0
## 148           0 764.060906     0.00000       0.0000           0         0
## 149           0 745.116218     0.00000       0.0000           0         0
## 150           0 580.796142     0.00000       0.0000           0         0
##     Lstarsoil     wind windsnow windzone       ga gasnow trans_reduc_perc
## 1           0 0.520582        1        1 4.717895      0         1.000000
## 2           0 0.520582        1        1 4.717895      0         1.000000
## 3           0 0.520582        1        1 4.717895      0         1.000000
## 4           0 0.520582        1        1 4.717895      0         1.000000
## 5           0 0.520582        1        1 4.717895      0         1.000000
## 6           0 0.520582        1        1 4.717895      0         1.000000
## 7           0 0.520582        1        1 4.717895      0         1.000000
## 8           0 0.520582        1        1 4.717895      0         1.000000
## 9           0 0.520582        1        1 4.717895      0         0.990818
## 10          0 0.520582        1        1 4.717895      0         0.990280
## 11          0 0.520582        1        1 4.717895      0         1.000000
## 12          0 0.520582        1        1 4.717895      0         1.000000
## 13          0 0.520582        1        1 4.717895      0         1.000000
## 14          0 0.520582        1        1 4.717895      0         1.000000
## 15          0 0.000000        1        1 0.100000      0         1.000000
## 16          0 0.000000        1        1 0.100000      0         1.000000
## 17          0 0.000000        1        1 0.100000      0         1.000000
## 18          0 0.000000        1        1 0.100000      0         1.000000
## 19          0 0.000000        1        1 0.100000      0         1.000000
## 20          0 0.520582        1        1 4.717895      0         1.000000
## 21          0 0.520582        1        1 4.717895      0         1.000000
## 22          0 0.520582        1        1 4.717895      0         1.000000
## 23          0 0.520582        1        1 4.717895      0         1.000000
## 24          0 0.520582        1        1 4.717895      0         1.000000
## 25          0 0.520582        1        1 4.717895      0         1.000000
## 26          0 0.520582        1        1 4.717895      0         1.000000
## 27          0 0.520582        1        1 4.717895      0         1.000000
## 28          0 0.000000        1        1 0.100000      0         1.000000
## 29          0 0.000000        1        1 0.100000      0         1.000000
## 30          0 0.000000        1        1 0.100000      0         1.000000
## 31          0 0.520582        1        1 4.717895      0         1.000000
## 32          0 0.000000        1        1 0.100000      0         1.000000
## 33          0 0.520582        1        1 4.717895      0         1.000000
## 34          0 0.520582        1        1 4.717895      0         1.000000
## 35          0 0.520582        1        1 4.717895      0         1.000000
## 36          0 0.520582        1        1 4.717895      0         1.000000
## 37          0 0.520582        1        1 4.717895      0         1.000000
## 38          0 0.520582        1        1 4.717895      0         1.000000
## 39          0 0.520582        1        1 4.717895      0         0.991194
## 40          0 0.520582        1        1 4.717895      0         0.989539
## 41          0 0.520582        1        1 4.717895      0         1.000000
## 42          0 0.520582        1        1 4.717895      0         1.000000
## 43          0 0.520582        1        1 4.717895      0         1.000000
## 44          0 0.520582        1        1 4.717895      0         1.000000
## 45          0 0.520582        1        1 4.717895      0         1.000000
## 46          0 0.520582        1        1 4.717895      0         0.990346
## 47          0 0.520582        1        1 4.717895      0         1.000000
## 48          0 0.520582        1        1 4.717895      0         1.000000
## 49          0 0.520582        1        1 4.717895      0         1.000000
## 50          0 0.000000        1        1 0.100000      0         0.986655
## 51          0 0.520582        1        1 4.717895      0         1.000000
## 52          0 0.520582        1        1 4.717895      0         1.000000
## 53          0 0.520582        1        1 4.717895      0         1.000000
## 54          0 0.520582        1        1 4.717895      0         1.000000
## 55          0 0.520582        1        1 4.717895      0         1.000000
## 56          0 0.520582        1        1 4.717895      0         1.000000
## 57          0 0.520582        1        1 4.717895      0         1.000000
## 58          0 0.520582        1        1 4.717895      0         1.000000
## 59          0 0.520582        1        1 4.717895      0         1.000000
## 60          0 0.520582        1        1 4.717895      0         1.000000
## 61          0 0.520582        1        1 4.717895      0         1.000000
## 62          0 0.520582        1        1 4.717895      0         1.000000
## 63          0 0.520582        1        1 4.717895      0         1.000000
## 64          0 0.520582        1        1 4.717895      0         1.000000
## 65          0 0.520582        1        1 4.717895      0         1.000000
## 66          0 0.520582        1        1 4.717895      0         1.000000
## 67          0 0.520582        1        1 4.717895      0         1.000000
## 68          0 0.520582        1        1 4.717895      0         1.000000
## 69          0 0.520582        1        1 4.717895      0         1.000000
## 70          0 0.520582        1        1 4.717895      0         1.000000
## 71          0 0.520582        1        1 4.717895      0         1.000000
## 72          0 0.520582        1        1 4.717895      0         1.000000
## 73          0 0.520582        1        1 4.717895      0         1.000000
## 74          0 0.520582        1        1 4.717895      0         1.000000
## 75          0 0.520582        1        1 4.717895      0         1.000000
## 76          0 0.520582        1        1 4.717895      0         1.000000
## 77          0 0.520582        1        1 4.717895      0         1.000000
## 78          0 0.520582        1        1 4.717895      0         1.000000
## 79          0 0.520582        1        1 4.717895      0         1.000000
## 80          0 0.520582        1        1 4.717895      0         1.000000
## 81          0 0.000000        1        1 0.100000      0         1.000000
## 82          0 0.520582        1        1 4.717895      0         1.000000
## 83          0 0.520582        1        1 4.717895      0         1.000000
## 84          0 0.520582        1        1 4.717895      0         1.000000
## 85          0 0.520582        1        1 4.717895      0         1.000000
## 86          0 0.000000        1        1 0.100000      0         0.994438
## 87          0 0.520582        1        1 4.717895      0         1.000000
## 88          0 0.520582        1        1 4.717895      0         1.000000
## 89          0 0.520582        1        1 4.717895      0         0.993493
## 90          0 0.520582        1        1 4.717895      0         1.000000
## 91          0 0.520582        1        1 4.717895      0         1.000000
## 92          0 0.520582        1        1 4.717895      0         1.000000
## 93          0 0.520582        1        1 4.717895      0         1.000000
## 94          0 0.520582        1        1 4.717895      0         1.000000
## 95          0 0.000000        1        1 0.100000      0         1.000000
## 96          0 0.520582        1        1 4.717895      0         1.000000
## 97          0 0.520582        1        1 4.717895      0         1.000000
## 98          0 0.520582        1        1 4.717895      0         1.000000
## 99          0 0.520582        1        1 4.717895      0         1.000000
## 100         0 0.520582        1        1 4.717895      0         1.000000
## 101         0 0.520582        1        1 4.717895      0         0.992947
## 102         0 0.520582        1        1 4.717895      0         1.000000
## 103         0 0.520582        1        1 4.717895      0         1.000000
## 104         0 0.520582        1        1 4.717895      0         1.000000
## 105         0 0.520582        1        1 4.717895      0         1.000000
## 106         0 0.520582        1        1 4.717895      0         1.000000
## 107         0 0.520582        1        1 4.717895      0         1.000000
## 108         0 0.520582        1        1 4.717895      0         1.000000
## 109         0 0.520582        1        1 4.717895      0         1.000000
## 110         0 0.520582        1        1 4.717895      0         1.000000
## 111         0 0.520582        1        1 4.717895      0         1.000000
## 112         0 0.520582        1        1 4.717895      0         1.000000
## 113         0 0.520582        1        1 4.717895      0         1.000000
## 114         0 0.520582        1        1 4.717895      0         1.000000
## 115         0 0.520582        1        1 4.717895      0         1.000000
## 116         0 0.520582        1        1 4.717895      0         1.000000
## 117         0 0.520582        1        1 4.717895      0         1.000000
## 118         0 0.520582        1        1 4.717895      0         1.000000
## 119         0 0.520582        1        1 4.717895      0         1.000000
## 120         0 0.520582        1        1 4.717895      0         1.000000
## 121         0 0.520582        1        1 4.717895      0         1.000000
## 122         0 0.520582        1        1 4.717895      0         1.000000
## 123         0 0.520582        1        1 4.717895      0         1.000000
## 124         0 0.520582        1        1 4.717895      0         1.000000
## 125         0 0.520582        1        1 4.717895      0         1.000000
## 126         0 0.520582        1        1 4.717895      0         1.000000
## 127         0 0.520582        1        1 4.717895      0         1.000000
## 128         0 0.520582        1        1 4.717895      0         1.000000
## 129         0 0.520582        1        1 4.717895      0         1.000000
## 130         0 0.520582        1        1 4.717895      0         1.000000
## 131         0 0.520582        1        1 4.717895      0         1.000000
## 132         0 0.520582        1        1 4.717895      0         1.000000
## 133         0 0.520582        1        1 4.717895      0         1.000000
## 134         0 0.520582        1        1 4.717895      0         1.000000
## 135         0 0.520582        1        1 4.717895      0         1.000000
## 136         0 0.520582        1        1 4.717895      0         0.993646
## 137         0 0.520582        1        1 4.717895      0         1.000000
## 138         0 0.520582        1        1 4.717895      0         0.993504
## 139         0 0.520582        1        1 4.717895      0         1.000000
## 140         0 0.520582        1        1 4.717895      0         1.000000
## 141         0 0.520582        1        1 4.717895      0         1.000000
## 142         0 0.520582        1        1 4.717895      0         1.000000
## 143         0 0.520582        1        1 4.717895      0         1.000000
## 144         0 0.520582        1        1 4.717895      0         1.000000
## 145         0 0.520582        1        1 4.717895      0         1.000000
## 146         0 0.520582        1        1 4.717895      0         1.000000
## 147         0 0.520582        1        1 4.717895      0         1.000000
## 148         0 0.520582        1        1 4.717895      0         1.000000
## 149         0 0.520582        1        1 4.717895      0         1.000000
## 150         0 0.520582        1        1 4.717895      0         1.000000
##     pch_field_cap overland_flow   height ustar snow_albedo  Kstarsoil
## 1               0      456.1000 3.854442     0    0.000000     0.0000
## 2               0      431.6348 3.854442     0    0.000000     0.0000
## 3               0      439.5423 3.854442     0    0.000000  1827.6410
## 4               0      856.9649 3.854442     0    0.000000     0.0000
## 5               0      464.0457 3.854442     0    0.000000   355.4584
## 6               0      458.6627 3.854442     0    0.000000     0.0000
## 7               0      785.7328 3.854442     0    0.000000     0.0000
## 8               0      446.8110 3.854442     0    0.000000  1792.2450
## 9               0      424.8706 3.854442     0    0.000000   483.9056
## 10              0      442.3100 3.854442     0    0.000000  1196.0090
## 11              0      395.3116 3.854442     0    0.000000   934.6453
## 12              0      411.7354 3.854442     0    0.000000  1165.6040
## 13              0      373.7375 3.854442     0    0.000000  1652.7010
## 14              0      383.9244 3.854442     0    0.000000  1898.9884
## 15              0      349.2066 3.854442     0    0.850000     0.0000
## 16              0      358.9070 3.854442     0    0.799000     0.0000
## 17              0      328.9789 3.854442     0    0.774906     0.0000
## 18              0      342.4457 3.854442     0    0.756135     0.0000
## 19              0      315.7922 3.854442     0    0.740238     0.0000
## 20              0      326.7005 3.854442     0    0.000000  2612.7146
## 21              0      311.6058 3.854442     0    0.000000  2269.4507
## 22              0      313.7692 3.854442     0    0.000000  2156.4598
## 23              0      308.6916 3.854442     0    0.000000     0.0000
## 24              0      314.9704 3.854442     0    0.000000   421.1351
## 25              0      299.0990 3.854442     0    0.000000     0.0000
## 26              0     1425.1769 3.854442     0    0.000000     0.0000
## 27              0      950.4337 3.854442     0    0.000000     0.0000
## 28              0      485.7434 3.854442     0    0.850000     0.0000
## 29              0      418.5555 3.854442     0    0.799000     0.0000
## 30              0      487.0928 3.854442     0    0.774906     0.0000
## 31              0      418.6939 3.854442     0    0.000000     0.0000
## 32              0      459.2039 3.854442     0    0.850000     0.0000
## 33              0      393.2975 3.854442     0    0.000000  4493.0075
## 34              0      430.4807 3.854442     0    0.000000  1756.3861
## 35              0      391.5835 3.854442     0    0.000000  2798.8909
## 36              0      409.3373 3.854442     0    0.000000  1258.8673
## 37              0      760.7363 3.854442     0    0.000000     0.0000
## 38              0      434.7486 3.854442     0    0.000000     0.0000
## 39              0      369.5379 3.854442     0    0.000000  2700.9017
## 40              0      424.6255 3.854442     0    0.000000  2612.6749
## 41              0      387.2219 3.854442     0    0.000000  1047.9607
## 42              0      562.0303 3.854442     0    0.000000     0.0000
## 43              0      828.7772 3.854442     0    0.000000     0.0000
## 44              0      449.3443 3.854442     0    0.000000  2013.2529
## 45              0      421.9855 3.854442     0    0.000000  1614.1116
## 46              0      463.0252 3.854442     0    0.000000  3012.4431
## 47              0      443.1364 3.854442     0    0.000000     0.0000
## 48              0      473.4623 3.854442     0    0.000000  3135.6829
## 49              0      398.5198 3.854442     0    0.000000  4357.1803
## 50              0      967.9644 3.854442     0    0.850000     0.0000
## 51              0      473.4175 3.854442     0    0.000000  3306.4366
## 52              0      478.4506 3.854442     0    0.000000     0.0000
## 53              0     1214.5711 3.854442     0    0.000000     0.0000
## 54              0      714.0220 3.854442     0    0.000000  2583.9848
## 55              0      469.3372 3.854442     0    0.000000  2803.6655
## 56              0     1874.6232 3.854442     0    0.000000     0.0000
## 57              0     3196.2453 3.854442     0    0.000000     0.0000
## 58              0     1709.5694 3.854442     0    0.000000     0.0000
## 59              0     1250.9200 3.854442     0    0.000000     0.0000
## 60              0     1332.9498 3.854442     0    0.000000  1460.4359
## 61              0     1205.0585 3.854442     0    0.000000     0.0000
## 62              0     1109.8848 3.854442     0    0.000000  2355.3196
## 63              0     1285.8074 3.854442     0    0.000000     0.0000
## 64              0     1205.5095 3.854442     0    0.000000     0.0000
## 65              0     1015.4406 3.854442     0    0.000000     0.0000
## 66              0     1113.5728 3.854442     0    0.000000     0.0000
## 67              0     1736.9128 3.854442     0    0.000000     0.0000
## 68              0     1328.9125 3.854442     0    0.000000  1529.4851
## 69              0      952.5817 3.854442     0    0.000000  1832.2664
## 70              0     1069.2055 3.854442     0    0.000000     0.0000
## 71              0     1175.9866 3.854442     0    0.000000     0.0000
## 72              0     1145.7462 3.854442     0    0.000000     0.0000
## 73              0      957.1186 3.854442     0    0.000000  2800.0170
## 74              0     1628.2182 3.854442     0    0.000000     0.0000
## 75              0     1956.7368 3.854442     0    0.000000     0.0000
## 76              0     1342.0522 3.854442     0    0.000000  3562.7659
## 77              0     1024.2809 3.854442     0    0.000000  5818.3019
## 78              0     1137.0928 3.854442     0    0.000000  6475.5581
## 79              0     1025.8859 3.854442     0    0.000000  4444.9793
## 80              0     1404.1405 3.854442     0    0.000000     0.0000
## 81              0     1309.7672 3.854442     0    0.850000     0.0000
## 82              0      989.6834 3.854442     0    0.000000  1873.8133
## 83              0     1121.4137 3.854442     0    0.000000  8462.0818
## 84              0     1015.7280 3.854442     0    0.000000  2626.6375
## 85              0     1162.5109 3.854442     0    0.000000     0.0000
## 86              0     1251.3091 3.854442     0    0.850000     0.0000
## 87              0     1128.7268 3.854442     0    0.000000  7180.9444
## 88              0     1008.8274 3.854442     0    0.000000  5101.5970
## 89              0     1065.4364 3.854442     0    0.000000 11210.7967
## 90              0      983.6228 3.854442     0    0.000000  7372.5694
## 91              0     1232.1527 3.854442     0    0.000000     0.0000
## 92              0      974.2582 3.854442     0    0.000000  8512.5796
## 93              0     1327.5532 3.854442     0    0.000000     0.0000
## 94              0     1265.8718 3.854442     0    0.000000     0.0000
## 95              0     1189.6177 3.854442     0    0.850000     0.0000
## 96              0      957.1533 3.854442     0    0.000000  7923.7565
## 97              0     1048.0033 3.854442     0    0.000000  9041.4205
## 98              0     1238.9910 3.854442     0    0.000000     0.0000
## 99              0     1244.6845 3.854442     0    0.000000     0.0000
## 100             0      966.3523 3.854442     0    0.000000  5296.8536
## 101             0     1047.5943 3.854442     0    0.000000  5789.5313
## 102             0      933.6955 3.854442     0    0.000000  7309.0551
## 103             0     1434.4731 3.854442     0    0.000000     0.0000
## 104             0     1225.6726 3.854442     0    0.000000  9191.9250
## 105             0      919.2159 3.854442     0    0.000000 10771.5051
## 106             0      997.2621 3.854442     0    0.000000 10101.6455
## 107             0      946.6798 3.854442     0    0.000000  8735.9858
## 108             0      959.5207 3.854442     0    0.000000  6074.1765
## 109             0     1045.5320 3.854442     0    0.000000     0.0000
## 110             0      958.0660 3.854442     0    0.000000 13270.3887
## 111             0     1053.9493 3.854442     0    0.000000     0.0000
## 112             0     1287.0155 3.854442     0    0.000000     0.0000
## 113             0     1166.1696 3.854442     0    0.000000 10110.2962
## 114             0      893.7451 3.854442     0    0.000000     0.0000
## 115             0      985.9154 3.854442     0    0.000000  8765.8910
## 116             0      873.6454 3.854442     0    0.000000 11089.8497
## 117             0      927.6526 3.854442     0    0.000000 10982.7344
## 118             0      863.6579 3.854442     0    0.000000  8313.3461
## 119             0      898.9359 3.854442     0    0.000000  5228.5886
## 120             0     2121.8418 3.854442     0    0.000000     0.0000
## 121             0     1407.9810 3.854442     0    0.000000  3186.7847
## 122             0      850.2067 3.854442     0    0.000000 17849.8468
## 123             0     1029.2440 3.854442     0    0.000000 14409.7180
## 124             0      889.0257 3.854442     0    0.000000 11948.8702
## 125             0      953.8523 3.854442     0    0.000000 15860.8789
## 126             0      862.6062 3.854442     0    0.000000  8935.8926
## 127             0     1043.4758 3.854442     0    0.000000     0.0000
## 128             0     3313.6122 3.854442     0    0.000000     0.0000
## 129             0     2016.5874 3.854442     0    0.000000     0.0000
## 130             0     1486.2115 3.854442     0    0.000000  5751.4725
## 131             0     1653.3892 3.854442     0    0.000000     0.0000
## 132             0     1415.3305 3.854442     0    0.000000 11605.2206
## 133             0     1169.1107 3.854442     0    0.000000 11485.5483
## 134             0     1252.2146 3.854442     0    0.000000 12429.4408
## 135             0     1128.1842 3.854442     0    0.000000 15404.7551
## 136             0     1243.9843 3.854442     0    0.000000 14665.7430
## 137             0     1090.5252 3.854442     0    0.000000 11848.4328
## 138             0     1168.3082 3.854442     0    0.000000 12794.7445
## 139             0     1064.2378 3.854442     0    0.000000 13701.9379
## 140             0     1107.7155 3.854442     0    0.000000  5688.2539
## 141             0     1073.2238 3.854442     0    0.000000     0.0000
## 142             0     1394.2428 3.854442     0    0.000000     0.0000
## 143             0     1236.4419 3.854442     0    0.000000     0.0000
## 144             0     1177.4284 3.854442     0    0.000000     0.0000
## 145             0      999.0378 3.854442     0    0.000000     0.0000
## 146             0     1012.7099 3.854442     0    0.000000 11791.1834
## 147             0      969.9884 3.854442     0    0.000000 12207.0269
## 148             0      978.6273 3.854442     0    0.000000 12620.2531
## 149             0      922.8594 3.854442     0    0.000000 12068.6717
## 150             0     1176.8860 3.854442     0    0.000000     0.0000
##     Kdowndirsurf Kdowndifsurf exfil_unsat snow_Rnet  snow_QLE snow_QH
## 1     259.458490    1444.9037           0  0.000000  0.000000       0
## 2     281.251137    1480.2826           0  0.000000  0.000000       0
## 3     707.646848    2046.5584           0  0.000000  0.000000       0
## 4       3.328763     186.1611           0  0.000000  0.000000       0
## 5      32.728373     570.8816           0  0.000000  0.000000       0
## 6     241.354713    1392.8010           0  0.000000  0.000000       0
## 7     390.853687    1677.6308           0  0.000000  0.000000       0
## 8     683.019395    2024.9194           0  0.000000  0.000000       0
## 9      59.099170     753.2090           0  0.000000  0.000000       0
## 10    325.336697    1566.2339           0  0.000000  0.000000       0
## 11    205.492432    1304.2872           0  0.000000  0.000000       0
## 12    310.167506    1537.7835           0  0.000000  0.000000       0
## 13    589.485101    1933.7510           0  0.000000  0.000000       0
## 14    758.374486    2088.3861           0  0.000000  0.000000       0
## 15     74.220604     836.2110           0  1.580610  0.000000       0
## 16    209.626007    1324.9410           0  3.570000 -1.043816       0
## 17   1360.631311    2418.6652           0  9.846022 -3.317810       0
## 18    187.370188    1264.5120           0  4.097960 -1.544561       0
## 19    301.693596    1533.4877           0  5.517490 -1.674381       0
## 20   1326.123081    2408.1119           0  0.000000  0.000000       0
## 21   1032.918788    2287.7056           0  0.000000  0.000000       0
## 22    942.839130    2237.4750           0  0.000000  0.000000       0
## 23    205.231546    1332.5921           0  0.000000  0.000000       0
## 24     43.813499     668.1231           0  0.000000  0.000000       0
## 25      1.840852     140.9543           0  0.000000  0.000000       0
## 26     15.813713     409.9847           0  0.000000  0.000000       0
## 27   1857.335253    2577.4824           0  0.000000  0.000000       0
## 28    134.623084    1113.3098           0  2.166550  0.000000       0
## 29    701.249243    2099.0291           0  6.514536 -2.323356       0
## 30    627.105653    2026.5579           0  6.913464 -2.759658       0
## 31    510.391050    1922.8836           0  0.000000  0.000000       0
## 32    866.228622    2274.4605           0  5.452585  0.000000       0
## 33   3239.186002    2568.0976           0  0.000000  0.000000       0
## 34    624.893194    2059.1422           0  0.000000  0.000000       0
## 35   1436.445646    2556.3441           0  0.000000  0.000000       0
## 36    339.339988    1654.4537           0  0.000000  0.000000       0
## 37      8.504722     306.1509           0  0.000000  0.000000       0
## 38   1550.397826    2588.0269           0  0.000000  0.000000       0
## 39   1299.150943    2612.3178           0  0.000000  0.000000       0
## 40   1225.262168    2578.6756           0  0.000000  0.000000       0
## 41    232.115915    1460.5647           0  0.000000  0.000000       0
## 42     85.539289     944.5385           0  0.000000  0.000000       0
## 43      6.106820     265.9094           0  0.000000  0.000000       0
## 44    769.808308    2273.5939           0  0.000000  0.000000       0
## 45    515.637468    1989.7405           0  0.000000  0.000000       0
## 46   1573.107333    2709.6740           0  0.000000  0.000000       0
## 47    670.195487    2534.5544           0  0.000000  0.000000       0
## 48   1396.255447    3219.3249           0  0.000000  0.000000       0
## 49   2459.746601    3620.3322           0  0.000000  0.000000       0
## 50    183.451024    1478.1592           0  2.884740  0.000000       0
## 51   1531.028907    3298.1911           0  0.000000  0.000000       0
## 52   1031.583800    2942.7821           0  0.000000  0.000000       0
## 53    594.414032    2422.9255           0  0.000000  0.000000       0
## 54    994.858623    2908.6058           0  0.000000  0.000000       0
## 55   1108.260910    3110.3379           0  0.000000  0.000000       0
## 56    349.931778    2012.7718           0  0.000000  0.000000       0
## 57      4.219393     239.4159           0  0.000000  0.000000       0
## 58     80.643012    1034.8631           0  0.000000  0.000000       0
## 59    199.987838    1576.8521           0  0.000000  0.000000       0
## 60    345.113565    2001.0160           0  0.000000  0.000000       0
## 61    658.304657    2593.2362           0  0.000000  0.000000       0
## 62    814.714724    2803.7424           0  0.000000  0.000000       0
## 63    546.970616    2510.9618           0  0.000000  0.000000       0
## 64   3001.846675    4116.7655           0  0.000000  0.000000       0
## 65    759.052864    2847.7857           0  0.000000  0.000000       0
## 66     25.426902     610.1291           0  0.000000  0.000000       0
## 67      9.583698     374.6597           0  0.000000  0.000000       0
## 68    356.319846    2104.8052           0  0.000000  0.000000       0
## 69    494.287436    2411.0293           0  0.000000  0.000000       0
## 70    574.609012    2560.3944           0  0.000000  0.000000       0
## 71    850.249702    3080.1658           0  0.000000  0.000000       0
## 72   1092.862285    3364.7446           0  0.000000  0.000000       0
## 73   1007.961708    3272.7696           0  0.000000  0.000000       0
## 74    348.194221    2154.3295           0  0.000000  0.000000       0
## 75    706.397573    2847.8229           0  0.000000  0.000000       0
## 76   1554.358942    3719.6195           0  0.000000  0.000000       0
## 77   3583.318263    4365.0352           0  0.000000  0.000000       0
## 78   4279.722003    4381.0534           0  0.000000  0.000000       0
## 79   2191.262467    4232.5079           0  0.000000  0.000000       0
## 80    253.346533    1914.3356           0  0.000000  0.000000       0
## 81   1586.506128    3885.8944           0  9.500695  0.000000       0
## 82    477.244705    2513.8506           0  0.000000  0.000000       0
## 83   6390.405889    4431.9088           0  0.000000  0.000000       0
## 84    874.879616    3187.3679           0  0.000000  0.000000       0
## 85    353.913977    2215.9694           0  0.000000  0.000000       0
## 86    955.822323    3291.2059           0  7.373313  0.000000       0
## 87   4383.079523    5467.5705           0  0.000000  0.000000       0
## 88   2490.014704    4902.7501           0  0.000000  0.000000       0
## 89   8946.585134    5101.7830           0  0.000000  0.000000       0
## 90   4575.321813    5490.5917           0  0.000000  0.000000       0
## 91   5166.360748    5532.9568           0  0.000000  0.000000       0
## 92   5774.210873    5537.4325           0  0.000000  0.000000       0
## 93    634.685278    3020.9008           0  0.000000  0.000000       0
## 94   9523.651170    4960.8166           0  0.000000  0.000000       0
## 95    492.703726    2791.8618           0  5.702371  0.000000       0
## 96   4983.112696    5801.4864           0  0.000000  0.000000       0
## 97   6166.265566    5836.5645           0  0.000000  0.000000       0
## 98    695.598243    3232.0919           0  0.000000  0.000000       0
## 99   4170.413724    5686.5321           0  0.000000  0.000000       0
## 100  2563.268757    5130.3493           0  0.000000  0.000000       0
## 101  2974.033658    5326.4749           0  0.000000  0.000000       0
## 102  4368.861944    5722.7204           0  0.000000  0.000000       0
## 103   920.148096    3720.9312           0  0.000000  0.000000       0
## 104  6157.491713    6123.9959           0  0.000000  0.000000       0
## 105  7930.930277    6010.8332           0  0.000000  0.000000       0
## 106  7225.575634    5982.7038           0  0.000000  0.000000       0
## 107  5725.413475    6026.6041           0  0.000000  0.000000       0
## 108  3157.338003    5532.2719           0  0.000000  0.000000       0
## 109 10559.860344    5389.7827           0  0.000000  0.000000       0
## 110 11094.587635    5248.3305           0  0.000000  0.000000       0
## 111  2894.644804    5587.6168           0  0.000000  0.000000       0
## 112  5265.803306    6238.1202           0  0.000000  0.000000       0
## 113  7058.964493    6278.1803           0  0.000000  0.000000       0
## 114  1332.923230    4359.5778           0  0.000000  0.000000       0
## 115  5613.424166    6268.6386           0  0.000000  0.000000       0
## 116  8175.978457    6181.3008           0  0.000000  0.000000       0
## 117  8051.369540    6195.9036           0  0.000000  0.000000       0
## 118  5151.491091    6225.2836           0  0.000000  0.000000       0
## 119  2331.202377    5397.5374           0  0.000000  0.000000       0
## 120  7266.985301    6526.6567           0  0.000000  0.000000       0
## 121   993.644940    3984.8493           0  0.000000  0.000000       0
## 122 16712.188935    4183.7393           0  0.000000  0.000000       0
## 123 12050.761060    5721.3051           0  0.000000  0.000000       0
## 124  8999.636106    6360.1321           0  0.000000  0.000000       0
## 125 13965.451130    5156.7554           0  0.000000  0.000000       0
## 126  5660.791379    6496.5913           0  0.000000  0.000000       0
## 127   155.647722    1778.0243           0  0.000000  0.000000       0
## 128   134.959543    1660.6724           0  0.000000  0.000000       0
## 129   422.354756    2824.5251           0  0.000000  0.000000       0
## 130  2678.063312    5754.8688           0  0.000000  0.000000       0
## 131  2160.434795    5391.3220           0  0.000000  0.000000       0
## 132  8430.277684    6690.6423           0  0.000000  0.000000       0
## 133  8293.185912    6703.2128           0  0.000000  0.000000       0
## 134  9392.707727    6574.4115           0  0.000000  0.000000       0
## 135 12961.656201    6008.2584           0  0.000000  0.000000       0
## 136 12115.789755    6084.2344           0  0.000000  0.000000       0
## 137  8686.168585    6707.0325           0  0.000000  0.000000       0
## 138  9800.570574    6558.9269           0  0.000000  0.000000       0
## 139 10905.402024    6357.6181           0  0.000000  0.000000       0
## 140  2621.190570    5737.7317           0  0.000000  0.000000       0
## 141  3714.113600    6279.5660           0  0.000000  0.000000       0
## 142  6634.640686    6796.2084           0  0.000000  0.000000       0
## 143  3939.515186    6777.1863           0  0.000000  0.000000       0
## 144  6946.178726    7476.9659           0  0.000000  0.000000       0
## 145  8273.307308    7527.8635           0  0.000000  0.000000       0
## 146  8123.083948    7527.8497           0  0.000000  0.000000       0
## 147  8575.412995    7523.8698           0  0.000000  0.000000       0
## 148  9032.141993    7508.1405           0  0.000000  0.000000       0
## 149  8424.096420    7526.5301           0  0.000000  0.000000       0
## 150  4172.596547    6872.1716           0  0.000000  0.000000       0
##     snow_Qrain snow_Qmelt  LEcanopy        SED snow_age  fire_et   wy  yd
## 1     0.000000   0.000000 10.437206   0.001000        0 0.000004 2018 351
## 2     0.000000   0.000000 10.380018   0.001000        0 0.000004 2018 352
## 3     0.000000   0.000000 33.812661   0.001000        0 0.000078 2018 353
## 4     0.000000   0.000000  8.071919   0.001000        0 0.000003 2018 354
## 5     0.000000   0.000000 11.651711   0.001000        0 0.000069 2018 355
## 6     0.000000   0.000000 10.415855   0.001000        0 0.000004 2018 356
## 7     0.000000   0.000000 10.402582   0.001000        0 0.000004 2018 357
## 8     0.000000   0.000000 14.109225   0.001000        0 0.000070 2018 358
## 9     0.000000   0.000000  0.016098   0.001000        0 0.000000 2018 359
## 10    0.000000   0.000000  3.022473   0.001000        0 0.000001 2018 360
## 11    0.000000   0.000000  3.829689   0.001000        0 0.000002 2018 361
## 12    0.000000   0.000000  0.888546   0.001000        0 0.000000 2018 362
## 13    0.000000   0.000000  5.240943   0.001000        0 0.000002 2018 363
## 14    0.000000   0.000000  4.409695   0.001000        0 0.000002 2018 364
## 15    0.000000   1.580610  0.015096  -4.772088        1 0.000011 2018 365
## 16    0.000000   2.526183  0.013949 -10.000000        2 0.000035 2018   1
## 17    0.000000   6.528212  0.025995 -10.000000        3 0.000111 2018   2
## 18    0.000000   2.553398  0.019967 -10.000000        4 0.000051 2018   3
## 19    0.000000   3.843110  0.015894   0.001000        0 0.000056 2018   4
## 20    0.000000   0.000000  0.026578   0.001000        0 0.000064 2018   5
## 21    0.000000   0.000000  0.024519   0.001000        0 0.000000 2018   6
## 22    0.000000   0.000000  0.031255   0.001000        0 0.000000 2018   7
## 23    0.000000   0.000000 10.464590   0.001000        0 0.000004 2018   8
## 24    0.000000   0.000000  5.418025   0.001000        0 0.000066 2018   9
## 25    0.000000   0.000000  5.752051   0.001000        0 0.000002 2018  10
## 26    0.000000   0.000000 10.388039   0.001000        0 0.000004 2018  11
## 27    0.000000   0.000000 10.426314   0.001000        0 0.000004 2018  12
## 28    0.000000   2.166550  0.016751  -4.322088        1 0.000011 2018  13
## 29    0.000000   4.191180  0.023773  -8.962040        2 0.000077 2018  14
## 30    0.000000   4.153806  0.027867   0.001000        0 0.000092 2018  15
## 31    0.000000   0.000000 10.476686   0.001000        0 0.000004 2018  16
## 32    0.000000   5.452585  0.022205   0.001000        0 0.000011 2018  17
## 33    0.000000   0.000000  0.046147   0.001000        0 0.000064 2018  18
## 34    0.000000   0.000000  6.716320   0.001000        0 0.000003 2018  19
## 35    0.000000   0.000000 12.342149   0.001000        0 0.000005 2018  20
## 36    0.000000   0.000000 13.737281   0.001000        0 0.000006 2018  21
## 37    0.000000   0.000000 10.404742   0.001000        0 0.000004 2018  22
## 38    0.000000   0.000000 10.436071   0.001000        0 0.000004 2018  23
## 39    0.000000   0.000000  8.818925   0.001000        0 0.000068 2018  24
## 40    0.000000   0.000000 14.265350   0.001000        0 0.000006 2018  25
## 41    0.000000   0.000000 10.698553   0.001000        0 0.000004 2018  26
## 42    0.000000   0.000000 10.436546   0.001000        0 0.000004 2018  27
## 43    0.000000   0.000000 10.417368   0.001000        0 0.000004 2018  28
## 44    0.000000   0.000000  8.280099   0.001000        0 0.000068 2018  29
## 45    0.000000   0.000000  0.023761   0.001000        0 0.000000 2018  30
## 46    0.000000   0.000000 12.121123   0.001000        0 0.000005 2018  31
## 47    0.000000   0.000000 10.440798   0.001000        0 0.000004 2018  32
## 48    0.000000   0.000000  0.044338   0.001000        0 0.000064 2018  33
## 49    0.000000   0.000000  2.083598   0.001000        0 0.000001 2018  34
## 50  112.395205   2.884740 15.058959   0.001000        0 0.000006 2018  35
## 51    0.000000   0.000000 13.468033   0.001000        0 0.000070 2018  36
## 52    0.000000   0.000000 10.432946   0.001000        0 0.000004 2018  37
## 53    0.000000   0.000000 10.415201   0.001000        0 0.000004 2018  38
## 54    0.000000   0.000000 22.432218   0.001000        0 0.000073 2018  39
## 55    0.000000   0.000000 25.663138   0.001000        0 0.000010 2018  40
## 56    0.000000   0.000000 10.389936   0.001000        0 0.000004 2018  41
## 57    0.000000   0.000000 10.358636   0.001000        0 0.000004 2018  42
## 58    0.000000   0.000000 10.360777   0.001000        0 0.000004 2018  43
## 59    0.000000   0.000000 10.403190   0.001000        0 0.000004 2018  44
## 60    0.000000   0.000000 27.260842   0.001000        0 0.000075 2018  45
## 61    0.000000   0.000000 10.327336   0.001000        0 0.000004 2018  46
## 62    0.000000   0.000000 34.345137   0.001000        0 0.000078 2018  47
## 63    0.000000   0.000000 10.379722   0.001000        0 0.000004 2018  48
## 64    0.000000   0.000000 10.384818   0.001000        0 0.000004 2018  49
## 65    0.000000   0.000000 10.365556   0.001000        0 0.000004 2018  50
## 66    0.000000   0.000000 10.355568   0.001000        0 0.000004 2018  51
## 67    0.000000   0.000000 10.335184   0.001000        0 0.000004 2018  52
## 68    0.000000   0.000000 32.918429   0.001000        0 0.000078 2018  53
## 69    0.000000   0.000000 35.093965   0.001000        0 0.000014 2018  54
## 70    0.000000   0.000000 10.319896   0.001000        0 0.000004 2018  55
## 71    0.000000   0.000000 10.356411   0.001000        0 0.000004 2018  56
## 72    0.000000   0.000000 10.386773   0.001000        0 0.000004 2018  57
## 73    0.000000   0.000000 25.245783   0.001000        0 0.000074 2018  58
## 74    0.000000   0.000000 10.400223   0.001000        0 0.000004 2018  59
## 75    0.000000   0.000000 10.386366   0.001000        0 0.000004 2018  60
## 76    0.000000   0.000000 21.799452   0.001000        0 0.000073 2018  61
## 77    0.000000   0.000000 35.819971   0.001000        0 0.000014 2018  62
## 78    0.000000   0.000000 43.358239   0.001000        0 0.000018 2018  63
## 79    0.000000   0.000000 37.869059   0.001000        0 0.000015 2018  64
## 80    0.000000   0.000000 10.423200   0.001000        0 0.000004 2018  65
## 81    1.466674   9.500695 13.276417   0.001000        0 0.000016 2018  66
## 82    0.000000   0.000000  0.022915   0.001000        0 0.000064 2018  67
## 83    0.000000   0.000000 15.713652   0.001000        0 0.000006 2018  68
## 84    0.000000   0.000000 20.234556   0.001000        0 0.000008 2018  69
## 85    0.000000   0.000000 10.416579   0.001000        0 0.000004 2018  70
## 86   34.719655   7.373313 14.559972   0.001000        0 0.000006 2018  71
## 87    0.000000   0.000000 11.922092   0.001000        0 0.000069 2018  72
## 88    0.000000   0.000000  0.050066   0.001000        0 0.000000 2018  73
## 89    0.000000   0.000000 54.824237   0.001000        0 0.000022 2018  74
## 90    0.000000   0.000000 63.388755   0.001000        0 0.000026 2018  75
## 91    0.000000   0.000000 10.332792   0.001000        0 0.000004 2018  76
## 92    0.000000   0.000000 74.374241   0.001000        0 0.000094 2018  77
## 93    0.000000   0.000000 10.364158   0.001000        0 0.000004 2018  78
## 94    0.000000   0.000000 10.371389   0.001000        0 0.000004 2018  79
## 95    0.000000   5.702371  0.028600   0.001000        0 0.000011 2018  80
## 96    0.000000   0.000000 13.838024   0.001000        0 0.000070 2018  81
## 97    0.000000   0.000000 38.437310   0.001000        0 0.000015 2018  82
## 98    0.000000   0.000000 10.423671   0.001000        0 0.000004 2018  83
## 99    0.000000   0.000000 10.390071   0.001000        0 0.000004 2018  84
## 100   0.000000   0.000000 20.611443   0.001000        0 0.000073 2018  85
## 101   0.000000   0.000000 31.450041   0.001000        0 0.000013 2018  86
## 102   0.000000   0.000000 67.237203   0.001000        0 0.000027 2018  87
## 103   0.000000   0.000000 10.332974   0.001000        0 0.000004 2018  88
## 104   0.000000   0.000000 52.500331   0.001000        0 0.000086 2018  89
## 105   0.000000   0.000000 55.655687   0.001000        0 0.000022 2018  90
## 106   0.000000   0.000000 76.667462   0.001000        0 0.000031 2018  91
## 107   0.000000   0.000000 75.453056   0.001000        0 0.000031 2018  92
## 108   0.000000   0.000000 62.479237   0.001000        0 0.000025 2018  93
## 109   0.000000   0.000000 10.368604   0.001000        0 0.000004 2018  94
## 110   0.000000   0.000000 63.030661   0.001000        0 0.000090 2018  95
## 111   0.000000   0.000000 10.363871   0.001000        0 0.000004 2018  96
## 112   0.000000   0.000000 10.392270   0.001000        0 0.000004 2018  97
## 113   0.000000   0.000000 36.055479   0.001000        0 0.000079 2018  98
## 114   0.000000   0.000000 10.420567   0.001000        0 0.000004 2018  99
## 115   0.000000   0.000000 51.454355   0.001000        0 0.000085 2018 100
## 116   0.000000   0.000000 58.869728   0.001000        0 0.000024 2018 101
## 117   0.000000   0.000000 78.773877   0.001000        0 0.000032 2018 102
## 118   0.000000   0.000000 68.685632   0.001000        0 0.000028 2018 103
## 119   0.000000   0.000000 51.121349   0.001000        0 0.000021 2018 104
## 120   0.000000   0.000000 10.365557   0.001000        0 0.000004 2018 105
## 121   0.000000   0.000000  0.253692   0.001000        0 0.000064 2018 106
## 122   0.000000   0.000000 76.690157   0.001000        0 0.000031 2018 107
## 123   0.000000   0.000000 89.432577   0.001000        0 0.000036 2018 108
## 124   0.000000   0.000000 59.243725   0.001000        0 0.000024 2018 109
## 125   0.000000   0.000000 80.130448   0.001000        0 0.000032 2018 110
## 126   0.000000   0.000000 60.552548   0.001000        0 0.000025 2018 111
## 127   0.000000   0.000000 10.381776   0.001000        0 0.000004 2018 112
## 128   0.000000   0.000000 10.381572   0.001000        0 0.000004 2018 113
## 129   0.000000   0.000000 10.359693   0.001000        0 0.000004 2018 114
## 130   0.000000   0.000000 44.731637   0.001000        0 0.000082 2018 115
## 131   0.000000   0.000000 10.364069   0.001000        0 0.000004 2018 116
## 132   0.000000   0.000000 69.596467   0.001000        0 0.000093 2018 117
## 133   0.000000   0.000000 76.212176   0.001000        0 0.000031 2018 118
## 134   0.000000   0.000000 63.864613   0.001000        0 0.000026 2018 119
## 135   0.000000   0.000000 88.821329   0.001000        0 0.000036 2018 120
## 136   0.000000   0.000000 87.195074   0.001000        0 0.000035 2018 121
## 137   0.000000   0.000000 76.131714   0.001000        0 0.000031 2018 122
## 138   0.000000   0.000000 77.400050   0.001000        0 0.000031 2018 123
## 139   0.000000   0.000000 76.039719   0.001000        0 0.000031 2018 124
## 140   0.000000   0.000000 53.319631   0.001000        0 0.000022 2018 125
## 141   0.000000   0.000000 10.313072   0.001000        0 0.000004 2018 126
## 142   0.000000   0.000000 10.291906   0.001000        0 0.000004 2018 127
## 143   0.000000   0.000000 10.307889   0.001000        0 0.000004 2018 128
## 144   0.000000   0.000000 10.281333   0.001000        0 0.000004 2018 129
## 145   0.000000   0.000000 10.249485   0.001000        0 0.000004 2018 130
## 146   0.000000   0.000000 79.754457   0.001000        0 0.000097 2018 131
## 147   0.000000   0.000000 72.128838   0.001000        0 0.000030 2018 132
## 148   0.000000   0.000000 69.429909   0.001000        0 0.000028 2018 133
## 149   0.000000   0.000000 63.970945   0.001000        0 0.000026 2018 134
## 150   0.000000   0.000000 10.268817   0.001000        0 0.000004 2018 135

RSS - Explore Site 3

'Exploring Site 3 RSS'
## [1] "Exploring Site 3 RSS"
cwws32valrss3_run1
## $bd
##      day month year basinID pot_surface_infil snow_thr sat_def_z  sat_def
##   1:   1    11 2017       1                 0        0  5743.000 2492.617
##   2:   2    11 2017       1                 0        0  5775.680 2506.922
##   3:   3    11 2017       1                 0        0  5827.917 2529.530
##   4:   4    11 2017       1                 0        0  5874.239 2549.550
##   5:   5    11 2017       1                 0        0  5922.438 2570.429
##  ---                                                                     
## 361:  27    10 2018       1                 0        0  7731.890 3352.507
## 362:  28    10 2018       1                 0        0  7736.308 3354.427
## 363:  29    10 2018       1                 0        0  7742.479 3357.111
## 364:  30    10 2018       1                 0        0  7750.978 3360.813
## 365:  31    10 2018       1                 0        0  7757.512 3363.671
##      rz_storage unsat_stor rz_drainage unsat_drain      cap     evap snowpack
##   1:   76.59031   1334.841    2.490852    1.372280 0.294495 0.275352        0
##   2:   75.81287   1333.825    2.183796    1.260209 0.254941 0.335187        0
##   3:   75.04237   1341.611    2.093020    1.285571 0.214954 0.395090        0
##   4:   74.41683   1347.344    1.892376    1.303572 0.173055 0.259773        0
##   5:   74.05853   1354.467    1.700235    1.221638 0.137988 0.252518        0
##  ---                                                                         
## 361:   85.97056   2242.030    4.456435    0.851586 0.147090 0.235130        0
## 362:   84.16584   2242.406    2.001184    0.571941 0.069264 0.432388        0
## 363:   82.95562   2243.122    1.408888    0.606845 0.068525 0.358181        0
## 364:   81.77949   2244.959    1.137202    0.453134 0.106126 0.355902        0
## 365:   80.78658   2245.703    0.936922    0.518146 0.061072 0.416151        0
##         trans baseflow    return streamflow      psn nppcum      lai  gw.Qout
##   1: 0.013950 7.753767 10.844229  18.396028 0.000048      0 0.023064 2.668249
##   2: 0.018846 7.331587 10.867505  18.003012 0.000062      0 0.023064 2.454442
##   3: 0.023052 6.963001 10.469701  17.243608 0.000064      0 0.023064 2.257814
##   4: 0.014314 6.645025 10.070107  16.528914 0.000051      0 0.023064 2.076980
##   5: 0.013761 6.371086  9.388270  15.586203 0.000050      0 0.023064 1.910668
##  ---                                                                         
## 361: 0.011935 4.695507  1.349666   6.021505 0.000035      0 0.068955 2.827366
## 362: 0.048600 4.484458  0.992757   5.457083 0.000081      0 0.064933 2.600572
## 363: 0.040211 4.202509  0.969943   5.152723 0.000082      0 0.062261 2.392018
## 364: 0.043760 3.953129  0.888380   4.822632 0.000106      0 0.060927 2.200234
## 365: 0.021714 3.808010  0.884243   4.669170 0.000065      0 0.023064 2.023867
##      gw.storage detention_store %sat_area litter_store litter_capacity
##   1:   30.72299               0  4.047260     0.001527        0.084106
##   2:   28.26854               0  4.047260     0.001321        0.084106
##   3:   26.01073               0  3.896430     0.000739        0.084106
##   4:   23.93375               0  3.720463     0.000680        0.084106
##   5:   22.02308               0  3.619910     0.000680        0.084106
##  ---                                                                  
## 361:   32.51715               0  0.904977     0.009990        0.084106
## 362:   29.91657               0  0.854701     0.000762        0.084106
## 363:   27.52456               0  0.879839     0.000438        0.084106
## 364:   25.32432               0  0.854701     0.000429        0.084106
## 365:   23.30045               0  0.854701     0.000415        0.084106
##      canopy_store %snow_cover snow_subl trans_var acc_trans acctransv_var
##   1:     0.000057           0         0  0.000666  82.93318      4450.352
##   2:     0.000057           0         0  0.001233  82.95203      4448.844
##   3:     0.000057           0         0  0.001866  82.97508      4447.011
##   4:     0.000057           0         0  0.000703  82.98939      4445.864
##   5:     0.000057           0         0  0.000650  83.00316      4444.762
##  ---                                                                     
## 361:     0.000057           0         0  0.000056 140.24980     13626.764
## 362:     0.000057           0         0  0.001040 140.29840     13630.999
## 363:     0.000057           0         0  0.000732 140.33861     13634.290
## 364:     0.000057           0         0  0.000879 140.38237     13637.773
## 365:     0.000057           0         0  0.001654 140.40408     13634.344
##           pet     dC13 precip pcp_assim mortf     tmax     tmin     tavg
##   1: 0.017468 23.35639      0         0     0 15.27671  9.17671 12.22671
##   2: 0.023444 22.80455      0         0     0 17.87671 10.47671 14.17671
##   3: 0.029926 22.46116      0         0     0 20.17671 11.47671 15.82671
##   4: 0.019109 22.61564      0         0     0 18.97671 13.57671 16.27671
##   5: 0.018142 22.74170      0         0     0 18.27671 12.97671 15.62671
##  ---                                                                    
## 361: 0.020734 25.32715      0         0     0  6.67671  2.97671  4.82671
## 362: 0.062350 24.16066      0         0     0 12.67671  2.27671  7.47671
## 363: 0.051153 23.96998      0         0     0 12.47671  4.07671  8.27671
## 364: 0.053404 23.14207      0         0     0 14.27671  6.27671 10.27671
## 365: 0.026811 22.23760      0         0     0 18.07671  9.37671 13.72671
##           vpd snowfall recharge     gpsn     resp       gs rootdepth   plantc
##   1: 262.7217        0        0 0.078455 0.029971 0.108837  436.5498 0.096925
##   2: 350.5153        0        0 0.093085 0.031207 0.109496  436.5498 0.096925
##   3: 444.9765        0        0 0.096641 0.032474 0.104748  436.5498 0.096925
##   4: 296.5631        0        0 0.084509 0.033197 0.101727  436.5498 0.096925
##   5: 280.9250        0        0 0.082629 0.033115 0.103077  436.5498 0.096925
##  ---                                                                         
## 361: 105.6290        0        0 0.065679 0.030718 0.235686  436.5498 0.096925
## 362: 316.3843        0        0 0.112699 0.031741 0.301385  436.5498 0.096925
## 363: 276.3677        0        0 0.113537 0.031954 0.291434  436.5498 0.096925
## 364: 298.7147        0        0 0.138920 0.033399 0.297529  436.5498 0.096925
## 365: 394.2291        0        0 0.094625 0.030026 0.110365  436.5498 0.096925
##      snowmelt canopysubl routedstreamflow canopy_snow   height evap_can
##   1:        0          0         2.668249           0 6.876357 0.000000
##   2:        0          0         2.454442           0 6.876357 0.000000
##   3:        0          0         2.257814           0 6.876357 0.000000
##   4:        0          0         2.076980           0 6.876357 0.000000
##   5:        0          0         1.910668           0 6.876357 0.000000
##  ---                                                                   
## 361:        0          0         2.827366           0 6.876357 0.000092
## 362:        0          0         2.600572           0 6.876357 0.000000
## 363:        0          0         2.392018           0 6.876357 0.000000
## 364:        0          0         2.200234           0 6.876357 0.000000
## 365:        0          0         2.023867           0 6.876357 0.000000
##      evap_lit evap_soil    litrc    Kdown    Ldown      Kup Lup Kstar_can
##   1: 0.000592  0.274760 0.042053 2346.852 31189.63 292.5164   0  91.24764
##   2: 0.000206  0.334981 0.042053 3207.800 31537.13 399.0860   0 126.38799
##   3: 0.000581  0.394509 0.042053 4097.599 31688.91 508.8204   0 165.33381
##   4: 0.000059  0.259714 0.042053 1910.967 33355.60 238.4185   0  66.83281
##   5: 0.000000  0.252518 0.042053 1850.866 33078.59 230.9517   0  64.91660
##  ---                                                                     
## 361: 0.074116  0.160922 0.042053 1268.669 28728.78 158.9644   0 117.73402
## 362: 0.009229  0.423159 0.042053 6193.494 26933.12 769.9450   0 522.07019
## 363: 0.000324  0.357857 0.042053 4670.184 28371.97 582.0021   0 387.49461
## 364: 0.000009  0.355893 0.042053 4356.794 29464.88 543.2130   0 343.10288
## 365: 0.000014  0.416138 0.042053 4057.706 30680.68 503.8666   0 166.41620
##      Kstar_soil Kstar_snow Lstar_can Lstar_soil Lstar_snow LE_canopy   LE_soil
##   1:  1159.1481          0         0          0          0  34.50393  680.0305
##   2:  1631.6143          0         0          0          0  46.50394  826.0033
##   3:  2157.4905          0         0          0          0  56.77899  971.7892
##   4:   937.9383          0         0          0          0  35.23765  639.0867
##   5:   906.7446          0         0          0          0  33.89872  621.6495
##  ---                                                                          
## 361:   563.7568          0         0          0          0  30.01347  584.9370
## 362:  3272.4949          0         0          0          0 120.66964 1071.9309
## 363:  2347.2411          0         0          0          0  99.70952  887.6222
## 364:  2169.7688          0         0          0          0 108.26993  880.3183
## 365:  2154.0435          0         0          0          0  53.53417 1025.7208
##      LE_snow Lstar_strat canopydrip       date   wy  yd       et unfilled_cap
##   1:       0           0          0 2017-11-01 2018 305 0.289302     1411.431
##   2:       0           0          0 2017-11-02 2018 306 0.354033     1409.637
##   3:       0           0          0 2017-11-03 2018 307 0.418142     1416.653
##   4:       0           0          0 2017-11-04 2018 308 0.274087     1421.761
##   5:       0           0          0 2017-11-05 2018 309 0.266279     1428.525
##  ---                                                                         
## 361:       0           0          0 2018-10-27 2019 300 0.247065     2328.001
## 362:       0           0          0 2018-10-28 2019 301 0.480988     2326.572
## 363:       0           0          0 2018-10-29 2019 302 0.398392     2326.078
## 364:       0           0          0 2018-10-30 2019 303 0.399662     2326.738
## 365:       0           0          0 2018-10-31 2019 304 0.437865     2326.490
## 
## $pd
##      day month year basinID hillID zoneID patchID familyID family_horizon
##   1:   1    11 2017       1    108 149478  149478    -9999              0
##   2:   2    11 2017       1    108 149478  149478    -9999              0
##   3:   3    11 2017       1    108 149478  149478    -9999              0
##   4:   4    11 2017       1    108 149478  149478    -9999              0
##   5:   5    11 2017       1    108 149478  149478    -9999              0
##  ---                                                                     
## 361:  27    10 2018       1    108 149478  149478    -9999              0
## 362:  28    10 2018       1    108 149478  149478    -9999              0
## 363:  29    10 2018       1    108 149478  149478    -9999              0
## 364:  30    10 2018       1    108 149478  149478    -9999              0
## 365:  31    10 2018       1    108 149478  149478    -9999              0
##      rain_thr detention_store sat_def_z    sat_def rz_storage
##   1:        0               0   0.00000   0.000000   0.000000
##   2:        0               0   0.00000   0.000000   0.000000
##   3:        0               0   0.00000   0.000000   0.000000
##   4:        0               0   0.00000   0.000000   0.000000
##   5:        0               0   0.00000   0.000000   0.000000
##  ---                                                         
## 361:        0               0  20.75038   9.358423   3.022028
## 362:        0               0  15.56028   7.017684   2.266155
## 363:        0               0  25.66846  11.576477   5.244537
## 364:        0               0 171.90837  77.530675  54.041121
## 365:        0               0 286.97584 129.426103  56.333388
##      potential_rz_store rz_field_capacity rz_wilting_point unsat_stor
##   1:           434.7485          0.000000         0.001220          0
##   2:           434.7485          0.000000         0.001617          0
##   3:           434.7485          0.000000         0.001952          0
##   4:           434.7485          0.000000         0.001279          0
##   5:           434.7485          0.000000         0.001234          0
##  ---                                                                 
## 361:           434.7485          4.463330         1.373638          0
## 362:           434.7485          3.346957         1.230632          0
## 363:           434.7485          5.521190         0.923006          0
## 364:           434.7485         43.576809         1.521916          0
## 365:           434.7485         61.727425         6.036060          0
##      rz_drainage unsat_drain rz_transfer unsat_transfer sat_transfer
##   1:     0.00000           0           0              0            0
##   2:     0.00000           0           0              0            0
##   3:     0.00000           0           0              0            0
##   4:     0.00000           0           0              0            0
##   5:     0.00000           0           0              0            0
##  ---                                                                
## 361:     0.00000           0           0              0            0
## 362:     0.00000           0           0              0            0
## 363:     0.00000           0           0              0            0
## 364:    13.83838           0           0              0            0
## 365:    32.12868           0           0              0            0
##      sublimation return evap evap_surface soil_evap snow snow_melt trans_sat
##   1:           0      0    0     0.000000         0    0         0  0.006289
##   2:           0      0    0     0.000000         0    0         0  0.008334
##   3:           0      0    0     0.000000         0    0         0  0.010062
##   4:           0      0    0     0.000000         0    0         0  0.006593
##   5:           0      0    0     0.000000         0    0         0  0.006361
##  ---                                                                        
## 361:           0      0    0     0.064313         0    0         0  0.001905
## 362:           0      0    0     0.000000         0    0         0  0.007371
## 363:           0      0    0     0.000000         0    0         0  0.006458
## 364:           0      0    0     0.000000         0    0         0  0.007104
## 365:           0      0    0     0.000000         0    0         0  0.008461
##      trans_unsat      Qin     Qout       psn root_zone.S root.depth
##   1:    0.000000 7103.518 7103.511  0.000216    1.000000   963.9656
##   2:    0.000000 6288.297 6288.288  0.002709    1.000000   963.9656
##   3:    0.000000 6403.398 6403.388  0.002579    1.000000   963.9656
##   4:    0.000000 5742.979 5742.972  0.001844    1.000000   963.9656
##   5:    0.000000 5180.144 5180.138  0.001168    1.000000   963.9656
##  ---                                                               
## 361:    0.000047 1751.938 1751.194 -0.021164    0.985425   963.9656
## 362:    0.000162 1421.143 1419.551 -0.009974    0.989071   963.9656
## 363:    0.000106 1281.188 1282.762 -0.008724    0.985435   963.9656
## 364:    0.000194 1258.306 1275.456 -0.002416    0.945970   963.9656
## 365:    0.001000 1157.312 1206.906  0.004145    0.831874   963.9656
##      litter.rain_stor litter.S area      pet      lai baseflow streamflow pcp
##   1:                0        0  100 0.007215 0.008810        0          0   0
##   2:                0        0  100 0.009653 0.008810        0          0   0
##   3:                0        0  100 0.012298 0.008810        0          0   0
##   4:                0        0  100 0.007962 0.008810        0          0   0
##   5:                0        0  100 0.007556 0.008810        0          0   0
##  ---                                                                         
## 361:                0        0  100 0.002935 0.008808        0          0   0
## 362:                0        0  100 0.009228 0.008808        0          0   0
## 363:                0        0  100 0.007898 0.008808        0          0   0
## 364:                0        0  100 0.008436 0.008808        0          0   0
## 365:                0        0  100 0.010992 0.008810        0          0   0
##      recharge Kdowndirpch Kdowndiffpch  Kupdirpch Kupdifpch Luppch
##   1:        0           0     652.5890  36.980668  232.9759      0
##   2:        0           0     844.7887  71.345284  305.0013      0
##   3:        0           0    1008.3139 121.119042  369.2642      0
##   4:        0           0     544.2295  24.200529  193.3268      0
##   5:        0           0     528.7562  22.666299  187.7074      0
##  ---                                                              
## 361:        0           0     364.4211   9.420754  128.4153      0
## 362:        0           0    1255.5319 256.747742  473.7632      0
## 363:        0           0    1090.4362 137.539643  399.5276      0
## 364:        0           0    1042.3238 118.412578  380.0751      0
## 365:        0           0     998.4972 119.939858  365.6692      0
##      Kdowndirsubcan Kdowndifsubcan Ldownsubcan  Kstarcan Kstardirsno
##   1:      330.11751       2004.070           0  79.89494           0
##   2:      636.88215       2615.283           0 114.42601           0
##   3:     1081.20049       3153.660           0 153.85040           0
##   4:      216.03229       1665.370           0  60.13064           0
##   5:      202.33659       1617.265           0  58.10860           0
##  ---                                                                
## 361:       84.13646       1108.764           0  42.76702           0
## 362:     2293.00600       4012.814           0 250.10968           0
## 363:     1228.36222       3411.696           0 177.28694           0
## 364:     1057.53901       3249.938           0 160.86749           0
## 365:     1070.67420       3122.957           0 153.54029           0
##      Kstardiffsno Lstarcanopy Lstarsnow Lstarsoil     wind windsnow windzone
##   1:            0           0         0         0 0.520582        1        1
##   2:            0           0         0         0 0.520582        1        1
##   3:            0           0         0         0 0.520582        1        1
##   4:            0           0         0         0 0.520582        1        1
##   5:            0           0         0         0 0.520582        1        1
##  ---                                                                        
## 361:            0           0         0         0 0.520582        1        1
## 362:            0           0         0         0 0.520582        1        1
## 363:            0           0         0         0 0.520582        1        1
## 364:            0           0         0         0 0.520582        1        1
## 365:            0           0         0         0 0.520582        1        1
##            ga gasnow trans_reduc_perc pch_field_cap overland_flow   height
##   1: 4.717895      0                1             0    6087.35387 3.854442
##   2: 4.717895      0                1             0    5169.03822 3.854442
##   3: 4.717895      0                1             0    5358.90964 3.854442
##   4: 4.717895      0                1             0    4637.15228 3.854442
##   5: 4.717895      0                1             0    3879.61118 3.854442
##  ---                                                                      
## 361: 4.717895      0                1             0     476.12925 3.854442
## 362: 4.717895      0                1             0      77.81615 3.854442
## 363: 4.717895      0                1             0      50.12186 3.854442
## 364: 4.717895      0                1             0      23.36983 3.854442
## 365: 4.717895      0                1             0      20.48187 3.854442
##      ustar snow_albedo Kstarsoil Kdowndirsurf Kdowndifsurf exfil_unsat
##   1:     0           0 1448.1801    330.11751     2004.070           0
##   2:     0           0 2082.1599    636.88215     2615.283           0
##   3:     0           0 2803.0604   1081.20049     3153.660           0
##   4:     0           0 1149.0324    216.03229     1665.370           0
##   5:     0           0 1108.8850    202.33659     1617.265           0
##  ---                                                                  
## 361:     0           0  709.1897     84.13646     1108.764           0
## 362:     0           0 4419.7064   2293.00600     4012.814           0
## 363:     0           0 3085.6158   1228.36222     3411.696           0
## 364:     0           0 2834.4058   1057.53901     3249.938           0
## 365:     0           0 2775.7705   1070.67420     3122.957           0
##      snow_Rnet snow_QLE snow_QH snow_Qrain snow_Qmelt  LEcanopy   SED snow_age
##   1:         0        0       0          0          0 15.526592 0.001        0
##   2:         0        0       0          0          0 20.528534 0.001        0
##   3:         0        0       0          0          0 24.738641 0.001        0
##   4:         0        0       0          0          0 16.213557 0.001        0
##   5:         0        0       0          0          0 15.653009 0.001        0
##  ---                                                                          
## 361:         0        0       0          0          0  4.856831 0.001        0
## 362:         0        0       0          0          0 18.668327 0.001        0
## 363:         0        0       0          0          0 16.260798 0.001        0
## 364:         0        0       0          0          0 18.044687 0.001        0
## 365:         0        0       0          0          0 23.310046 0.001        0
##       fire_et       date   wy  yd
##   1: 0.000006 2017-11-01 2018 305
##   2: 0.000008 2017-11-02 2018 306
##   3: 0.000010 2017-11-03 2018 307
##   4: 0.000007 2017-11-04 2018 308
##   5: 0.000006 2017-11-05 2018 309
##  ---                             
## 361: 0.000066 2018-10-27 2019 300
## 362: 0.000008 2018-10-28 2019 301
## 363: 0.000007 2018-10-29 2019 302
## 364: 0.000007 2018-10-30 2019 303
## 365: 0.000009 2018-10-31 2019 304
{plot(cwws32valrss3_run1$bd$date, (cwws32valrss3_run1$bd$rz_storage/cwws32valrss3_run1$bd$rootdepth), type = 'l', ylim = c(0.12,0.26))
lines(valmergesm1$Date,valmergesm1$Site3, col = 'BLUE', lty = 3)}

{plot(cwws32valrss3_run3$bd$date, (cwws32valrss3_run3$bd$rz_storage/cwws32valrss3_run3$bd$rootdepth), type = 'l', ylim = c(0.12,0.26))
lines(valmergesm3$Date,valmergesm3$Site3, col = 'BLUE', lty = 3)}

paste0("((valmergesm",i,"$root_zone.S","*valmergesm",i,"$potential_rz_store)","/valmergesm",i,"$root.depth)")
## [1] "((valmergesm200$root_zone.S*valmergesm200$potential_rz_store)/valmergesm200$root.depth)"
plot((valmergesm3$root_zone.S*valmergesm3$potential_rz_store)/(valmergesm3$root.depth), type = "l")

plot(valmergesm3$Date, (valmergesm3$rz_storage/valmergesm3$root.depth), type = "l")

plot(valmergesm3$Date, valmergesm3$Site3, type = "l")

{plot(cwws32valrss3_run3$pd$date, (cwws32valrss3_run3$pd$rz_storage/cwws32valrss3_run3$pd$root.depth), type = 'l', ylim = c(0.0,0.45))
lines(valmergesm3$Date,valmergesm3$Site3, col = 'BLUE', lty = 3)}

{plot(cwws32valrss3_run3$pd$date, ((cwws32valrss3_run3$pd$root_zone.S*cwws32valrss3_run3$pd$potential_rz_store)/cwws32valrss3_run3$pd$root.depth), type = 'l', ylim = c(0.0,0.45))
lines(valmergesm3$Date,valmergesm3$Site3, col = 'BLUE', lty = 3)}

## based on landscape position the previous two figures differ, the second figure does not count inundation as "0" VWC

#paste0("((valmergesm",i,"$root_zone.S","*valmergesm",i,"$potential_rz_store)","/valmergesm",i,"$root.depth)")


{plot(cwws32valrss3_run3$bd$date, (cwws32valrss3_run3$bd$rz_storage/cwws32valrss3_run3$bd$rootdepth), type = 'l', ylim = c(0.0,0.45))
lines(valmergesm3$Date,valmergesm3$Site3, col = 'BLUE', lty = 3)}

{plot(cwws32valrss3_run43$pd$date, (cwws32valrss3_run43$pd$rz_storage/cwws32valrss3_run43$pd$root.depth), type = 'l', ylim = c(0.0,0.35))
lines(valmergesm43$Date,valmergesm43$Site3, col = 'BLUE', lty = 3)}

{plot(cwws32valrss3_run43$bd$date, (cwws32valrss3_run43$bd$rz_storage/cwws32valrss3_run43$bd$rootdepth), type = 'l', ylim = c(0.12,0.26))
lines(valmergesm1$Date,valmergesm1$Site3, col = 'BLUE', lty = 3)}

RSS - merge all 3 sites

threesitevalidation1<- data.frame(cbind(site1=as.numeric(validationsmKGElistsite1),site2=as.numeric(validationsmKGElistsite2),site3=as.numeric(validationsmKGElistsite3)))


threesitevalidation<-threesitevalidation1

threesitevalidation$allsites<- rowMeans(threesitevalidation1,na.rm=FALSE)

threesitevalidation
##            site1       site2       site3   allsites
## 1    0.154906304 -0.99857700 -1.42150585 -0.7550588
## 2    0.093937400 -0.50656131 -0.35830731 -0.2569771
## 3    0.296744311 -0.92120778 -0.44629466 -0.3569194
## 4    0.132789982 -0.51266308 -0.39249338 -0.2574555
## 5   -0.065723694 -0.45271800          NA         NA
## 6    0.127310907 -0.60283525 -0.40448218 -0.2933355
## 7   -0.089370321 -0.18794799          NA         NA
## 8   -0.051123095 -0.30288086 -0.46538615 -0.2731300
## 9   -0.150926993 -0.33534274          NA         NA
## 10   0.134346502 -0.57979915 -0.38591835 -0.2771237
## 11   0.166940881 -1.07902306 -0.48430330 -0.4654618
## 12  -0.473671843 -0.35277041 -0.44908373 -0.4251753
## 13   0.212958973 -1.01466597          NA         NA
## 14   0.143459626 -0.62395990          NA         NA
## 15   0.191913359 -0.73856965 -0.39612038 -0.3142589
## 16   0.135175812 -0.58958636          NA         NA
## 17   0.158309709 -0.70350531 -0.25169343 -0.2656297
## 18   0.129553825 -1.04499580 -0.34682238 -0.4207548
## 19   0.176382691 -1.13509936 -0.41649136 -0.4584027
## 20   0.141526568 -0.77321767 -1.36060024 -0.6640971
## 21   0.148853555 -1.14626418 -2.34117179 -1.1128608
## 22   0.007095191 -0.42527951 -0.05324693 -0.1571438
## 23   0.036268501 -0.36946360          NA         NA
## 24   0.138695734 -0.48133948 -0.82761383 -0.3900859
## 25  -0.033447935 -0.34531672 -0.43146893 -0.2700779
## 26   0.163830629 -0.60224811          NA         NA
## 27   0.009584133 -0.63381848 -0.40797847 -0.3440709
## 28   0.009759521 -0.48950575          NA         NA
## 29   0.173876449 -0.94527398 -0.36341116 -0.3782696
## 30   0.013734314 -0.82866693 -1.24937585 -0.6881028
## 31  -0.118584104 -0.17375226 -0.49736996 -0.2632354
## 32   0.157852099 -1.07822165 -0.38505373 -0.4351411
## 33  -0.035589711 -1.03541377 -0.42660219 -0.4992019
## 34  -0.120408677 -0.43178132          NA         NA
## 35   0.086280302 -1.01923633 -0.37745578 -0.4368039
## 36   0.144929853 -0.63516944 -0.19433781 -0.2281925
## 37   0.080586028 -0.89793994 -0.42406938 -0.4138078
## 38   0.070188285 -0.30208641 -0.41645281 -0.2161170
## 39   0.107392024 -0.54964038 -1.63702616 -0.6930915
## 40   0.082480808 -0.93913105 -0.43207966 -0.4295766
## 41   0.132203180 -0.59920651 -0.37202513 -0.2796762
## 42   0.186003207 -0.91964965 -0.43284712 -0.3888312
## 43  -0.276773927 -0.15800350 -2.77508207 -1.0699532
## 44  -0.007576334 -0.35292042  0.02187973 -0.1128723
## 45   0.105257429 -1.10816039 -0.28120175 -0.4280349
## 46   0.132837913 -0.86180344  0.03085794 -0.2327025
## 47   0.210348073 -0.98656889          NA         NA
## 48  -0.033287482 -0.95997369 -0.02543784 -0.3395663
## 49   0.114416894 -0.93729680 -0.65515560 -0.4926785
## 50   0.188450280 -0.91304339 -0.12284557 -0.2824796
## 51   0.096457942 -0.40894604          NA         NA
## 52  -0.041250900 -0.30438421          NA         NA
## 53   0.156225977 -1.50192205 -0.71534458 -0.6870135
## 54   0.138939564 -0.83014615 -0.99285613 -0.5613542
## 55   0.063111482 -0.99579335 -0.58510642 -0.5059294
## 56   0.074795996 -0.59075910 -0.09833728 -0.2047668
## 57   0.187064159 -0.73333792          NA         NA
## 58   0.155487234 -0.88374724 -0.42711224 -0.3851241
## 59   0.089626085 -1.12023794          NA         NA
## 60   0.041981557 -0.37584372          NA         NA
## 61   0.070780571 -0.38548056 -0.42682776 -0.2471759
## 62   0.166029142 -1.10467573 -0.43527262 -0.4579731
## 63   0.047098224 -0.37801064 -0.52480171 -0.2852380
## 64  -0.116361564 -0.95232407 -0.17609495 -0.4149269
## 65   0.128904114 -1.45623700 -0.42879305 -0.5853753
## 66   0.198975015 -1.12368924          NA         NA
## 67  -0.004692044 -0.44856733 -2.70074392 -1.0513344
## 68   0.097174229 -1.28286581 -0.37048133 -0.5187243
## 69   0.025903181 -0.32166504 -0.35511181 -0.2169579
## 70   0.096406390 -1.24773110 -0.09728227 -0.4162023
## 71   0.027413889 -1.19212826 -0.25657315 -0.4737625
## 72   0.062486417 -0.85336729 -0.68201666 -0.4909658
## 73  -0.113094329 -0.95086036  0.02126905 -0.3475619
## 74   0.153028668 -1.26386770          NA         NA
## 75  -0.030160077 -1.29417217 -0.43231926 -0.5855505
## 76   0.086751973 -1.02204243 -1.01230274 -0.6491977
## 77   0.118762367 -1.32032432 -0.48750848 -0.5630235
## 78  -0.002144641 -0.26441607 -0.43946038 -0.2353404
## 79   0.011300676 -0.75074126 -0.34807161 -0.3625041
## 80   0.026144345 -0.43649612 -0.30814926 -0.2395003
## 81  -0.042951788 -1.10233832 -0.59356694 -0.5796190
## 82   0.180157360 -0.95435200 -0.11008586 -0.2947602
## 83   0.026940643 -1.32736903 -0.20870545 -0.5030446
## 84   0.014807351 -1.09520659 -0.49537535 -0.5252582
## 85   0.200205072 -1.00738635          NA         NA
## 86  -0.044379957 -0.86742355          NA         NA
## 87   0.076306970 -0.88430460 -0.03093732 -0.2796450
## 88  -0.028927857 -0.92653122          NA         NA
## 89   0.094860271 -1.36399465 -0.39608858 -0.5550743
## 90   0.190703399 -0.85227482          NA         NA
## 91  -0.019601633 -0.94038666          NA         NA
## 92   0.040276421 -0.36724675 -2.59771344 -0.9748946
## 93   0.052030594 -0.52782388 -2.30825281 -0.9280154
## 94   0.156780996 -1.20768489 -0.55272999 -0.5345446
## 95   0.072757833 -0.92761973 -0.42230444 -0.4257221
## 96  -0.173968720 -0.83917358 -0.05970736 -0.3576166
## 97   0.036830145 -1.09951712 -2.86973688 -1.3108080
## 98   0.066502197 -1.15853380 -0.11916159 -0.4037311
## 99  -0.057198895 -0.67304558 -0.44601734 -0.3920873
## 100  0.098002929 -1.43092755          NA         NA
## 101  0.102061447 -1.19759866 -1.40375810 -0.8330984
## 102 -0.016794955 -0.20815339 -1.84695547 -0.6906346
## 103  0.157534942 -0.90290326 -0.27320256 -0.3395236
## 104 -0.120538372 -1.22779887 -0.42981993 -0.5927191
## 105  0.115311243 -0.55741593 -0.43752665 -0.2932104
## 106  0.156845991 -0.99978300 -0.41547006 -0.4194690
## 107  0.082417854 -0.93143651 -0.31627902 -0.3884326
## 108 -0.005623339 -0.71060742 -0.35477620 -0.3570023
## 109  0.134934288 -0.75182273 -0.78780982 -0.4682328
## 110  0.034404604 -1.36668792 -0.30094935 -0.5444109
## 111 -0.061846616 -0.29581169 -0.43215263 -0.2632703
## 112  0.059639340 -0.48383922 -0.36944121 -0.2645470
## 113  0.115878767 -1.16132167 -0.13058796 -0.3920103
## 114  0.100936146 -0.90056024          NA         NA
## 115 -0.013520841 -1.10408873 -0.14345880 -0.4203561
## 116 -0.130605789 -1.11229614 -0.24813836 -0.4970134
## 117 -0.012699474 -0.77302802 -0.43570281 -0.4071434
## 118  0.058248229 -0.67661679          NA         NA
## 119  0.074318303 -1.20302208 -0.43641435 -0.5217060
## 120 -0.079691623 -0.21601392 -2.09062894 -0.7954448
## 121  0.053432677 -0.70375591 -0.42178477 -0.3573693
## 122  0.001026009 -0.91194390 -0.07612490 -0.3290143
## 123  0.143946127 -1.00839355 -0.34601966 -0.4034890
## 124  0.121722703 -0.52602723          NA         NA
## 125 -0.123701854 -0.30674268 -0.44410444 -0.2915163
## 126  0.050456768 -1.05695571 -0.21306463 -0.4065212
## 127  0.133910230 -1.02569059 -1.27202792 -0.7212694
## 128  0.143333891 -0.68804970 -1.58369722 -0.7094710
## 129 -0.053406328 -0.35393104 -0.45356094 -0.2869661
## 130 -0.019047070 -0.25410381 -0.42815709 -0.2337693
## 131  0.057211207 -1.41600987 -0.12916163 -0.4959868
## 132 -0.079830357 -0.23772191          NA         NA
## 133 -0.142299877 -1.20721758 -0.13225132 -0.4939229
## 134  0.059567585 -1.44812737 -0.01610577 -0.4682219
## 135  0.004630026 -0.97824711  0.03228877 -0.3137761
## 136 -0.175429399 -0.58100368 -0.42474082 -0.3937246
## 137  0.055470815 -0.97213643 -0.51520212 -0.4772892
## 138 -0.242493611 -0.88946564          NA         NA
## 139 -0.003790880 -1.12066795          NA         NA
## 140 -0.012409565 -0.27402453          NA         NA
## 141  0.045071868 -1.33988466 -2.04868418 -1.1144990
## 142  0.007650339 -1.12823508 -1.37353745 -0.8313741
## 143 -0.025925269 -1.43196564 -0.38352128 -0.6138041
## 144 -0.247827181 -0.98728130 -0.41358033 -0.5495629
## 145 -0.304786755 -0.76834031          NA         NA
## 146  0.130294949 -0.59815354          NA         NA
## 147  0.154000222 -1.08340609          NA         NA
## 148 -0.217234168 -1.46105744 -0.45161611 -0.7099692
## 149 -0.038882373 -0.32235601          NA         NA
## 150  0.043388043 -1.48776141 -0.45001994 -0.6314644
## 151 -0.326455723 -1.15110221 -0.41534334 -0.6309671
## 152 -0.194972569 -1.11262375          NA         NA
## 153  0.047899799 -1.09294953          NA         NA
## 154 -0.138185330 -0.61816252          NA         NA
## 155 -0.022950737 -0.23795790          NA         NA
## 156 -0.055350182 -0.81259621          NA         NA
## 157           NA -1.18539416 -0.42644227         NA
## 158 -0.500424858 -0.06153256          NA         NA
## 159  0.183709048 -0.57977481 -0.66032657 -0.3521308
## 160  0.025085763 -0.41274876          NA         NA
## 161  0.040981832 -0.37730448          NA         NA
## 162  0.129482923 -0.60730144          NA         NA
## 163  0.070437257 -1.17396062          NA         NA
## 164 -0.075857982 -0.55933870          NA         NA
## 165 -0.040135787 -0.78807236          NA         NA
## 166 -0.236707678 -0.25715647 -0.35971961 -0.2845279
## 167           NA -1.47935192          NA         NA
## 168 -0.066945438 -0.41498423          NA         NA
## 169 -0.256516904 -0.02971003          NA         NA
## 170 -0.198364915 -1.01379586          NA         NA
## 171 -0.194585925 -0.47888124          NA         NA
## 172 -0.275695509 -1.00173703          NA         NA
## 173 -0.383256880 -1.25400994          NA         NA
## 174 -0.360842575 -1.35958850          NA         NA
## 175           NA -1.23585753          NA         NA
## 176           NA -1.15630324 -0.55319051         NA
## 177 -0.380195996 -0.93354245          NA         NA
## 178 -0.294988234 -0.86894706          NA         NA
## 179 -0.378953383 -1.29651208          NA         NA
## 180 -0.035989665 -0.88392016          NA         NA
## 181 -0.099605534 -0.54560947          NA         NA
## 182 -0.350339886 -0.81366328          NA         NA
## 183 -0.394304757 -1.21315413          NA         NA
## 184           NA -1.05355647          NA         NA
## 185 -0.392146255 -1.11957337          NA         NA
## 186           NA -1.40751690          NA         NA
## 187           NA -1.43438161          NA         NA
## 188           NA -1.39024765          NA         NA
## 189           NA -1.53931283          NA         NA
## 190  0.150253204 -0.32613961          NA         NA
## 191           NA -1.16217919          NA         NA
## 192           NA -1.22339446          NA         NA
## 193           NA -1.09399187          NA         NA
## 194           NA -1.52612869          NA         NA
## 195 -0.355552835 -1.28987337          NA         NA
## 196  0.006163483 -0.25990920          NA         NA
## 197  0.012368844 -0.36734502 -4.39793728 -1.5843045
## 198 -0.171406929 -1.17481130          NA         NA
## 199 -0.236604528 -0.94331166          NA         NA
## 200  0.180444386 -0.97142201          NA         NA
boxplot(threesitevalidation1, main = "Boxplot of Patch Specific Soil Moisture KGE - RSS")

boxplot(threesitevalidation, main = "Boxplot of Patch Specific Soil Moisture KGE - RSS")

plot(validationsmKGElistsite1,validationsmKGElistsite3)

write.csv(threesitevalidation,'threesitevalidationrss.csv')

STATIC

run model n times for patch 1 - only for validation time series

input_rhessys = IOin_rhessys_input(
  version = rh_path,
  tec_file = "tecfiles/tec_daily",
  world_file = "CWWS32static.world.Y2018M10D31H1.state.Y2018M10D31H1.state",
  world_hdr_prefix = "CWWS32static",
  flowtable = "CWWS32static1.flow",
  start = "2015 11 1 1",
  end = "2018 11 1 1",
  output_folder = "out",
  output_prefix = "cwws32valstatic1",
commandline_options = c("-b -p 1 110 136557 136557"))

#commandline_options = c("-b -g -p 1 110 136557 136557 -p 1 108 141942 141942 -p 1 108 149478 149478"))

## TEC file dictates model output, begin output a year in to allow model SM to stabilize
# do not output_state or worldfile may be overwritten as output is created
input_tec_data = IOin_tec_std(start = "2017 11 1 1",
                              end = "2018 11 1 1",
                              output_state = FALSE)

input_hdr = IOin_hdr(
  basin = "defs/basin.def",
  hillslope = "defs/hillslope.def",
  zone = "defs/zone.def",
  soil = c("defs/soil_clay.def","defs/soil_clayloam.def","defs/soil_loam.def","defs/soil_loamysand.def","defs/soil_rock.def","defs/soil_sand.def","defs/soil_sandyclay.def","defs/soil_sandyclayloam.def","defs/soil_sandyloam.def","defs/soil_silt.def","defs/soil_siltyclay.def","defs/soil_siltyclayloam.def","defs/soil_siltyloam.def","defs/soil_water.def", "defs/soil_shallowloam.def", "defs/soil_shallowsandyclayloam.def", "defs/soil_shallowsandyloam.def"),
  landuse = "defs/lu_undev.def",
  stratum = c("defs/veg_deciduous/veg_deciduous.def","defs/veg_evergreen/veg_evergreen.def","defs/veg_deciduous_BES.def","defs/veg_eucalypt.def","defs/veg_grass.def","defs/veg_lawn_2cm.def","defs/veg_lawn_5cm.def","defs/veg_lawn_10cm.def","defs/veg_nonveg.def"),
  basestations = "clim/cwtws32local.base")

run static

n.cores <- parallel::detectCores() - 4  
  
my.cluster <- parallel::makeCluster(
    n.cores, 
    type = "PSOCK"
  )
doParallel::registerDoParallel(cl = my.cluster)

start_time = Sys.time()
  
  foreach(i = 1:validationruns, .packages = 'RHESSysIOinR') %dopar% {
    
    stdpars<- IOin_std_pars(m = topstatic[i,]$m,
                            k = topstatic[i,]$k,
                            soil_dep= topstatic[i,]$soil_dep,
                            m_v = topstatic[i,]$m_v,
                            k_v = topstatic[i,]$k_v,
                            gw1 = topstatic[i,]$gw1,
                            gw2 = topstatic[i,]$gw2,
                            pa = topstatic[i,]$pa,
                            po = topstatic[i,]$po,
                            vgseng1 = topstatic[i,]$vgseng1,
                            vgseng2 = topstatic[i,]$vgseng2,
                            vgseng3 = topstatic[i,]$vgseng3)
    
    run_rhessys_single(input_rhessys = input_rhessys,
                       hdr_files = input_hdr,
                       tec_data = input_tec_data,
                       std_pars = stdpars,
                       runID = i)
  } 
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  end_time = Sys.time()
  end_time - start_time
## Time difference of 1.120672 hours

read 20 runs, create table and append to table for patch 1

# Read in RHESSys Validation runs
for(i in 1:validationruns) { assign(paste0("cwws32valstatic1_run",i), readin_rhessys_output(paste0("out/cwws32valstatic1_run",i)))}
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
plot(cwws32valstatic1_run1$pd$date,cwws32valstatic1_run1$pd$rz_storage/cwws32valstatic1_run1$pd$root.depth)

##merge calibration runs with observed so dates match up, instead of subsetting 

for(i in 1:validationruns) { assign(paste0("valmergesm",i), merge(obsws32smvalclean,eval(parse(text = paste0("cwws32valstatic1_run",i,"$pd"))), by.x = "Date", by.y="date", all = FALSE))
  assign(paste0("valsubsetsm",i),eval(parse(text = paste0("valmergesm",i)))[eval(parse(text = paste0("valmergesm",i,"$date"))) >= Valdates[1] & eval(parse(text = paste0("valmergesm",i,"$date"))) <= Valdates[2], ])}


valmergesm1
##           Date mergedsoilmoisture     Site3     Site2     Site1 day month year
## 1   2017-12-17          0.1812803 0.2184210 0.1298160 0.1827378  17    12 2017
## 2   2017-12-18          0.1813529 0.2184097 0.1318113 0.1814523  18    12 2017
## 3   2017-12-19          0.1786329 0.2147977 0.1310752 0.1781363  19    12 2017
## 4   2017-12-20          0.2045600 0.2352214 0.1611586 0.2064497  20    12 2017
## 5   2017-12-21          0.2121985 0.2435130 0.1689051 0.2133542  21    12 2017
## 6   2017-12-22          0.2034018 0.2369948 0.1599421 0.2024036  22    12 2017
## 7   2017-12-23          0.2159135 0.2474115 0.1737037 0.2160729  23    12 2017
## 8   2017-12-24          0.2180366 0.2508741 0.1779583 0.2152578  24    12 2017
## 9   2017-12-25          0.2051297 0.2392457 0.1649375 0.2011580  25    12 2017
## 10  2017-12-26          0.1967778 0.2311780 0.1564815 0.1925998  26    12 2017
## 11  2017-12-27          0.1907229 0.2253247 0.1504178 0.1863498  27    12 2017
## 12  2017-12-28          0.1860186 0.2206840 0.1457465 0.1815573  28    12 2017
## 13  2017-12-29          0.1822263 0.2169158 0.1421042 0.1776285  29    12 2017
## 14  2017-12-30          0.1789890 0.2136771 0.1389468 0.1743325  30    12 2017
## 15  2017-12-31          0.1760297 0.2104852 0.1361690 0.1714696  31    12 2017
## 16  2018-01-01          0.1730221 0.2068863 0.1335336 0.1687743   1     1 2018
## 17  2018-01-02          0.1699094 0.2026606 0.1310185 0.1663264   2     1 2018
## 18  2018-01-03          0.1674965 0.1998021 0.1287234 0.1642708   3     1 2018
## 19  2018-01-04          0.1650735 0.1969184 0.1264468 0.1621988   4     1 2018
## 20  2018-01-05          0.1623993 0.1935668 0.1236840 0.1602682   5     1 2018
## 21  2018-01-06          0.1599766 0.1904905 0.1211806 0.1585599   6     1 2018
## 22  2018-01-07          0.1576960 0.1877726 0.1186574 0.1568984   7     1 2018
## 23  2018-01-08          0.1568914 0.1872422 0.1174618 0.1561128   8     1 2018
## 24  2018-01-09          0.1574485 0.1894384 0.1169259 0.1558507   9     1 2018
## 25  2018-01-10          0.1592184 0.1939688 0.1176424 0.1556502  10     1 2018
## 26  2018-01-11          0.2106263 0.2476406 0.1661053 0.2070026  11     1 2018
## 27  2018-01-12          0.2585713 0.3023993 0.2126192 0.2492075  12     1 2018
## 28  2018-01-13          0.2298163 0.2697049 0.1885231 0.2208976  13     1 2018
## 29  2018-01-14          0.2101749 0.2461050 0.1714329 0.2033012  14     1 2018
## 30  2018-01-15          0.2000193 0.2340321 0.1618090 0.1946641  15     1 2018
## 31  2018-01-16          0.1934378 0.2271962 0.1552234 0.1883403  16     1 2018
## 32  2018-01-17          0.1884672 0.2222873 0.1504387 0.1831684  17     1 2018
## 33  2018-01-18          0.1847465 0.2177543 0.1464155 0.1804870  18     1 2018
## 34  2018-01-19          0.1827311 0.2160347 0.1430255 0.1792066  19     1 2018
## 35  2018-01-20          0.1806938 0.2148377 0.1400914 0.1770017  20     1 2018
## 36  2018-01-21          0.1788930 0.2141354 0.1381655 0.1741962  21     1 2018
## 37  2018-01-22          0.1816379 0.2176727 0.1396944 0.1770608  22     1 2018
## 38  2018-01-23          0.2099719 0.2426632 0.1698900 0.2073420  23     1 2018
## 39  2018-01-24          0.2042055 0.2377882 0.1643600 0.2005069  24     1 2018
## 40  2018-01-25          0.1978362 0.2319010 0.1582002 0.1934983  25     1 2018
## 41  2018-01-26          0.1925960 0.2267535 0.1530544 0.1880946  26     1 2018
## 42  2018-01-27          0.1913684 0.2261970 0.1498113 0.1877075  27     1 2018
## 43  2018-01-28          0.2227986 0.2548967 0.1778299 0.2244271  28     1 2018
## 44  2018-01-29          0.2251622 0.2590182 0.1841771 0.2220451  29     1 2018
## 45  2018-01-30          0.2114195 0.2458255 0.1703889 0.2077865  30     1 2018
## 46  2018-01-31          0.2024122 0.2366563 0.1618900 0.1985599  31     1 2018
## 47  2018-02-01          0.1966335 0.2307604 0.1560451 0.1929479   1     2 2018
## 48  2018-02-02          0.1958087 0.2303811 0.1535116 0.1929592   2     2 2018
## 49  2018-02-03          0.1918223 0.2255894 0.1503773 0.1891389   3     2 2018
## 50  2018-02-04          0.2215597 0.2586415 0.1716586 0.2219036   4     2 2018
## 51  2018-02-05          0.2242181 0.2588863 0.1816354 0.2214870   5     2 2018
## 52  2018-02-06          0.2119706 0.2460191 0.1716088 0.2081936   6     2 2018
## 53  2018-02-07          0.2403602 0.2747222 0.1988044 0.2371649   7     2 2018
## 54  2018-02-08          0.2277506 0.2657526 0.1858970 0.2211389   8     2 2018
## 55  2018-02-09          0.2117093 0.2479861 0.1712176 0.2058012   9     2 2018
## 56  2018-02-10          0.2263567 0.2620903 0.1832708 0.2229375  10     2 2018
## 57  2018-02-11          0.2594152        NA 0.2386782 0.2749679  11     2 2018
## 58  2018-02-12          0.2177703        NA 0.1980856 0.2325339  12     2 2018
## 59  2018-02-13          0.2526821 0.3420382 0.1811157 0.2170009  13     2 2018
## 60  2018-02-14          0.2187074 0.2685182 0.1701852 0.2052882  14     2 2018
## 61  2018-02-15          0.2141866 0.2565538 0.1676806 0.2066988  15     2 2018
## 62  2018-02-16          0.2078769 0.2455486 0.1646400 0.2026328  16     2 2018
## 63  2018-02-17          0.2023741 0.2391111 0.1590405 0.1981372  17     2 2018
## 64  2018-02-18          0.2103213 0.2463655 0.1647130 0.2084835  18     2 2018
## 65  2018-02-19          0.2066506 0.2421328 0.1613194 0.2051667  19     2 2018
## 66  2018-02-20          0.2011578 0.2357995 0.1573102 0.1994019  20     2 2018
## 67  2018-02-21          0.2304523 0.2652378 0.1867384 0.2284523  21     2 2018
## 68  2018-02-22          0.2259672 0.2614158 0.1850486 0.2212075  22     2 2018
## 69  2018-02-23          0.2114646 0.2466120 0.1711169 0.2065781  23     2 2018
## 70  2018-02-24          0.2029441 0.2381710 0.1622558 0.1982335  24     2 2018
## 71  2018-02-25          0.2018564 0.2393038 0.1585914 0.1968576  25     2 2018
## 72  2018-02-26          0.2042301 0.2415321 0.1595822 0.2004141  26     2 2018
## 73  2018-02-27          0.1995574 0.2352457 0.1563762 0.1962552  27     2 2018
## 74  2018-02-28          0.2057860 0.2428750 0.1602326 0.2028620  28     2 2018
## 75  2018-03-01          0.2489119 0.2840321 0.2047778 0.2468924   1     3 2018
## 76  2018-03-02          0.2292061 0.2686840 0.1862639 0.2219349   2     3 2018
## 77  2018-03-03          0.2128520 0.2514045 0.1705255 0.2060443   3     3 2018
## 78  2018-03-04          0.2033614 0.2409384 0.1614676 0.1972049   4     3 2018
## 79  2018-03-05          0.1965865 0.2332422 0.1551944 0.1909748   5     3 2018
## 80  2018-03-06          0.2052393 0.2435052 0.1590255 0.2016337   6     3 2018
## 81  2018-03-07          0.2119353 0.2464280 0.1661713 0.2117656   7     3 2018
## 82  2018-03-08          0.2067156 0.2389826 0.1597778 0.2096519   8     3 2018
## 83  2018-03-09          0.2004845 0.2327387 0.1543472 0.2028333   9     3 2018
## 84  2018-03-10          0.1957295 0.2281016 0.1500116 0.1976458  10     3 2018
## 85  2018-03-11          0.1919861 0.2243811 0.1463588 0.1938116  11     3 2018
## 86  2018-03-12          0.2025691 0.2368247 0.1501875 0.2075998  12     3 2018
## 87  2018-03-13          0.2017443 0.2339063 0.1517373 0.2070877  13     3 2018
## 88  2018-03-14          0.1974754 0.2298194 0.1485509 0.2018247  14     3 2018
## 89  2018-03-15          0.1936638 0.2264358 0.1453831 0.1971024  15     3 2018
## 90  2018-03-16          0.1900477 0.2228429 0.1423264 0.1930434  16     3 2018
## 91  2018-03-17          0.1877393 0.2206745 0.1395810 0.1909227  17     3 2018
## 92  2018-03-18          0.1905354 0.2259635 0.1386458 0.1940243  18     3 2018
## 93  2018-03-19          0.1901329 0.2256233 0.1380532 0.1937023  19     3 2018
## 94  2018-03-20          0.2072206 0.2431823 0.1490359 0.2148976  20     3 2018
## 95  2018-03-21          0.2128883 0.2453212 0.1578299 0.2217491  21     3 2018
## 96  2018-03-22          0.2075410 0.2405356 0.1544282 0.2143811  22     3 2018
## 97  2018-03-23          0.2024549 0.2355833 0.1507025 0.2081406  23     3 2018
## 98  2018-03-24          0.1993210 0.2326936 0.1475405 0.2047839  24     3 2018
## 99  2018-03-25          0.2166313 0.2498394 0.1597975 0.2260486  25     3 2018
## 100 2018-03-26          0.2121376 0.2440990 0.1599988 0.2192804  26     3 2018
## 101 2018-03-27          0.2056414 0.2378082 0.1552662 0.2112561  27     3 2018
## 102 2018-03-28          0.2002648 0.2323446 0.1511817 0.2049974  28     3 2018
## 103 2018-03-29          0.2006057 0.2330764 0.1502801 0.2058793  29     3 2018
## 104 2018-03-30          0.2255177 0.2530920 0.1760208 0.2350660  30     3 2018
## 105 2018-03-31          0.2150303 0.2447335 0.1675706 0.2209219  31     3 2018
## 106 2018-04-01          0.2069646 0.2373377 0.1602535 0.2116250   1     4 2018
## 107 2018-04-02          0.2005587 0.2311814 0.1541250 0.2047613   2     4 2018
## 108 2018-04-03          0.1953756 0.2262899 0.1490255 0.1992240   3     4 2018
## 109 2018-04-04          0.1962923 0.2295095 0.1461979 0.2006458   4     4 2018
## 110 2018-04-05          0.1934653 0.2269696 0.1437060 0.1972804   5     4 2018
## 111 2018-04-06          0.1907393 0.2251259 0.1406759 0.1939002   6     4 2018
## 112 2018-04-07          0.2162749 0.2500877 0.1606632 0.2241710   7     4 2018
## 113 2018-04-08          0.2142361 0.2459740 0.1637072 0.2203950   8     4 2018
## 114 2018-04-09          0.2083649 0.2414036 0.1575637 0.2134271   9     4 2018
## 115 2018-04-10          0.2035641 0.2366189 0.1536088 0.2079757  10     4 2018
## 116 2018-04-11          0.1985177 0.2312960 0.1493970 0.2025799  11     4 2018
## 117 2018-04-12          0.1938879 0.2266094 0.1450822 0.1977708  12     4 2018
## 118 2018-04-13          0.1897607 0.2225330 0.1410868 0.1934939  13     4 2018
## 119 2018-04-14          0.1861888 0.2190686 0.1376424 0.1897187  14     4 2018
## 120 2018-04-15          0.2267652 0.2573394 0.1796586 0.2315208  15     4 2018
## 121 2018-04-16          0.2352825 0.2709479 0.1876516 0.2353403  16     4 2018
## 122 2018-04-17          0.2187042 0.2539436 0.1719479 0.2185321  17     4 2018
## 123 2018-04-18          0.2088741 0.2433733 0.1627118 0.2089965  18     4 2018
## 124 2018-04-19          0.2016534 0.2354809 0.1558704 0.2021632  19     4 2018
## 125 2018-04-20          0.1961351 0.2297092 0.1502894 0.1969453  20     4 2018
## 126 2018-04-21          0.1915013 0.2250877 0.1454896 0.1924236  21     4 2018
## 127 2018-04-22          0.1883138 0.2221033 0.1417083 0.1894783  22     4 2018
## 128 2018-04-23          0.2570006 0.2928273 0.2113310 0.2554262  23     4 2018
## 129 2018-04-24          0.2662503 0.3156189 0.2124942 0.2571988  24     4 2018
## 130 2018-04-25          0.2356152 0.2778342 0.1868507 0.2299696  25     4 2018
## 131 2018-04-26          0.2246237 0.2655755 0.1754988 0.2205156  26     4 2018
## 132 2018-04-27          0.2251174 0.2625469 0.1765451 0.2241172  27     4 2018
## 133 2018-04-28          0.2142165 0.2513707 0.1661273 0.2131293  28     4 2018
## 134 2018-04-29          0.2061856 0.2437292 0.1575150 0.2051450  29     4 2018
## 135 2018-04-30          0.1998873 0.2375208 0.1509155 0.1989826  30     4 2018
## 136 2018-05-01          0.1946701 0.2322135 0.1456887 0.1938628   1     5 2018
## 137 2018-05-02          0.1905331 0.2286172 0.1412465 0.1894141   2     5 2018
## 138 2018-05-03          0.1862787 0.2238941 0.1374086 0.1853160   3     5 2018
## 139 2018-05-04          0.1821768 0.2190781 0.1339653 0.1814340   4     5 2018
## 140 2018-05-05          0.1787459 0.2156814 0.1309086 0.1776884   5     5 2018
## 141 2018-05-06          0.1771430 0.2143819 0.1283380 0.1765078   6     5 2018
## 142 2018-05-07          0.1816304 0.2184427 0.1335903 0.1808481   7     5 2018
## 143 2018-05-08          0.1969321 0.2361970 0.1438322 0.1974922   8     5 2018
## 144 2018-05-09          0.1949738 0.2357708 0.1394086 0.1958507   9     5 2018
## 145 2018-05-10          0.1898592 0.2300799 0.1351667 0.1906580  10     5 2018
## 146 2018-05-11          0.1844252 0.2234852 0.1313345 0.1851832  11     5 2018
## 147 2018-05-12          0.1788747 0.2176962 0.1274792 0.1785998  12     5 2018
## 148 2018-05-13          0.1733239 0.2124896 0.1235127 0.1715165  13     5 2018
## 149 2018-05-14          0.1679975 0.2079583 0.1197731 0.1642049  14     5 2018
## 150 2018-05-15          0.1646196 0.2067674 0.1166227 0.1584696  15     5 2018
##     basinID hillID zoneID patchID familyID family_horizon   rain_thr
## 1         1    110 136557  136557    -9999              0   0.252185
## 2         1    110 136557  136557    -9999              0   0.760185
## 3         1    110 136557  136557    -9999              0   0.000000
## 4         1    110 136557  136557    -9999              0  32.764185
## 5         1    110 136557  136557    -9999              0   0.000000
## 6         1    110 136557  136557    -9999              0   6.094185
## 7         1    110 136557  136557    -9999              0  23.112185
## 8         1    110 136557  136557    -9999              0   0.000000
## 9         1    110 136557  136557    -9999              0   0.000000
## 10        1    110 136557  136557    -9999              0   0.000000
## 11        1    110 136557  136557    -9999              0   0.000000
## 12        1    110 136557  136557    -9999              0   0.000000
## 13        1    110 136557  136557    -9999              0   0.000000
## 14        1    110 136557  136557    -9999              0   0.000000
## 15        1    110 136557  136557    -9999              0   0.430776
## 16        1    110 136557  136557    -9999              0   0.000000
## 17        1    110 136557  136557    -9999              0   0.000000
## 18        1    110 136557  136557    -9999              0   0.000000
## 19        1    110 136557  136557    -9999              0   0.056967
## 20        1    110 136557  136557    -9999              0   0.000000
## 21        1    110 136557  136557    -9999              0   0.000000
## 22        1    110 136557  136557    -9999              0   0.000000
## 23        1    110 136557  136557    -9999              0   1.268185
## 24        1    110 136557  136557    -9999              0   0.000000
## 25        1    110 136557  136557    -9999              0   2.538185
## 26        1    110 136557  136557    -9999              0  84.327230
## 27        1    110 136557  136557    -9999              0  35.304185
## 28        1    110 136557  136557    -9999              0   0.598524
## 29        1    110 136557  136557    -9999              0   0.075741
## 30        1    110 136557  136557    -9999              0   0.000000
## 31        1    110 136557  136557    -9999              0   1.014185
## 32        1    110 136557  136557    -9999              0   0.250370
## 33        1    110 136557  136557    -9999              0   0.000000
## 34        1    110 136557  136557    -9999              0   0.000000
## 35        1    110 136557  136557    -9999              0   0.000000
## 36        1    110 136557  136557    -9999              0   0.000000
## 37        1    110 136557  136557    -9999              0  27.430185
## 38        1    110 136557  136557    -9999              0   0.506185
## 39        1    110 136557  136557    -9999              0   0.000000
## 40        1    110 136557  136557    -9999              0   0.000000
## 41        1    110 136557  136557    -9999              0   0.000000
## 42        1    110 136557  136557    -9999              0  14.984185
## 43        1    110 136557  136557    -9999              0  27.684185
## 44        1    110 136557  136557    -9999              0   0.000000
## 45        1    110 136557  136557    -9999              0   0.000000
## 46        1    110 136557  136557    -9999              0   0.000000
## 47        1    110 136557  136557    -9999              0   3.300185
## 48        1    110 136557  136557    -9999              0   0.000000
## 49        1    110 136557  136557    -9999              0   0.000000
## 50        1    110 136557  136557    -9999              0  36.824555
## 51        1    110 136557  136557    -9999              0   0.000000
## 52        1    110 136557  136557    -9999              0   2.030185
## 53        1    110 136557  136557    -9999              0  49.274185
## 54        1    110 136557  136557    -9999              0   0.000000
## 55        1    110 136557  136557    -9999              0   0.000000
## 56        1    110 136557  136557    -9999              0  83.056185
## 57        1    110 136557  136557    -9999              0 107.948185
## 58        1    110 136557  136557    -9999              0  11.936573
## 59        1    110 136557  136557    -9999              0   3.300185
## 60        1    110 136557  136557    -9999              0   0.000000
## 61        1    110 136557  136557    -9999              0   8.380185
## 62        1    110 136557  136557    -9999              0   0.000000
## 63        1    110 136557  136557    -9999              0  13.460185
## 64        1    110 136557  136557    -9999              0   2.792185
## 65        1    110 136557  136557    -9999              0   1.776185
## 66        1    110 136557  136557    -9999              0   2.792185
## 67        1    110 136557  136557    -9999              0  38.606185
## 68        1    110 136557  136557    -9999              0   0.000000
## 69        1    110 136557  136557    -9999              0   0.000000
## 70        1    110 136557  136557    -9999              0   0.252185
## 71        1    110 136557  136557    -9999              0  10.412185
## 72        1    110 136557  136557    -9999              0   4.062185
## 73        1    110 136557  136557    -9999              0   0.000000
## 74        1    110 136557  136557    -9999              0  32.002185
## 75        1    110 136557  136557    -9999              0  34.034185
## 76        1    110 136557  136557    -9999              0   0.000000
## 77        1    110 136557  136557    -9999              0   0.000000
## 78        1    110 136557  136557    -9999              0   0.000000
## 79        1    110 136557  136557    -9999              0   0.000000
## 80        1    110 136557  136557    -9999              0  19.302185
## 81        1    110 136557  136557    -9999              0   1.266370
## 82        1    110 136557  136557    -9999              0   0.000000
## 83        1    110 136557  136557    -9999              0   0.000000
## 84        1    110 136557  136557    -9999              0   0.000000
## 85        1    110 136557  136557    -9999              0   3.046185
## 86        1    110 136557  136557    -9999              0  11.678555
## 87        1    110 136557  136557    -9999              0   0.000000
## 88        1    110 136557  136557    -9999              0   0.000000
## 89        1    110 136557  136557    -9999              0   0.000000
## 90        1    110 136557  136557    -9999              0   0.000000
## 91        1    110 136557  136557    -9999              0   8.634185
## 92        1    110 136557  136557    -9999              0   0.000000
## 93        1    110 136557  136557    -9999              0  17.016185
## 94        1    110 136557  136557    -9999              0   8.888185
## 95        1    110 136557  136557    -9999              0   0.504370
## 96        1    110 136557  136557    -9999              0   0.000000
## 97        1    110 136557  136557    -9999              0   0.000000
## 98        1    110 136557  136557    -9999              0  14.476185
## 99        1    110 136557  136557    -9999              0   6.602185
## 100       1    110 136557  136557    -9999              0   0.000000
## 101       1    110 136557  136557    -9999              0   0.000000
## 102       1    110 136557  136557    -9999              0   0.000000
## 103       1    110 136557  136557    -9999              0  25.144185
## 104       1    110 136557  136557    -9999              0   0.000000
## 105       1    110 136557  136557    -9999              0   0.000000
## 106       1    110 136557  136557    -9999              0   0.000000
## 107       1    110 136557  136557    -9999              0   0.000000
## 108       1    110 136557  136557    -9999              0   0.000000
## 109       1    110 136557  136557    -9999              0   5.840185
## 110       1    110 136557  136557    -9999              0   0.000000
## 111       1    110 136557  136557    -9999              0   6.856185
## 112       1    110 136557  136557    -9999              0  19.556185
## 113       1    110 136557  136557    -9999              0   0.000000
## 114       1    110 136557  136557    -9999              0   2.792185
## 115       1    110 136557  136557    -9999              0   0.000000
## 116       1    110 136557  136557    -9999              0   0.000000
## 117       1    110 136557  136557    -9999              0   0.000000
## 118       1    110 136557  136557    -9999              0   0.000000
## 119       1    110 136557  136557    -9999              0   0.000000
## 120       1    110 136557  136557    -9999              0  64.768185
## 121       1    110 136557  136557    -9999              0   0.000000
## 122       1    110 136557  136557    -9999              0   0.000000
## 123       1    110 136557  136557    -9999              0   0.000000
## 124       1    110 136557  136557    -9999              0   0.000000
## 125       1    110 136557  136557    -9999              0   0.000000
## 126       1    110 136557  136557    -9999              0   0.000000
## 127       1    110 136557  136557    -9999              0   5.332185
## 128       1    110 136557  136557    -9999              0 113.282185
## 129       1    110 136557  136557    -9999              0  23.620185
## 130       1    110 136557  136557    -9999              0   0.000000
## 131       1    110 136557  136557    -9999              0  16.762185
## 132       1    110 136557  136557    -9999              0   0.000000
## 133       1    110 136557  136557    -9999              0   0.000000
## 134       1    110 136557  136557    -9999              0   0.000000
## 135       1    110 136557  136557    -9999              0   0.000000
## 136       1    110 136557  136557    -9999              0   0.000000
## 137       1    110 136557  136557    -9999              0   0.000000
## 138       1    110 136557  136557    -9999              0   0.000000
## 139       1    110 136557  136557    -9999              0   0.000000
## 140       1    110 136557  136557    -9999              0   0.000000
## 141       1    110 136557  136557    -9999              0   2.434101
## 142       1    110 136557  136557    -9999              0  18.131821
## 143       1    110 136557  136557    -9999              0   4.620931
## 144       1    110 136557  136557    -9999              0   0.001372
## 145       1    110 136557  136557    -9999              0   0.209274
## 146       1    110 136557  136557    -9999              0   0.000000
## 147       1    110 136557  136557    -9999              0   0.000000
## 148       1    110 136557  136557    -9999              0   0.000000
## 149       1    110 136557  136557    -9999              0   0.000000
## 150       1    110 136557  136557    -9999              0  10.416899
##     detention_store sat_def_z  sat_def rz_storage potential_rz_store
## 1                 0  5075.167 2288.900   52.00217           116.9617
## 2                 0  5078.044 2290.198   51.08213           116.9617
## 3                 0  5080.966 2291.516   49.47622           116.9617
## 4                 0  5083.023 2292.443   46.10364           116.9617
## 5                 0  5084.336 2293.035   45.47833           116.9617
## 6                 0  5085.803 2293.697   49.17824           116.9617
## 7                 0  5087.067 2294.267   56.61690           116.9617
## 8                 0  5088.043 2294.708   53.29851           116.9617
## 9                 0  5089.064 2295.168   51.39826           116.9617
## 10                0  5090.183 2295.673   49.89816           116.9617
## 11                0  5091.425 2296.233   48.72299           116.9617
## 12                0  5092.803 2296.854   47.73207           116.9617
## 13                0  5094.324 2297.540   46.81588           116.9617
## 14                0  5095.988 2298.290   45.98869           116.9617
## 15                0  5097.792 2299.104   45.84848           116.9617
## 16                0  5099.732 2299.979   45.45165           116.9617
## 17                0  5101.806 2300.914   45.08525           116.9617
## 18                0  5104.008 2301.907   44.74979           116.9617
## 19                0  5106.333 2302.956   44.48415           116.9617
## 20                0  5108.778 2304.059   43.90908           116.9617
## 21                0  5111.339 2305.214   43.38865           116.9617
## 22                0  5114.012 2306.420   42.85156           116.9617
## 23                0  5116.793 2307.674   43.51526           116.9617
## 24                0  5119.677 2308.974   43.07071           116.9617
## 25                0  5122.655 2310.318   44.60660           116.9617
## 26                0  5123.115 2310.525   40.17350           116.9617
## 27                0  5120.898 2309.525   56.53569           116.9617
## 28                0  5118.381 2308.390   53.84900           116.9617
## 29                0  5116.002 2307.317   51.96215           116.9617
## 30                0  5113.841 2306.342   50.33439           116.9617
## 31                0  5111.928 2305.480   49.94466           116.9617
## 32                0  5110.269 2304.731   49.17272           116.9617
## 33                0  5108.868 2304.099   47.95938           116.9617
## 34                0  5107.730 2303.586   47.01020           116.9617
## 35                0  5106.854 2303.191   46.07279           116.9617
## 36                0  5106.237 2302.913   45.31509           116.9617
## 37                0  5105.497 2302.579   56.81531           116.9617
## 38                0  5104.488 2302.124   53.94647           116.9617
## 39                0  5103.563 2301.707   51.66810           116.9617
## 40                0  5102.803 2301.364   50.01975           116.9617
## 41                0  5102.242 2301.111   48.82665           116.9617
## 42                0  5101.767 2300.897   56.12647           116.9617
## 43                0  5099.436 2299.846   40.17350           116.9617
## 44                0  5095.738 2298.178   39.83512           116.9617
## 45                0  5092.513 2296.723   39.58550           116.9617
## 46                0  5089.733 2295.470   39.17464           116.9617
## 47                0  5087.365 2294.402   41.44933           116.9617
## 48                0  5085.378 2293.505   40.99785           116.9617
## 49                0  5083.751 2292.772   40.49410           116.9617
## 50                0  5081.868 2291.923   55.73216           116.9617
## 51                0  5079.613 2290.905   52.79973           116.9617
## 52                0  5077.531 2289.966   52.36595           116.9617
## 53                0  5072.552 2287.721   40.17350           116.9617
## 54                0  5065.272 2284.438   39.80473           116.9617
## 55                0  5058.741 2281.492   39.42815           116.9617
## 56                0  5047.302 2276.333   40.17350           116.9617
## 57                0  5019.537 2263.811   40.17350           116.9617
## 58                0  4983.933 2247.754   48.38029           116.9617
## 59                0  4952.128 2233.410   49.85326           116.9617
## 60                0  4923.608 2220.547   48.65369           116.9617
## 61                0  4897.910 2208.958   53.06089           116.9617
## 62                0  4874.582 2198.436   51.05278           116.9617
## 63                0  4853.059 2188.729   56.49963           116.9617
## 64                0  4832.822 2179.603   54.88634           116.9617
## 65                0  4814.106 2171.162   53.55372           116.9617
## 66                0  4796.962 2163.430   53.29955           116.9617
## 67                0  4775.211 2153.620   40.17350           116.9617
## 68                0  4750.656 2142.546   39.85688           116.9617
## 69                0  4729.172 2132.856   39.51716           116.9617
## 70                0  4710.386 2124.384   39.66649           116.9617
## 71                0  4693.962 2116.977   46.89353           116.9617
## 72                0  4679.535 2110.470   49.10236           116.9617
## 73                0  4666.850 2104.749   47.98752           116.9617
## 74                0  4653.187 2098.588   50.74918           116.9617
## 75                0  4633.529 2089.721   40.17350           116.9617
## 76                0  4611.817 2079.930   39.80115           116.9617
## 77                0  4593.122 2071.498   39.28970           116.9617
## 78                0  4577.080 2064.263   38.72592           116.9617
## 79                0  4563.379 2058.084   38.27789           116.9617
## 80                0  4551.643 2052.791   51.34976           116.9617
## 81                0  4541.468 2048.202   50.90974           116.9617
## 82                0  4532.714 2044.254   49.61601           116.9617
## 83                0  4525.307 2040.913   48.27923           116.9617
## 84                0  4519.168 2038.145   47.32497           116.9617
## 85                0  4514.192 2035.900   48.77935           116.9617
## 86                0  4510.091 2034.051   54.82288           116.9617
## 87                0  4506.625 2032.488   52.21846           116.9617
## 88                0  4503.896 2031.257   50.51489           116.9617
## 89                0  4501.943 2030.376   48.90335           116.9617
## 90                0  4500.745 2029.836   47.63199           116.9617
## 91                0  4500.218 2029.598   52.46656           116.9617
## 92                0  4500.222 2029.600   50.41868           116.9617
## 93                0  4500.413 2029.686   57.01046           116.9617
## 94                0  4500.349 2029.657   56.93894           116.9617
## 95                0  4500.282 2029.627   54.00830           116.9617
## 96                0  4500.584 2029.763   51.68407           116.9617
## 97                0  4501.359 2030.113   49.93972           116.9617
## 98                0  4502.421 2030.592   56.40025           116.9617
## 99                0  4503.443 2031.053   56.29146           116.9617
## 100               0  4504.561 2031.557   53.14224           116.9617
## 101               0  4506.012 2032.212   51.10284           116.9617
## 102               0  4507.873 2033.051   49.44519           116.9617
## 103               0  4509.385 2033.733   55.60855           116.9617
## 104               0  4510.494 2034.233   52.60850           116.9617
## 105               0  4511.966 2034.897   50.56484           116.9617
## 106               0  4513.861 2035.751   48.93960           116.9617
## 107               0  4516.185 2036.800   47.61077           116.9617
## 108               0  4518.936 2038.040   46.57138           116.9617
## 109               0  4522.071 2039.454   49.94172           116.9617
## 110               0  4525.531 2041.014   48.40389           116.9617
## 111               0  4529.277 2042.704   52.01723           116.9617
## 112               0  4532.772 2044.280   56.63015           116.9617
## 113               0  4535.947 2045.712   53.23168           116.9617
## 114               0  4539.274 2047.212   53.07412           116.9617
## 115               0  4542.791 2048.799   50.96458           116.9617
## 116               0  4546.552 2050.495   49.30883           116.9617
## 117               0  4550.583 2052.313   47.89398           116.9617
## 118               0  4554.886 2054.254   46.76709           116.9617
## 119               0  4559.455 2056.314   45.90972           116.9617
## 120               0  4560.883 2056.958   40.17350           116.9617
## 121               0  4559.769 2056.456   39.98036           116.9617
## 122               0  4559.395 2056.287   39.19489           116.9617
## 123               0  4559.695 2056.422   38.39718           116.9617
## 124               0  4560.614 2056.837   37.81773           116.9617
## 125               0  4562.100 2057.507   37.07878           116.9617
## 126               0  4564.104 2058.411   36.56382           116.9617
## 127               0  4566.572 2059.524   40.32206           116.9617
## 128               0  4562.092 2057.503   40.17350           116.9617
## 129               0  4551.881 2052.898   55.05295           116.9617
## 130               0  4542.762 2048.786   52.37054           116.9617
## 131               0  4534.141 2044.898   57.05198           116.9617
## 132               0  4525.864 2041.165   53.35421           116.9617
## 133               0  4518.632 2037.903   51.03836           116.9617
## 134               0  4512.535 2035.153   49.32608           116.9617
## 135               0  4507.557 2032.908   47.78597           116.9617
## 136               0  4503.643 2031.143   46.42534           116.9617
## 137               0  4500.719 2029.824   45.30594           116.9617
## 138               0  4498.721 2028.923   44.23734           116.9617
## 139               0  4497.573 2028.405   43.19380           116.9617
## 140               0  4497.211 2028.242   42.39729           116.9617
## 141               0  4497.572 2028.405   43.89940           116.9617
## 142               0  4498.445 2028.799   54.83467           116.9617
## 143               0  4499.534 2029.290   54.91398           116.9617
## 144               0  4500.859 2029.887   52.60211           116.9617
## 145               0  4502.533 2030.642   51.18091           116.9617
## 146               0  4504.619 2031.583   47.98033           116.9617
## 147               0  4507.151 2032.725   45.13648           116.9617
## 148               0  4510.133 2034.070   42.38009           116.9617
## 149               0  4513.558 2035.615   39.79415           116.9617
## 150               0  4517.375 2037.336   46.98583           116.9617
##     rz_field_capacity rz_wilting_point unsat_stor rz_drainage unsat_drain
## 1             40.1735         13.47442  1018.5558    1.933730    2.762334
## 2             40.1735         13.47442  1018.3146    1.468114    2.742129
## 3             40.1735         13.47442  1017.7420    1.109185    2.712082
## 4             40.1735         13.47442  1042.6363   26.961896    3.096287
## 5             40.1735         13.47442  1040.6416    0.404868    3.427117
## 6             40.1735         13.47442  1038.9765    0.661284    3.352860
## 7             40.1735         13.47442  1045.7862    9.224403    3.439863
## 8             40.1735         13.47442  1046.1775    2.933238    3.566302
## 9             40.1735         13.47442  1045.3817    1.724294    3.543682
## 10            40.1735         13.47442  1044.1108    1.201864    3.495525
## 11            40.1735         13.47442  1042.5959    0.899117    3.435615
## 12            40.1735         13.47442  1040.9537    0.707218    3.369898
## 13            40.1735         13.47442  1039.2419    0.570173    3.301306
## 14            40.1735         13.47442  1037.4952    0.466737    3.231413
## 15            40.1735         13.47442  1035.7680    0.418288    3.161778
## 16            40.1735         13.47442  1034.0809    0.391993    3.093863
## 17            40.1735         13.47442  1032.4248    0.358209    3.027445
## 18            40.1735         13.47442  1030.8030    0.329523    2.962544
## 19            40.1735         13.47442  1029.2198    0.306708    2.899270
## 20            40.1735         13.47442  1027.6665    0.276871    2.837557
## 21            40.1735         13.47442  1026.1370    0.242280    2.777079
## 22            40.1735         13.47442  1024.6349    0.212673    2.717901
## 23            40.1735         13.47442  1023.1934    0.218127    2.660510
## 24            40.1735         13.47442  1021.8084    0.221976    2.605498
## 25            40.1735         13.47442  1020.5133    0.261557    2.552766
## 26            40.1735         13.47442  1083.0519   65.230006    3.687085
## 27            40.1735         13.47442  1088.2390    9.090872    4.901137
## 28            40.1735         13.47442  1087.3123    3.118205    5.044402
## 29            40.1735         13.47442  1085.2654    1.941452    4.989708
## 30            40.1735         13.47442  1082.7075    1.337498    4.898484
## 31            40.1735         13.47442  1080.0084    1.088425    4.792233
## 32            40.1735         13.47442  1077.2834    0.952451    4.683516
## 33            40.1735         13.47442  1074.4814    0.762371    4.571685
## 34            40.1735         13.47442  1071.6311    0.598149    4.456614
## 35            40.1735         13.47442  1068.7809    0.481987    4.340960
## 36            40.1735         13.47442  1065.9596    0.395677    4.226296
## 37            40.1735         13.47442  1070.9293    8.243466    4.283772
## 38            40.1735         13.47442  1070.7652    3.233781    4.408602
## 39            40.1735         13.47442  1069.2965    1.893602    4.373924
## 40            40.1735         13.47442  1067.2595    1.252683    4.301869
## 41            40.1735         13.47442  1064.9797    0.921622    4.214096
## 42            40.1735         13.47442  1065.2865    3.470750    4.177023
## 43            40.1735         13.47442  1097.1928   35.912271    5.020928
## 44            40.1735         13.47442  1092.5592    0.000000    5.651476
## 45            40.1735         13.47442  1088.1314    0.000000    5.448470
## 46            40.1735         13.47442  1083.8975    0.000000    5.256801
## 47            40.1735         13.47442  1079.9173    0.072133    5.077416
## 48            40.1735         13.47442  1076.1638    0.131550    4.911673
## 49            40.1735         13.47442  1072.5533    0.116185    4.754591
## 50            40.1735         13.47442  1079.9850   11.278630    4.876665
## 51            40.1735         13.47442  1078.5174    2.552562    5.051643
## 52            40.1735         13.47442  1076.4357    1.864971    4.979686
## 53            40.1735         13.47442  1118.8876   47.717370    6.302757
## 54            40.1735         13.47442  1112.5652    0.000000    7.365627
## 55            40.1735         13.47442  1106.5637    0.000000    7.050404
## 56            40.1735         13.47442  1157.4254   59.102690    9.299573
## 57            40.1735         13.47442  1219.5797   76.788190   16.754658
## 58            40.1735         13.47442  1200.6784    0.399059   20.414216
## 59            40.1735         13.47442  1183.9124    0.906343   18.815485
## 60            40.1735         13.47442  1168.5315    0.887781   17.438549
## 61            40.1735         13.47442  1155.0665    1.602118   16.261588
## 62            40.1735         13.47442  1142.6196    1.619448   15.284027
## 63            40.1735         13.47442  1133.5298    4.224969   14.553986
## 64            40.1735         13.47442  1124.3615    3.626361   14.054515
## 65            40.1735         13.47442  1114.8103    2.613185   13.443287
## 66            40.1735         13.47442  1105.5691    2.267230   12.805594
## 67            40.1735         13.47442  1132.8757   40.959726   14.973217
## 68            40.1735         13.47442  1117.8779    0.000000   16.344496
## 69            40.1735         13.47442  1104.1945    0.000000   15.054056
## 70            40.1735         13.47442  1091.6702    0.000000   13.916035
## 71            40.1735         13.47442  1080.4363    0.279767   12.924240
## 72            40.1735         13.47442  1070.4942    0.719858   12.089121
## 73            40.1735         13.47442  1061.3337    0.758956   11.361465
## 74            40.1735         13.47442  1071.2056   20.278275   11.864435
## 75            40.1735         13.47442  1093.1399   35.113101   14.660145
## 76            40.1735         13.47442  1078.9555    0.000000   15.691882
## 77            40.1735         13.47442  1066.0644    0.000000   14.421540
## 78            40.1735         13.47442  1054.3108    0.000000   13.304336
## 79            40.1735         13.47442  1043.5626    0.000000   12.316227
## 80            40.1735         13.47442  1034.4727    0.811824   11.484634
## 81            40.1735         13.47442  1026.5903    1.353033   10.831600
## 82            40.1735         13.47442  1019.0693    1.106891   10.235109
## 83            40.1735         13.47442  1011.8514    0.829533    9.664169
## 84            40.1735         13.47442  1004.9956    0.642707    9.123143
## 85            40.1735         13.47442   998.7106    0.709317    8.625868
## 86            40.1735         13.47442   994.4726    2.376284    8.250937
## 87            40.1735         13.47442   990.3242    2.192712    7.982224
## 88            40.1735         13.47442   985.7068    1.400918    7.662633
## 89            40.1735         13.47442   981.0101    0.980069    7.324073
## 90            40.1735         13.47442   976.3851    0.713269    6.986285
## 91            40.1735         13.47442   972.7034    1.357878    6.688906
## 92            40.1735         13.47442   969.3255    1.421392    6.448327
## 93            40.1735         13.47442   970.2572    5.643791    6.360266
## 94            40.1735         13.47442   971.9102    6.479581    6.474470
## 95            40.1735         13.47442   970.3769    3.294274    6.475257
## 96            40.1735         13.47442   967.6244    1.908448    6.308587
## 97            40.1735         13.47442   964.4247    1.243583    6.089530
## 98            40.1735         13.47442   964.0584    3.943790    5.955109
## 99            40.1735         13.47442   964.6044    4.868727    5.965723
## 100           40.1735         13.47442   963.1255    2.796222    5.916694
## 101           40.1735         13.47442   960.6491    1.641796    5.757535
## 102           40.1735         13.47442   957.8311    1.107793    5.562378
## 103           40.1735         13.47442   965.6860   11.932203    5.712051
## 104           40.1735         13.47442   963.9017    2.468783    5.885679
## 105           40.1735         13.47442   961.2832    1.465538    5.714880
## 106           40.1735         13.47442   958.3862    0.989298    5.514602
## 107           40.1735         13.47442   955.4188    0.714477    5.306663
## 108           40.1735         13.47442   952.4863    0.546818    5.100484
## 109           40.1735         13.47442   950.0003    0.807727    4.910589
## 110           40.1735         13.47442   947.7387    0.871620    4.745458
## 111           40.1735         13.47442   946.0458    1.297224    4.597377
## 112           40.1735         13.47442   952.4420    9.486395    4.693017
## 113           40.1735         13.47442   952.1346    2.914096    4.819913
## 114           40.1735         13.47442   951.1320    2.138131    4.734745
## 115           40.1735         13.47442   949.6968    1.605660    4.630155
## 116           40.1735         13.47442   947.8560    1.075370    4.500465
## 117           40.1735         13.47442   945.8445    0.768306    4.359073
## 118           40.1735         13.47442   943.7811    0.577495    4.214596
## 119           40.1735         13.47442   941.7370    0.459869    4.071778
## 120           40.1735         13.47442   990.2216   52.399265    5.480441
## 121           40.1735         13.47442   985.1532    0.000000    6.635371
## 122           40.1735         13.47442   980.4170    0.000000    6.303679
## 123           40.1735         13.47442   975.9865    0.000000    5.997316
## 124           40.1735         13.47442   971.8385    0.000000    5.713758
## 125           40.1735         13.47442   967.9516    0.000000    5.450760
## 126           40.1735         13.47442   964.3064    0.000000    5.206370
## 127           40.1735         13.47442   960.9375    0.053575    4.980355
## 128           40.1735         13.47442  1036.1869   76.838605    8.134669
## 129           40.1735         13.47442  1029.1426    2.149864   10.770311
## 130           40.1735         13.47442  1022.6879    2.280236   10.322624
## 131           40.1735         13.47442  1021.5166    7.371005   10.140962
## 132           40.1735         13.47442  1016.1694    3.071440   10.028062
## 133           40.1735         13.47442  1009.8602    1.665030    9.592987
## 134           40.1735         13.47442  1003.4607    1.085910    9.111947
## 135           40.1735         13.47442   997.2206    0.760746    8.634293
## 136           40.1735         13.47442   991.2331    0.549007    8.175309
## 137           40.1735         13.47442   985.5458    0.412160    7.741604
## 138           40.1735         13.47442   980.1734    0.318308    7.335654
## 139           40.1735         13.47442   975.1094    0.246666    6.956993
## 140           40.1735         13.47442   970.3479    0.196313    6.604567
## 141           40.1735         13.47442   965.9361    0.220293    6.279138
## 142           40.1735         13.47442   963.6754    2.137131    6.043567
## 143           40.1735         13.47442   962.6326    3.252214    5.938992
## 144           40.1735         13.47442   960.7618    2.312851    5.825794
## 145           40.1735         13.47442   958.3150    1.572082    5.658696
## 146           40.1735         13.47442   955.4537    0.965656    5.464594
## 147           40.1735         13.47442   952.3328    0.494628    5.249603
## 148           40.1735         13.47442   949.1887    0.256983    5.031153
## 149           40.1735         13.47442   946.0822    0.085266    4.817223
## 150           40.1735         13.47442   943.3708    0.286032    4.618177
##     rz_transfer unsat_transfer sat_transfer sublimation return     evap
## 1             0              0            0    0.000000      0 0.001815
## 2             0              0            0    0.000000      0 0.001815
## 3             0              0            0    0.000000      0 0.000000
## 4             0              0            0    0.000000      0 0.001096
## 5             0              0            0    0.000000      0 0.000719
## 6             0              0            0    0.000000      0 0.001815
## 7             0              0            0    0.000000      0 0.001815
## 8             0              0            0    0.000000      0 0.000000
## 9             0              0            0    0.000000      0 0.000000
## 10            0              0            0    0.000000      0 0.000000
## 11            0              0            0    0.000000      0 0.000000
## 12            0              0            0    0.000000      0 0.000000
## 13            0              0            0    0.000000      0 0.000000
## 14            0              0            0    0.000000      0 0.000000
## 15            0              0            0    0.003630      0 0.003630
## 16            0              0            0    0.036170      0 0.036170
## 17            0              0            0    0.122100      0 0.122100
## 18            0              0            0    0.053743      0 0.053743
## 19            0              0            0    0.058614      0 0.058614
## 20            0              0            0    0.000000      0 0.000000
## 21            0              0            0    0.000000      0 0.000000
## 22            0              0            0    0.000000      0 0.000000
## 23            0              0            0    0.000000      0 0.001815
## 24            0              0            0    0.000000      0 0.000000
## 25            0              0            0    0.000000      0 0.000770
## 26            0              0            0    0.000000      0 0.001815
## 27            0              0            0    0.000000      0 0.001815
## 28            0              0            0    0.003630      0 0.003630
## 29            0              0            0    0.084105      0 0.084105
## 30            0              0            0    0.000000      0 0.000000
## 31            0              0            0    0.000000      0 0.001815
## 32            0              0            0    0.003630      0 0.003630
## 33            0              0            0    0.000000      0 0.000000
## 34            0              0            0    0.000000      0 0.000000
## 35            0              0            0    0.000000      0 0.000000
## 36            0              0            0    0.000000      0 0.000000
## 37            0              0            0    0.000000      0 0.001815
## 38            0              0            0    0.000000      0 0.001815
## 39            0              0            0    0.000000      0 0.000000
## 40            0              0            0    0.000000      0 0.000000
## 41            0              0            0    0.000000      0 0.000000
## 42            0              0            0    0.000000      0 0.001815
## 43            0              0            0    0.000000      0 0.001520
## 44            0              0            0    0.000000      0 0.000294
## 45            0              0            0    0.000000      0 0.000000
## 46            0              0            0    0.000000      0 0.000000
## 47            0              0            0    0.000000      0 0.001815
## 48            0              0            0    0.000000      0 0.000000
## 49            0              0            0    0.000000      0 0.000000
## 50            0              0            0    0.003630      0 0.005445
## 51            0              0            0    0.000000      0 0.000000
## 52            0              0            0    0.000000      0 0.001815
## 53            0              0            0    0.000000      0 0.001815
## 54            0              0            0    0.000000      0 0.000000
## 55            0              0            0    0.000000      0 0.000000
## 56            0              0            0    0.000000      0 0.001815
## 57            0              0            0    0.000000      0 0.001427
## 58            0              0            0    0.000000      0 0.001815
## 59            0              0            0    0.000000      0 0.001815
## 60            0              0            0    0.000000      0 0.000000
## 61            0              0            0    0.000000      0 0.001815
## 62            0              0            0    0.000000      0 0.000000
## 63            0              0            0    0.000000      0 0.001815
## 64            0              0            0    0.000000      0 0.001815
## 65            0              0            0    0.000000      0 0.001815
## 66            0              0            0    0.000000      0 0.001815
## 67            0              0            0    0.000000      0 0.001815
## 68            0              0            0    0.000000      0 0.000000
## 69            0              0            0    0.000000      0 0.000000
## 70            0              0            0    0.000000      0 0.001815
## 71            0              0            0    0.000000      0 0.001815
## 72            0              0            0    0.000000      0 0.001815
## 73            0              0            0    0.000000      0 0.000000
## 74            0              0            0    0.000000      0 0.001815
## 75            0              0            0    0.000000      0 0.001815
## 76            0              0            0    0.000000      0 0.000000
## 77            0              0            0    0.000000      0 0.000000
## 78            0              0            0    0.000000      0 0.000000
## 79            0              0            0    0.000000      0 0.000000
## 80            0              0            0    0.000000      0 0.001815
## 81            0              0            0    0.003630      0 0.003630
## 82            0              0            0    0.000000      0 0.000000
## 83            0              0            0    0.000000      0 0.000000
## 84            0              0            0    0.000000      0 0.000000
## 85            0              0            0    0.000000      0 0.001815
## 86            0              0            0    0.003630      0 0.005445
## 87            0              0            0    0.000000      0 0.000000
## 88            0              0            0    0.000000      0 0.000000
## 89            0              0            0    0.000000      0 0.000000
## 90            0              0            0    0.000000      0 0.000000
## 91            0              0            0    0.000000      0 0.001815
## 92            0              0            0    0.000000      0 0.000000
## 93            0              0            0    0.000000      0 0.001815
## 94            0              0            0    0.000000      0 0.001815
## 95            0              0            0    0.003630      0 0.003630
## 96            0              0            0    0.000000      0 0.000000
## 97            0              0            0    0.000000      0 0.000000
## 98            0              0            0    0.000000      0 0.001815
## 99            0              0            0    0.000000      0 0.001815
## 100           0              0            0    0.000000      0 0.000000
## 101           0              0            0    0.000000      0 0.000000
## 102           0              0            0    0.000000      0 0.000000
## 103           0              0            0    0.000000      0 0.001815
## 104           0              0            0    0.000000      0 0.000000
## 105           0              0            0    0.000000      0 0.000000
## 106           0              0            0    0.000000      0 0.000000
## 107           0              0            0    0.000000      0 0.000000
## 108           0              0            0    0.000000      0 0.000000
## 109           0              0            0    0.000000      0 0.001815
## 110           0              0            0    0.000000      0 0.000000
## 111           0              0            0    0.000000      0 0.001815
## 112           0              0            0    0.000000      0 0.001815
## 113           0              0            0    0.000000      0 0.000000
## 114           0              0            0    0.000000      0 0.001815
## 115           0              0            0    0.000000      0 0.000000
## 116           0              0            0    0.000000      0 0.000000
## 117           0              0            0    0.000000      0 0.000000
## 118           0              0            0    0.000000      0 0.000000
## 119           0              0            0    0.000000      0 0.000000
## 120           0              0            0    0.000000      0 0.001815
## 121           0              0            0    0.000000      0 0.000000
## 122           0              0            0    0.000000      0 0.000000
## 123           0              0            0    0.000000      0 0.000000
## 124           0              0            0    0.000000      0 0.000000
## 125           0              0            0    0.000000      0 0.000000
## 126           0              0            0    0.000000      0 0.000000
## 127           0              0            0    0.000000      0 0.001815
## 128           0              0            0    0.000000      0 0.001815
## 129           0              0            0    0.000000      0 0.001815
## 130           0              0            0    0.000000      0 0.000000
## 131           0              0            0    0.000000      0 0.001815
## 132           0              0            0    0.000000      0 0.000000
## 133           0              0            0    0.000000      0 0.000000
## 134           0              0            0    0.000000      0 0.000000
## 135           0              0            0    0.000000      0 0.000000
## 136           0              0            0    0.000000      0 0.000000
## 137           0              0            0    0.000000      0 0.000000
## 138           0              0            0    0.000000      0 0.000000
## 139           0              0            0    0.000000      0 0.000000
## 140           0              0            0    0.000000      0 0.000000
## 141           0              0            0    0.000000      0 0.105899
## 142           0              0            0    0.000000      0 0.156179
## 143           0              0            0    0.000000      0 0.205069
## 144           0              0            0    0.000000      0 0.252628
## 145           0              0            0    0.000000      0 0.298726
## 146           0              0            0    0.000000      0 0.000000
## 147           0              0            0    0.000000      0 0.000000
## 148           0              0            0    0.000000      0 0.000000
## 149           0              0            0    0.000000      0 0.000000
## 150           0              0            0    0.000000      0 0.505101
##     evap_surface soil_evap     snow snow_melt trans_sat trans_unsat      Qin
## 1       0.000000  0.000000 0.000000  0.000000         0    0.000000 0.975012
## 2       0.000000  0.000000 0.000000  0.000000         0    0.000000 0.972912
## 3       0.045069  0.496720 0.000000  0.000000         0    0.000000 0.970598
## 4       0.000000  0.000000 0.000000  0.000000         0    0.000000 0.969123
## 5       0.045069  0.220439 0.000000  0.000000         0    0.000000 0.968056
## 6       0.000000  0.000000 0.000000  0.000000         0    0.000000 0.966996
## 7       0.000000  0.000000 0.000000  0.000000         0    0.000000 0.966156
## 8       0.045069  0.385152 0.000000  0.000000         0    0.000000 0.965314
## 9       0.000000  0.175955 0.000000  0.000000         0    0.000000 0.964688
## 10      0.000000  0.298234 0.000000  0.000000         0    0.000000 0.963848
## 11      0.000000  0.276054 0.000000  0.000000         0    0.000000 0.962798
## 12      0.000000  0.283700 0.000000  0.000000         0    0.000000 0.961752
## 13      0.000000  0.346023 0.000000  0.000000         0    0.000000 0.960711
## 14      0.000000  0.360450 0.000000  0.000000         0    0.000000 0.959460
## 15      0.000000  0.000000 0.327594  0.430776         0    0.000000 0.958212
## 16      0.000000  0.004840 0.291424  0.000000         0    0.000000 0.956755
## 17      0.000000  0.008186 0.169325  0.000000         0    0.000000 0.955302
## 18      0.000000  0.005945 0.115581  0.000000         0    0.000000 0.953640
## 19      0.000000  0.000000 0.000000  0.000000         0    0.000000 0.951982
## 20      0.045069  0.298199 0.000000  0.000000         0    0.000000 0.950117
## 21      0.000000  0.278150 0.000000  0.000000         0    0.000000 0.948257
## 22      0.000000  0.324414 0.000000  0.000000         0    0.000000 0.946330
## 23      0.000000  0.000000 0.000000  0.000000         0    0.000000 0.944338
## 24      0.045069  0.222576 0.000000  0.000000         0    0.000000 0.942280
## 25      0.000000  0.000000 0.000000  0.000000         0    0.000000 0.940017
## 26      0.000000  0.000000 0.000000  0.000000         0    0.000000 0.939574
## 27      0.000000  0.000000 0.000000  0.000000         0    0.000000 0.941079
## 28      0.000000  0.000000 0.159846  0.598524         0    0.000000 0.942718
## 29      0.000000  0.000000 0.000000  0.000000         0    0.000000 0.944299
## 30      0.045069  0.290262 0.000000  0.000000         0    0.000000 0.945895
## 31      0.000000  0.000000 0.000000  0.284897         0    0.000000 0.947153
## 32      0.000000  0.000000 0.000000  0.250370         0    0.000000 0.948284
## 33      0.045069  0.450973 0.000000  0.000000         0    0.000000 0.949286
## 34      0.000000  0.351026 0.000000  0.000000         0    0.000000 0.950087
## 35      0.000000  0.455429 0.000000  0.000000         0    0.000000 0.950687
## 36      0.000000  0.362020 0.000000  0.000000         0    0.000000 0.951085
## 37      0.000000  0.000000 0.000000  0.000000         0    0.000000 0.951550
## 38      0.000000  0.000000 0.000000  0.000000         0    0.000000 0.952293
## 39      0.045069  0.384765 0.000000  0.000000         0    0.000000 0.952897
## 40      0.000000  0.395668 0.000000  0.000000         0    0.000000 0.953509
## 41      0.000000  0.271479 0.000000  0.000000         0    0.000000 0.953916
## 42      0.000000  0.000000 0.000000  0.000000         0    0.000000 0.954114
## 43      0.000000  0.000000 0.000000  0.000000         0    0.000000 0.955742
## 44      0.045069  0.340396 0.000000  0.000000         0    0.000000 0.958396
## 45      0.000000  0.251639 0.000000  0.000000         0    0.000000 0.960651
## 46      0.000000  0.412876 0.000000  0.000000         0    0.000000 0.962717
## 47      0.000000  0.000000 0.000000  0.000000         0    0.000000 0.964375
## 48      0.045069  0.319935 0.000000  0.000000         0    0.000000 0.965836
## 49      0.000000  0.387564 0.000000  0.000000         0    0.000000 0.967098
## 50      0.000000  0.000000 0.000000 20.583698         0    0.000000 0.968352
## 51      0.045069  0.379875 0.000000  0.000000         0    0.000000 0.970029
## 52      0.000000  0.000000 0.000000  0.000000         0    0.000000 0.971718
## 53      0.000000  0.000000 0.000000  0.000000         0    0.000000 0.975036
## 54      0.045069  0.370854 0.000000  0.000000         0    0.000000 0.980465
## 55      0.000000  0.378667 0.000000  0.000000         0    0.000000 0.985088
## 56      0.000000  0.000000 0.000000  0.000000         0    0.000000 0.993255
## 57      0.000000  0.000000 0.000000  0.000000         0    0.000000 1.012488
## 58      0.000000  0.000000 0.000000  0.000000         0    0.000000 1.038299
## 59      0.000000  0.000000 0.000000  0.000000         0    0.000000 1.062174
## 60      0.045069  0.311789 0.000000  0.000000         0    0.000000 1.084678
## 61      0.000000  0.000000 0.000000  0.000000         0    0.000000 1.105553
## 62      0.045069  0.388662 0.000000  0.000000         0    0.000000 1.124964
## 63      0.000000  0.000000 0.000000  0.000000         0    0.000000 1.143529
## 64      0.000000  0.000000 0.000000  0.000000         0    0.000000 1.161493
## 65      0.000000  0.000000 0.000000  0.000000         0    0.000000 1.178647
## 66      0.000000  0.000000 0.000000  0.000000         0    0.000000 1.194583
## 67      0.000000  0.000000 0.000000  0.000000         0    0.000000 1.214612
## 68      0.045069  0.319624 0.000000  0.000000         0    0.000000 1.237797
## 69      0.000000  0.342810 0.000000  0.000000         0    0.000000 1.258789
## 70      0.000000  0.000000 0.000000  0.000000         0    0.000000 1.277786
## 71      0.000000  0.000000 0.000000  0.000000         0    0.000000 1.294930
## 72      0.000000  0.000000 0.000000  0.000000         0    0.000000 1.310586
## 73      0.045069  0.355893 0.000000  0.000000         0    0.000000 1.324566
## 74      0.000000  0.000000 0.000000  0.000000         0    0.000000 1.339820
## 75      0.000000  0.000000 0.000000  0.000000         0    0.000000 1.360727
## 76      0.045069  0.375940 0.000000  0.000000         0    0.000000 1.384447
## 77      0.000000  0.515145 0.000000  0.000000         0    0.000000 1.405689
## 78      0.000000  0.567550 0.000000  0.000000         0    0.000000 1.424380
## 79      0.000000  0.451886 0.000000  0.000000         0    0.000000 1.441009
## 80      0.000000  0.000000 0.000000  0.000000         0    0.000000 1.455776
## 81      0.000000  0.000000 0.000000  1.266370         0    0.000000 1.469019
## 82      0.045069  0.186833 0.000000  0.000000         0    0.000000 1.480573
## 83      0.000000  0.507245 0.000000  0.000000         0    0.000000 1.490933
## 84      0.000000  0.311558 0.000000  0.000000         0    0.000000 1.499728
## 85      0.000000  0.000000 0.000000  0.000000         0    0.000000 1.507257
## 86      0.000000  0.000000 0.000000  6.819622         0    0.000000 1.513818
## 87      0.045069  0.411712 0.000000  0.000000         0    0.000000 1.519499
## 88      0.000000  0.302654 0.000000  0.000000         0    0.000000 1.524519
## 89      0.000000  0.631469 0.000000  0.000000         0    0.000000 1.528191
## 90      0.000000  0.558094 0.000000  0.000000         0    0.000000 1.531412
## 91      0.000000  0.000000 0.000000  0.000000         0    0.000000 1.533263
## 92      0.045069  0.626480 0.000000  0.000000         0    0.000000 1.534761
## 93      0.000000  0.000000 0.000000  0.000000         0    0.000000 1.535778
## 94      0.000000  0.000000 0.000000  0.000000         0    0.000000 1.537434
## 95      0.000000  0.000000 0.000000  0.504370         0    0.000000 1.538603
## 96      0.045069  0.415780 0.000000  0.000000         0    0.000000 1.539303
## 97      0.000000  0.500773 0.000000  0.000000         0    0.000000 1.539760
## 98      0.000000  0.000000 0.000000  0.000000         0    0.000000 1.539401
## 99      0.000000  0.000000 0.000000  0.000000         0    0.000000 1.539239
## 100     0.045069  0.352992 0.000000  0.000000         0    0.000000 1.539051
## 101     0.000000  0.397611 0.000000  0.000000         0    0.000000 1.538049
## 102     0.000000  0.549858 0.000000  0.000000         0    0.000000 1.536807
## 103     0.000000  0.000000 0.000000  0.000000         0    0.000000 1.535645
## 104     0.045069  0.531269 0.000000  0.000000         0    0.000000 1.535353
## 105     0.000000  0.578121 0.000000  0.000000         0    0.000000 1.534256
## 106     0.000000  0.635938 0.000000  0.000000         0    0.000000 1.532587
## 107     0.000000  0.614356 0.000000  0.000000         0    0.000000 1.530570
## 108     0.000000  0.492572 0.000000  0.000000         0    0.000000 1.527869
## 109     0.000000  0.000000 0.000000  0.000000         0    0.000000 1.524824
## 110     0.045069  0.666219 0.000000  0.000000         0    0.000000 1.521324
## 111     0.000000  0.000000 0.000000  0.000000         0    0.000000 1.517371
## 112     0.000000  0.000000 0.000000  0.000000         0    0.000000 1.513850
## 113     0.045069  0.484370 0.000000  0.000000         0    0.000000 1.510311
## 114     0.000000  0.000000 0.000000  0.000000         0    0.000000 1.506881
## 115     0.045069  0.503883 0.000000  0.000000         0    0.000000 1.503115
## 116     0.000000  0.580376 0.000000  0.000000         0    0.000000 1.499238
## 117     0.000000  0.646548 0.000000  0.000000         0    0.000000 1.494810
## 118     0.000000  0.549397 0.000000  0.000000         0    0.000000 1.490058
## 119     0.000000  0.397498 0.000000  0.000000         0    0.000000 1.485093
## 120     0.000000  0.000000 0.000000  0.000000         0    0.000000 1.483416
## 121     0.045069  0.197087 0.000000  0.000000         0    0.000000 1.484717
## 122     0.000000  0.789406 0.000000  0.000000         0    0.000000 1.485168
## 123     0.000000  0.801658 0.000000  0.000000         0    0.000000 1.484983
## 124     0.000000  0.583391 0.000000  0.000000         0    0.000000 1.484048
## 125     0.000000  0.742893 0.000000  0.000000         0    0.000000 1.482471
## 126     0.000000  0.518891 0.000000  0.000000         0    0.000000 1.480249
## 127     0.000000  0.000000 0.000000  0.000000         0    0.000000 1.477599
## 128     0.000000  0.000000 0.000000  0.000000         0    0.000000 1.481984
## 129     0.000000  0.000000 0.000000  0.000000         0    0.000000 1.493013
## 130     0.045069  0.402169 0.000000  0.000000         0    0.000000 1.503004
## 131     0.000000  0.000000 0.000000  0.000000         0    0.000000 1.512555
## 132     0.045069  0.626331 0.000000  0.000000         0    0.000000 1.521871
## 133     0.000000  0.650820 0.000000  0.000000         0    0.000000 1.529976
## 134     0.000000  0.626374 0.000000  0.000000         0    0.000000 1.537189
## 135     0.000000  0.779364 0.000000  0.000000         0    0.000000 1.543031
## 136     0.000000  0.811622 0.000000  0.000000         0    0.000000 1.547819
## 137     0.000000  0.707240 0.000000  0.000000         0    0.000000 1.551076
## 138     0.000000  0.750286 0.000000  0.000000         0    0.000000 1.553818
## 139     0.000000  0.796880 0.000000  0.000000         0    0.000000 1.555341
## 140     0.000000  0.435255 0.000000  0.000000         0    0.164941 1.556092
## 141     0.000000  0.000000 0.000000  0.000000         0    0.000000 1.555607
## 142     0.000000  0.000000 0.000000  0.000000         0    0.000000 1.554682
## 143     0.000000  0.000000 0.000000  0.000000         0    0.000000 1.553644
## 144     0.000000  0.000000 0.000000  0.000000         0    0.000000 1.552151
## 145     0.000000  0.000000 0.000000  0.000000         0    0.000000 1.550549
## 146     0.045069  0.679652 0.000000  0.000000         0    1.555271 1.547928
## 147     0.000000  0.706226 0.000000  0.000000         0    1.643000 1.545322
## 148     0.000000  0.725552 0.000000  0.000000         0    1.773855 1.541703
## 149     0.000000  0.708987 0.000000  0.000000         0    1.795895 1.537989
## 150     0.000000  0.000000 0.000000  0.000000         0    0.000000 1.533829
##         Qout       psn root_zone.S root.depth litter.rain_stor litter.S area
## 1   3.988593 -0.004160    0.444609   259.3386         0.045069        1  100
## 2   3.979863 -0.005136    0.436742   259.3386         0.045069        1  100
## 3   3.970259 -0.005572    0.423012   259.3386         0.000000        0  100
## 4   3.964136 -0.005170    0.394177   259.3386         0.045069        1  100
## 5   3.959725 -0.004738    0.388831   259.3386         0.000000        0  100
## 6   3.955333 -0.004916    0.420465   259.3386         0.045069        1  100
## 7   3.950966 -0.005141    0.484064   259.3386         0.045069        1  100
## 8   3.947496 -0.004292    0.455692   259.3386         0.000000        0  100
## 9   3.944899 -0.003552    0.439445   259.3386         0.000000        0  100
## 10  3.941428 -0.003766    0.426620   259.3386         0.000000        0  100
## 11  3.937084 -0.003765    0.416572   259.3386         0.000000        0  100
## 12  3.932754 -0.003524    0.408100   259.3386         0.000000        0  100
## 13  3.928429 -0.003596    0.400267   259.3386         0.000000        0  100
## 14  3.923237 -0.003496    0.393194   259.3386         0.000000        0  100
## 15  3.917182 -0.002983    0.391996   259.3386         0.045069        1  100
## 16  3.911144 -0.002573    0.388603   259.3386         0.045069        1  100
## 17  3.904828 -0.002538    0.385470   259.3386         0.045069        1  100
## 18  3.897944 -0.002671    0.382602   259.3386         0.045069        1  100
## 19  3.890499 -0.002300    0.380331   259.3386         0.045069        1  100
## 20  3.883069 -0.002309    0.375414   259.3386         0.000000        0  100
## 21  3.875075 -0.002235    0.370965   259.3386         0.000000        0  100
## 22  3.866811 -0.002443    0.366373   259.3386         0.000000        0  100
## 23  3.858279 -0.003068    0.372047   259.3386         0.045069        1  100
## 24  3.849479 -0.003692    0.368246   259.3386         0.000000        0  100
## 25  3.840126 -0.003812    0.381378   259.3386         0.045069        1  100
## 26  3.838349 -0.004495    0.343476   259.3386         0.045069        1  100
## 27  3.844978 -0.003675    0.483369   259.3386         0.045069        1  100
## 28  3.852467 -0.002770    0.460399   259.3386         0.045069        1  100
## 29  3.859707 -0.002611    0.444266   259.3386         0.045069        1  100
## 30  3.866413 -0.002734    0.430349   259.3386         0.000000        0  100
## 31  3.872292 -0.003137    0.427017   259.3386         0.045069        1  100
## 32  3.877339 -0.002439    0.420417   259.3386         0.045069        1  100
## 33  3.881839 -0.002658    0.410043   259.3386         0.000000        0  100
## 34  3.885212 -0.003189    0.401928   259.3386         0.000000        0  100
## 35  3.887744 -0.003420    0.393913   259.3386         0.000000        0  100
## 36  3.889719 -0.004250    0.387435   259.3386         0.000000        0  100
## 37  3.891977 -0.004331    0.485760   259.3386         0.045069        1  100
## 38  3.895089 -0.003766    0.461232   259.3386         0.045069        1  100
## 39  3.897926 -0.003413    0.441752   259.3386         0.000000        0  100
## 40  3.900488 -0.003555    0.427659   259.3386         0.000000        0  100
## 41  3.902198 -0.003754    0.417458   259.3386         0.000000        0  100
## 42  3.903628 -0.003979    0.479871   259.3386         0.045069        1  100
## 43  3.910745 -0.004350    0.343476   259.3386         0.045069        1  100
## 44  3.921872 -0.003629    0.340583   259.3386         0.000000        0  100
## 45  3.932202 -0.003094    0.338448   259.3386         0.000000        0  100
## 46  3.940843 -0.003520    0.334936   259.3386         0.000000        0  100
## 47  3.948655 -0.003812    0.354384   259.3386         0.045069        1  100
## 48  3.954752 -0.003129    0.350524   259.3386         0.000000        0  100
## 49  3.960005 -0.003142    0.346217   259.3386         0.000000        0  100
## 50  3.966130 -0.003334    0.476499   259.3386         0.045069        1  100
## 51  3.973125 -0.003400    0.451427   259.3386         0.000000        0  100
## 52  3.979270 -0.003787    0.447719   259.3386         0.045069        1  100
## 53  3.994993 -0.004036    0.343476   259.3386         0.045069        1  100
## 54  4.017779 -0.003863    0.340323   259.3386         0.000000        0  100
## 55  4.038989 -0.004096    0.337103   259.3386         0.000000        0  100
## 56  4.075241 -0.004590    0.343476   259.3386         0.045069        1  100
## 57  4.162941 -0.005503    0.343476   259.3386         0.045069        1  100
## 58  4.281274 -0.005546    0.413642   259.3386         0.045069        1  100
## 59  4.390240 -0.004867    0.426236   259.3386         0.045069        1  100
## 60  4.490736 -0.005443    0.415980   259.3386         0.000000        0  100
## 61  4.583247 -0.006461    0.453660   259.3386         0.045069        1  100
## 62  4.670154 -0.005647    0.436491   259.3386         0.000000        0  100
## 63  4.751290 -0.005568    0.483061   259.3386         0.045069        1  100
## 64  4.829418 -0.005356    0.469268   259.3386         0.045069        1  100
## 65  4.902172 -0.005876    0.457874   259.3386         0.045069        1  100
## 66  4.971074 -0.006352    0.455701   259.3386         0.045069        1  100
## 67  5.058020 -0.006943    0.343476   259.3386         0.045069        1  100
## 68  5.158519 -0.007617    0.340769   259.3386         0.000000        0  100
## 69  5.249418 -0.007418    0.337864   259.3386         0.000000        0  100
## 70  5.329620 -0.007607    0.339141   259.3386         0.045069        1  100
## 71  5.401697 -0.006793    0.400931   259.3386         0.045069        1  100
## 72  5.465614 -0.006211    0.419816   259.3386         0.045069        1  100
## 73  5.523049 -0.005975    0.410284   259.3386         0.000000        0  100
## 74  5.584635 -0.005868    0.433896   259.3386         0.045069        1  100
## 75  5.673472 -0.005962    0.343476   259.3386         0.045069        1  100
## 76  5.773406 -0.005315    0.340292   259.3386         0.000000        0  100
## 77  5.861594 -0.005471    0.335919   259.3386         0.000000        0  100
## 78  5.939085 -0.005635    0.331099   259.3386         0.000000        0  100
## 79  6.006232 -0.005987    0.327269   259.3386         0.000000        0  100
## 80  6.064370 -0.005248    0.439031   259.3386         0.045069        1  100
## 81  6.115885 -0.004469    0.435268   259.3386         0.045069        1  100
## 82  6.160121 -0.003948    0.424207   259.3386         0.000000        0  100
## 83  6.197822 -0.004131    0.412778   259.3386         0.000000        0  100
## 84  6.229766 -0.004767    0.404619   259.3386         0.000000        0  100
## 85  6.257224 -0.004712    0.417054   259.3386         0.045069        1  100
## 86  6.278726 -0.004052    0.468725   259.3386         0.045069        1  100
## 87  6.297465 -0.003919    0.446458   259.3386         0.000000        0  100
## 88  6.312014 -0.003518    0.431893   259.3386         0.000000        0  100
## 89  6.324214 -0.004305    0.418114   259.3386         0.000000        0  100
## 90  6.329384 -0.005289    0.407244   259.3386         0.000000        0  100
## 91  6.334979 -0.005684    0.448579   259.3386         0.045069        1  100
## 92  6.335836 -0.005882    0.431070   259.3386         0.000000        0  100
## 93  6.334305 -0.005590    0.487428   259.3386         0.045069        1  100
## 94  6.335047 -0.005167    0.486817   259.3386         0.045069        1  100
## 95  6.335730 -0.003961    0.461761   259.3386         0.045069        1  100
## 96  6.336370 -0.004050    0.441889   259.3386         0.000000        0  100
## 97  6.332760 -0.004363    0.426975   259.3386         0.000000        0  100
## 98  6.328638 -0.004426    0.482211   259.3386         0.045069        1  100
## 99  6.322607 -0.004743    0.481281   259.3386         0.045069        1  100
## 100 6.318410 -0.004180    0.454356   259.3386         0.000000        0  100
## 101 6.310920 -0.004439    0.436919   259.3386         0.000000        0  100
## 102 6.301561 -0.005985    0.422747   259.3386         0.000000        0  100
## 103 6.294936 -0.006082    0.475442   259.3386         0.045069        1  100
## 104 6.288729 -0.005161    0.449793   259.3386         0.000000        0  100
## 105 6.282054 -0.005080    0.432320   259.3386         0.000000        0  100
## 106 6.273517 -0.006220    0.418424   259.3386         0.000000        0  100
## 107 6.260831 -0.007205    0.407063   259.3386         0.000000        0  100
## 108 6.247701 -0.007336    0.398176   259.3386         0.000000        0  100
## 109 6.232289 -0.005680    0.426992   259.3386         0.045069        1  100
## 110 6.215069 -0.005445    0.413844   259.3386         0.000000        0  100
## 111 6.196967 -0.005912    0.444737   259.3386         0.045069        1  100
## 112 6.180245 -0.005383    0.484177   259.3386         0.045069        1  100
## 113 6.163989 -0.004926    0.455121   259.3386         0.000000        0  100
## 114 6.147765 -0.004948    0.453774   259.3386         0.045069        1  100
## 115 6.130222 -0.005487    0.435737   259.3386         0.000000        0  100
## 116 6.111824 -0.005444    0.421581   259.3386         0.000000        0  100
## 117 6.092578 -0.006564    0.409484   259.3386         0.000000        0  100
## 118 6.071593 -0.006889    0.399850   259.3386         0.000000        0  100
## 119 6.049779 -0.007132    0.392519   259.3386         0.000000        0  100
## 120 6.042068 -0.005799    0.343476   259.3386         0.045069        1  100
## 121 6.046697 -0.004573    0.341824   259.3386         0.000000        0  100
## 122 6.048716 -0.005292    0.335109   259.3386         0.000000        0  100
## 123 6.046774 -0.007692    0.328288   259.3386         0.000000        0  100
## 124 6.042652 -0.005723    0.323334   259.3386         0.000000        0  100
## 125 6.035447 -0.005883    0.317016   259.3386         0.000000        0  100
## 126 6.025610 -0.006322    0.312614   259.3386         0.000000        0  100
## 127 6.013150 -0.005874    0.344746   259.3386         0.045069        1  100
## 128 6.032789 -0.005844    0.343476   259.3386         0.045069        1  100
## 129 6.081915 -0.006216    0.470692   259.3386         0.045069        1  100
## 130 6.125354 -0.006441    0.447758   259.3386         0.000000        0  100
## 131 6.166965 -0.006103    0.487783   259.3386         0.045069        1  100
## 132 6.207595 -0.006478    0.456168   259.3386         0.000000        0  100
## 133 6.242706 -0.007082    0.436368   259.3386         0.000000        0  100
## 134 6.272661 -0.006185    0.421728   259.3386         0.000000        0  100
## 135 6.298746 -0.007056    0.408561   259.3386         0.000000        0  100
## 136 6.319001 -0.008277    0.396928   259.3386         0.000000        0  100
## 137 6.331969 -0.008878    0.387357   259.3386         0.000000        0  100
## 138 6.343201 -0.009237    0.378221   259.3386         0.000000        0  100
## 139 6.348447 -0.009745    0.369299   259.3386         0.000000        0  100
## 140 6.350490 -0.405159    0.362489   259.3386         0.000000        0  100
## 141 6.350698 -0.053060    0.375331   259.3386         0.045069        1  100
## 142 6.346228  0.393440    0.468826   259.3386         0.045069        1  100
## 143 6.339907  0.711216    0.469504   259.3386         0.045069        1  100
## 144 6.333130  1.189878    0.449738   259.3386         0.045069        1  100
## 145 6.324509  1.612996    0.437587   259.3386         0.045069        1  100
## 146 6.315902  1.939892    0.410223   259.3386         0.000000        0  100
## 147 6.302660  2.162958    0.385908   259.3386         0.000000        0  100
## 148 6.287607  2.403628    0.362342   259.3386         0.000000        0  100
## 149 6.270293  2.611348    0.340232   259.3386         0.000000        0  100
## 150 6.252558  3.256598    0.401720   259.3386         0.045069        1  100
##          pet      lai baseflow streamflow     pcp recharge  Kdowndirpch
## 1   0.000000 0.000000        0          0   0.254 0.000182   264.851782
## 2   0.000000 0.000000        0          0   0.762 0.000548   288.655914
## 3   0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 4   0.000000 0.000000        0          0  32.766 0.023589     3.297994
## 5   0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 6   0.000000 0.000000        0          0   6.096 0.004361   246.958319
## 7   0.000000 0.000000        0          0  23.114 0.016663   404.119581
## 8   0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 9   0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 10  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 11  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 12  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 13  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 14  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 15  0.000000 0.000000        0          0   0.762 0.000278     0.000000
## 16  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 17  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 18  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 19  0.000000 0.000000        0          0   0.000 0.000041     0.000000
## 20  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 21  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 22  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 23  0.000000 0.000000        0          0   1.270 0.000882   209.039623
## 24  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 25  0.000000 0.000000        0          0   2.540 0.001797     1.817516
## 26  0.000000 0.000000        0          0  84.328 0.060797    15.705640
## 27  0.000000 0.000000        0          0  35.306 0.025453  2029.864444
## 28  0.000000 0.000000        0          0   0.762 0.000432     0.000000
## 29  0.000000 0.000000        0          0   0.000 0.000055     0.000000
## 30  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 31  0.000000 0.000000        0          0   1.016 0.000699     0.000000
## 32  0.000000 0.000000        0          0   0.254 0.000181     0.000000
## 33  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 34  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 35  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 36  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 37  0.000000 0.000000        0          0  27.432 0.019744     8.424608
## 38  0.000000 0.000000        0          0   0.508 0.000365  1685.538667
## 39  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 40  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 41  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 42  0.000000 0.000000        0          0  14.986 0.010771    85.799184
## 43  0.000000 0.000000        0          0  27.686 0.019959     6.020436
## 44  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 45  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 46  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 47  0.000000 0.000000        0          0   3.302 0.002347   656.035288
## 48  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 49  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 50  0.000000 0.000000        0          0  36.830 0.026517     0.000000
## 51  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 52  0.000000 0.000000        0          0   2.032 0.001431  1009.964129
## 53  0.000000 0.000000        0          0  49.276 0.035525   581.828808
## 54  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 55  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 56  0.000000 0.000000        0          0  83.058 0.059848   341.594869
## 57  0.000000 0.000000        0          0 107.950 0.077827     4.115944
## 58  0.000000 0.000000        0          0  11.938 0.008606    78.695945
## 59  0.000000 0.000000        0          0   3.302 0.002379   195.195876
## 60  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 61  0.000000 0.000000        0          0   8.382 0.006009   642.740161
## 62  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 63  0.000000 0.000000        0          0  13.462 0.009672   532.222807
## 64  0.000000 0.000000        0          0   2.794 0.002013  2922.344060
## 65  0.000000 0.000000        0          0   1.778 0.001281   738.646162
## 66  0.000000 0.000000        0          0   2.794 0.002013    24.728722
## 67  0.000000 0.000000        0          0  38.608 0.027834     9.319634
## 68  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 69  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 70  0.000000 0.000000        0          0   0.254 0.000149   559.122543
## 71  0.000000 0.000000        0          0  10.414 0.007507   832.136678
## 72  0.000000 0.000000        0          0   4.064 0.002929  1072.193575
## 73  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 74  0.000000 0.000000        0          0  32.004 0.023040   339.001024
## 75  0.000000 0.000000        0          0  34.036 0.024537   690.408303
## 76  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 77  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 78  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 79  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 80  0.000000 0.000000        0          0  19.304 0.013884   245.828980
## 81  0.000000 0.000000        0          0   1.270 0.000913     0.000000
## 82  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 83  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 84  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 85  0.000000 0.000000        0          0   3.048 0.002164   343.793379
## 86  0.000000 0.000000        0          0  11.684 0.008420     0.000000
## 87  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 88  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 89  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 90  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 91  0.000000 0.000000        0          0   8.636 0.006192  4992.551863
## 92  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 93  0.000000 0.000000        0          0  17.018 0.012236   612.960561
## 94  0.000000 0.000000        0          0   8.890 0.006408  9206.166747
## 95  0.000000 0.000000        0          0   0.508 0.000364     0.000000
## 96  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 97  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 98  0.000000 0.000000        0          0  14.478 0.010404   670.482956
## 99  0.000000 0.000000        0          0   6.604 0.004760  4021.405846
## 100 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 101 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 102 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 103 0.000000 0.000000        0          0  25.146 0.018096   885.401237
## 104 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 105 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 106 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 107 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 108 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 109 0.000000 0.000000        0          0   5.842 0.004178 10166.515318
## 110 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 111 0.000000 0.000000        0          0   6.858 0.004911  2781.320706
## 112 0.000000 0.000000        0          0  19.558 0.014099  5060.166539
## 113 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 114 0.000000 0.000000        0          0   2.794 0.001981  1280.608021
## 115 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 116 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 117 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 118 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 119 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 120 0.000000 0.000000        0          0  64.770 0.046663  6973.024189
## 121 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 122 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 123 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 124 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 125 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 126 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 127 0.000000 0.000000        0          0   5.334 0.003812   149.125209
## 128 0.000000 0.000000        0          0 113.284 0.081672   129.301315
## 129 0.000000 0.000000        0          0  23.622 0.017029   404.785364
## 130 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 131 0.000000 0.000000        0          0  16.764 0.012052  2077.680652
## 132 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 133 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 134 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 135 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 136 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 137 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 138 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 139 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 140 0.207870 0.105194        0          0   0.000 0.000000     0.000000
## 141 0.000000 0.208169        0          0   2.540 0.001722  3137.459471
## 142 0.000000 0.308729        0          0  18.288 0.013072  5303.143158
## 143 0.000000 0.406509        0          0   4.826 0.003332  2922.388976
## 144 0.000000 0.501627        0          0   0.254 0.000001  4855.697761
## 145 0.000000 0.593823        0          0   0.508 0.000151  3660.625596
## 146 2.473914 0.682959        0          0   0.000 0.000000     0.000000
## 147 2.982202 0.768912        0          0   0.000 0.000000     0.000000
## 148 3.401545 0.851566        0          0   0.000 0.000000     0.000000
## 149 3.629475 0.930818        0          0   0.000 0.000000     0.000000
## 150 0.000000 1.006573        0          0  10.922 0.007478  1460.354602
##     Kdowndiffpch   Kupdirpch  Kupdifpch Luppch Kdowndirsubcan Kdowndifsubcan
## 1      1579.3868   46.929311  286.39732      0     264.851782      1579.3868
## 2      1628.7517   51.150149  295.49385      0     288.655914      1628.7517
## 3       745.0123  131.854018  426.20345      0     744.092497      2334.1861
## 4       189.0268    0.584408   34.04461      0       3.297994       189.0268
## 5       196.2096    5.795666  107.58185      0      32.706712       596.3074
## 6      1524.8865   43.761289  276.45801      0     246.958319      1524.8865
## 7      1867.4023   71.610439  339.39459      0     404.119581      1867.4023
## 8       736.6252  127.119034  420.88120      0     717.371537      2305.8372
## 9       261.1562   10.513804  143.64357      0      59.332607       795.4728
## 10      560.9010   59.352624  314.44130      0     334.944988      1731.9153
## 11      462.6077   37.149363  257.43498      0     209.645205      1420.8913
## 12      550.1492   56.525965  308.14151      0     318.993283      1697.6405
## 13      701.3693  109.210718  398.83062      0     616.309437      2187.9424
## 14      761.2418  141.632061  436.60147      0     799.272977      2389.4347
## 15        0.0000   13.233059  160.31159      0      74.678191       887.3893
## 16        0.0000   37.770779  260.62896      0     213.164395      1438.5510
## 17        0.0000  258.774778  523.71869      0    1460.429727      2843.7002
## 18        0.0000   33.698372  247.80682      0     190.181223      1368.3475
## 19        0.0000   54.731944  305.71267      0     308.886976      1684.7131
## 20      883.2757  251.923229  520.41691      0    1421.762099      2827.1132
## 21      836.4598  194.192371  485.73020      0    1095.950360      2649.1992
## 22      816.8396  176.640139  472.25643      0     996.892012      2578.8380
## 23     1454.0823   37.035824  263.36499      0     209.039623      1454.0823
## 24      231.0496    7.758044  126.80790      0      43.788376       702.6781
## 25      142.6013    0.322012   25.67730      0       1.817516       142.6013
## 26      424.1458    2.782589   76.45636      0      15.705640       424.1458
## 27     3095.9272  359.633745  573.52975      0    2029.864444      3095.9272
## 28        0.0000   24.130441  217.14321      0     136.198354      1200.5057
## 29        0.0000  130.419297  437.13703      0     736.119728      2396.0524
## 30      738.2104  116.216649  419.57651      0     655.956365      2302.0682
## 31        0.0000   94.335171  396.08048      0     532.506734      2177.3909
## 32        0.0000  162.868220  481.27332      0     919.364673      2633.6887
## 33      928.0416  649.444074  605.39179      0    3666.006407      3201.9853
## 34      754.6629  116.202484  428.25319      0     655.944167      2350.7113
## 35      948.7942  275.683729  558.56476      0    1556.189912      3035.0318
## 36      598.4494   62.053630  334.92698      0     350.282673      1845.6293
## 37      315.8333    1.492445   56.90459      0       8.424608       315.8333
## 38     3085.3250  298.598250  568.64442      0    1685.538667      3085.3250
## 39      970.6996  246.737224  564.89415      0    1393.053486      3079.1611
## 40      957.3925  232.124631  555.45331      0    1310.552259      3030.2435
## 41      523.1683   41.873801  290.68890      0     236.415258      1605.1381
## 42     1010.8058   15.196726  182.56842      0      85.799184      1010.8058
## 43      272.7043    1.066338   49.12259      0       6.020436       272.7043
## 44      836.7242  143.290522  476.44252      0     809.003840      2612.7380
## 45      725.6980   94.789971  408.76714      0     535.174619      2248.4412
## 46     1008.9238  301.351623  593.92279      0    1701.400878      3227.2244
## 47     2492.6338  116.177434  453.50601      0     656.035288      2492.6338
## 48     1000.8361  242.113780  579.57384      0    1367.177574      3163.4684
## 49     1094.3230  426.645914  657.50685      0    2409.200860      3553.0122
## 50        0.0000   31.787800  263.12082      0     179.500596      1454.6061
## 51     1021.8333  265.495275  594.42285      0    1499.209118      3240.4677
## 52     2892.9164  178.854771  528.20079      0    1009.964129      2892.9164
## 53     2383.0627  103.036192  433.22987      0     581.828808      2383.0627
## 54      913.5647  172.484739  521.90565      0     973.993579      2859.4378
## 55      976.3265  191.627488  558.08116      0    1082.249900      3057.1529
## 56     1979.9181   60.484151  358.80531      0     341.594869      1979.9181
## 57      235.6246    0.728786   42.43327      0       4.115944       235.6246
## 58     1018.3323   13.934218  183.83524      0      78.695945      1018.3323
## 59     1551.3977   34.562161  280.61796      0     195.195876      1551.3977
## 60      640.5428   59.651122  356.69182      0     336.890189      1968.3651
## 61     2550.0536  113.806139  463.60936      0     642.740161      2550.0536
## 62      886.3240  140.855765  501.89886      0     795.507674      2756.6120
## 63     2468.9582   94.219283  448.05679      0     532.222807      2468.9582
## 64     4039.2388  517.341909  747.44726      0    2922.344060      4039.2388
## 65     2799.6186  130.762363  509.01374      0     738.646162      2799.6186
## 66      600.2722    4.377720  108.19924      0      24.728722       600.2722
## 67      368.6174    1.649853   66.40215      0       9.319634       368.6174
## 68      674.3012   61.372536  374.95041      0     346.679175      2069.9707
## 69      769.6284   85.142248  430.03401      0     480.948748      2370.8127
## 70     2517.5004   98.981337  456.98157      0     559.122543      2517.5004
## 71     3165.3852  147.288744  575.27909      0     832.136678      3165.3852
## 72     3480.4771  189.778974  633.60860      0    1072.193575      3480.4771
## 73     1088.0526  174.887254  614.57510      0     988.059880      3377.8777
## 74     2176.8142   60.003406  394.03628      0     339.001024      2176.8142
## 75     2915.1452  122.202728  529.28612      0     690.408303      2915.1452
## 76     1241.4852  271.204381  710.73623      0    1532.222400      3891.7498
## 77     1458.8452  637.117403  877.37341      0    3599.519857      4739.9357
## 78     1458.9570  765.592260  894.46072      0    4325.363787      4807.5775
## 79     1422.2368  383.708173  822.12788      0    2168.139811      4489.6501
## 80     1927.2940   43.505768  348.44350      0     245.828980      1927.2940
## 81        0.0000  276.207591  742.83947      0    1560.708678      4071.1184
## 82      832.1350   82.155105  462.80702      0     464.216732      2554.8560
## 83     1462.6379 1160.241418  943.43085      0    6555.934401      5004.3836
## 84     1060.9712  151.235350  596.02565      0     854.554077      3280.9481
## 85     2241.1840   60.843092  405.57150      0     343.793379      2241.1840
## 86        0.0000  165.364501  617.15985      0     934.390726      3395.4871
## 87     1654.7212  749.458243  992.14808      0    4235.319823      5364.4135
## 88     1525.2319  425.676527  881.69809      0    2405.572627      4814.9203
## 89     1403.6741 1530.305388  952.32362      0    8648.023831      4988.1655
## 90     1656.6785  782.343728  997.28147      0    4421.161462      5386.4128
## 91     5426.0717  883.453742 1008.02933      0    4992.551863      5426.0717
## 92     1637.3460  987.447583 1012.15495      0    5580.239275      5428.3601
## 93     2969.3141  108.466034  538.23336      0     612.960561      2969.3141
## 94     4847.2786 1629.071202  930.49660      0    9206.166747      4847.2786
## 95        0.0000   84.025379  496.72740      0     474.891630      2744.0368
## 96     1750.7015  850.237852 1053.56687      0    4805.343840      5690.8827
## 97     1729.1537 1052.190569 1066.08110      0    5946.732968      5721.5755
## 98     3176.4448  118.632507  575.74179      0     670.482956      3176.4448
## 99     5580.3613  711.531075 1028.87592      0    4021.405846      5580.3613
## 100    1599.4337  437.269768  921.80744      0    2471.345613      5038.1612
## 101    1651.8948  507.362120  958.73029      0    2867.491058      5229.8505
## 102    1742.1510  745.400018 1036.34300      0    4212.825124      5615.3394
## 103    3656.1830  156.645191  663.23706      0     885.401237      3656.1830
## 104    1828.0714 1048.629235 1115.84054      0    5927.137743      6004.5133
## 105    1743.3201 1350.745958 1104.98590      0    7634.783655      5887.7409
## 106    1753.2161 1230.586033 1096.36046      0    6955.607071      5862.2652
## 107    1808.0174  975.030538 1096.36271      0    5511.137883      5910.0327
## 108    1716.2703  537.614331  995.51505      0    3038.742468      5431.3843
## 109    5268.4700 1798.659934 1008.60427      0   10166.515318      5268.4700
## 110    1409.4106 1889.771312  986.31540      0   10681.501614      5127.5901
## 111    5486.1968  492.033190 1003.41192      0    2781.320706      5486.1968
## 112    6119.3842  895.175403 1130.56203      0    5060.166539      6119.3842
## 113    1859.1450 1200.079323 1146.71698      0    6783.699836      6153.6727
## 114    4282.7313  226.547643  778.14185      0    1280.608021      4282.7313
## 115    1893.9208  954.281927 1137.72246      0    5394.278554      6148.4179
## 116    1798.3054 1390.024466 1135.20597      0    7857.404561      6055.1460
## 117    1806.3291 1368.834671 1137.16225      0    7737.624802      6069.8723
## 118    1891.9029  875.738933 1127.71149      0    4950.297821      6107.0811
## 119    1697.5473  395.639338  966.51171      0    2236.582854      5300.4126
## 120    6397.6525 1233.490040 1190.75182      0    6973.024189      6397.6525
## 121    1271.6993  168.623404  709.89739      0     953.242455      3914.7864
## 122     935.0382 2837.111437  822.53724      0   16038.432443      4066.7506
## 123    1554.9226 2045.650923 1071.78596      0   11564.238789      5592.3391
## 124    1840.8810 1527.639012 1169.82732      0    8635.873364      6229.1363
## 125    1322.1430 2370.737441  981.27613      0   13401.980547      5031.6584
## 126    1970.5188  960.821806 1177.49566      0    5431.607454      6372.4197
## 127    1752.9869   26.377942  316.29374      0     149.125209      1752.9869
## 128    1636.7422   22.871402  295.26459      0     129.301315      1636.7422
## 129    2795.0509   71.600269  505.23864      0     404.785364      2795.0509
## 130    1862.9160  456.145541 1062.01408      0    2578.775780      5822.0933
## 131    5429.7184  367.509565  988.62991      0    2077.680652      5429.7184
## 132    2132.8268 1461.337226 1317.68977      0    8261.532141      7068.1322
## 133    2138.4841 1436.908780 1318.11653      0    8123.428229      7074.7490
## 134    2082.7890 1633.522187 1309.15831      0    9234.963575      6990.8009
## 135    1847.7115 2278.567323 1248.10311      0   12882.088955      6544.5822
## 136    1887.1345 2124.791519 1253.07731      0   12012.703368      6598.5996
## 137    2141.1863 1504.903745 1324.83723      0    8508.111089      7103.6809
## 138    2079.4252 1704.548078 1312.62929      0    9636.818602      7001.5996
## 139    1997.5405 1904.155117 1289.47948      0   10765.315271      6838.7233
## 140    1521.7887  445.872384 1057.33104      0    2357.541877      4772.6837
## 141    4633.7107  633.565094 1172.22773      0    3137.459471      4633.7107
## 142    4582.1224 1141.671314 1311.41948      0    5303.143158      4582.1224
## 143    3929.1008  666.322376 1217.53094      0    2922.388976      3929.1008
## 144    3942.8401 1174.909233 1355.56269      0    4855.697761      3942.8401
## 145    3644.7937 1399.407038 1370.81567      0    3660.625596      3644.7937
## 146    1036.8112 1373.994892 1370.10697      0    3416.735550      3382.7173
## 147     957.8538 1450.512174 1371.52862      0    3435.167983      3145.5965
## 148     886.9099 1527.774398 1370.88986      0    3452.230627      2932.5782
## 149     843.6589 1424.914957 1371.28840      0    3078.098440      2774.4380
## 150    2449.0978  705.747664 1235.44183      0    1460.354602      2449.0978
##     Ldownsubcan    Kstarcan Kstardirsno Kstardiffsno Lstarcanopy Lstarsnow
## 1             0   40.099331     0.00000       0.0000           0         0
## 2             0   42.420481     0.00000       0.0000           0         0
## 3             0   84.047011     0.00000       0.0000           0         0
## 4             0    1.190196     0.00000       0.0000           0         0
## 5             0   11.672270     0.00000       0.0000           0         0
## 6             0   38.227923     0.00000       0.0000           0         0
## 7             0   53.009060     0.00000       0.0000           0         0
## 8             0   82.125934     0.00000       0.0000           0         0
## 9             0   18.753049     0.00000       0.0000           0         0
## 10            0   51.305286     0.00000       0.0000           0         0
## 11            0   38.774831     0.00000       0.0000           0         0
## 12            0   49.815292     0.00000       0.0000           0         0
## 13            0   74.649041     0.00000       0.0000           0         0
## 14            0   87.949015     0.00000       0.0000           0         0
## 15            0   11.056892    11.20173     133.1084           0         0
## 16            0   39.216542    42.84604     289.1487           0         0
## 17            0  129.999705   328.73372     640.0994           0         0
## 18            0   36.667342    46.37861     333.6925           0         0
## 19            0   48.919434    80.23723     437.6252           0         0
## 20            0  127.718752     0.00000       0.0000           0         0
## 21            0  107.744984     0.00000       0.0000           0         0
## 22            0  101.350491     0.00000       0.0000           0         0
## 23            0   34.623550     0.00000       0.0000           0         0
## 24            0   16.073837     0.00000       0.0000           0         0
## 25            0    0.997148     0.00000       0.0000           0         0
## 26            0    4.676505     0.00000       0.0000           0         0
## 27            0  157.625634     0.00000       0.0000           0         0
## 28            0   20.218369    20.42975     180.0759           0         0
## 29            0   83.980433   147.96006     481.6065           0         0
## 30            0   78.136710     0.00000       0.0000           0         0
## 31            0   64.592526    79.87601     326.6086           0         0
## 32            0   86.784454   137.90470     395.0533           0         0
## 33            0  242.744878     0.00000       0.0000           0         0
## 34            0   78.593366     0.00000       0.0000           0         0
## 35            0  136.186361     0.00000       0.0000           0         0
## 36            0   53.644804     0.00000       0.0000           0         0
## 37            0    2.157873     0.00000       0.0000           0         0
## 38            0  138.997175     0.00000       0.0000           0         0
## 39            0  127.029915     0.00000       0.0000           0         0
## 40            0  122.145880     0.00000       0.0000           0         0
## 41            0   42.968661     0.00000       0.0000           0         0
## 42            0   19.548093     0.00000       0.0000           0         0
## 43            0    1.902572     0.00000       0.0000           0         0
## 44            0   89.343964     0.00000       0.0000           0         0
## 45            0   69.874462     0.00000       0.0000           0         0
## 46            0  144.596371     0.00000       0.0000           0         0
## 47            0   75.017736     0.00000       0.0000           0         0
## 48            0  125.583870     0.00000       0.0000           0         0
## 49            0  181.319220     0.00000       0.0000           0         0
## 50            0   22.218558    26.92509     218.1909           0         0
## 51            0  133.192596     0.00000       0.0000           0         0
## 52            0   99.251712     0.00000       0.0000           0         0
## 53            0   69.441296     0.00000       0.0000           0         0
## 54            0  101.447463     0.00000       0.0000           0         0
## 55            0  108.946221     0.00000       0.0000           0         0
## 56            0   49.962129     0.00000       0.0000           0         0
## 57            0    1.317239     0.00000       0.0000           0         0
## 58            0   19.179493     0.00000       0.0000           0         0
## 59            0   34.922853     0.00000       0.0000           0         0
## 60            0   54.021398     0.00000       0.0000           0         0
## 61            0   74.756032     0.00000       0.0000           0         0
## 62            0   90.156506     0.00000       0.0000           0         0
## 63            0   67.221025     0.00000       0.0000           0         0
## 64            0  201.057897     0.00000       0.0000           0         0
## 65            0   82.643621     0.00000       0.0000           0         0
## 66            0    8.449948     0.00000       0.0000           0         0
## 67            0    3.214616     0.00000       0.0000           0         0
## 68            0   55.846829     0.00000       0.0000           0         0
## 69            0   67.570714     0.00000       0.0000           0         0
## 70            0   69.363730     0.00000       0.0000           0         0
## 71            0   92.542209     0.00000       0.0000           0         0
## 72            0  108.692134     0.00000       0.0000           0         0
## 73            0  107.682407     0.00000       0.0000           0         0
## 74            0   52.570435     0.00000       0.0000           0         0
## 75            0   81.716717     0.00000       0.0000           0         0
## 76            0  140.357972     0.00000       0.0000           0         0
## 77            0  242.658999     0.00000       0.0000           0         0
## 78            0  274.025666     0.00000       0.0000           0         0
## 79            0  175.281023     0.00000       0.0000           0         0
## 80            0   43.405858     0.00000       0.0000           0         0
## 81            0  132.483583   234.10630     610.6678           0         0
## 82            0   69.045958     0.00000       0.0000           0         0
## 83            0  360.491555     0.00000       0.0000           0         0
## 84            0   98.976793     0.00000       0.0000           0         0
## 85            0   53.524459     0.00000       0.0000           0         0
## 86            0   89.602296   140.15861     509.3231           0         0
## 87            0  269.369122     0.00000       0.0000           0         0
## 88            0  187.963217     0.00000       0.0000           0         0
## 89            0  432.041654     0.00000       0.0000           0         0
## 90            0  276.968570     0.00000       0.0000           0         0
## 91            0  295.301638     0.00000       0.0000           0         0
## 92            0  322.481668     0.00000       0.0000           0         0
## 93            0   77.862781     0.00000       0.0000           0         0
## 94            0  446.276589     0.00000       0.0000           0         0
## 95            0   61.712758    71.23374     411.6055           0         0
## 96            0  292.000167     0.00000       0.0000           0         0
## 97            0  335.230983     0.00000       0.0000           0         0
## 98            0   83.340822     0.00000       0.0000           0         0
## 99            0  256.034568     0.00000       0.0000           0         0
## 100           0  191.930744     0.00000       0.0000           0         0
## 101           0  210.515418     0.00000       0.0000           0         0
## 102           0  268.379229     0.00000       0.0000           0         0
## 103           0   99.934556     0.00000       0.0000           0         0
## 104           0  333.677696     0.00000       0.0000           0         0
## 105           0  393.289362     0.00000       0.0000           0         0
## 106           0  368.157835     0.00000       0.0000           0         0
## 107           0  316.724513     0.00000       0.0000           0         0
## 108           0  217.606364     0.00000       0.0000           0         0
## 109           0  468.349198     0.00000       0.0000           0         0
## 110           0  488.732948     0.00000       0.0000           0         0
## 111           0  202.176857     0.00000       0.0000           0         0
## 112           0  295.121180     0.00000       0.0000           0         0
## 113           0  361.139852     0.00000       0.0000           0         0
## 114           0  125.381981     0.00000       0.0000           0         0
## 115           0  311.995072     0.00000       0.0000           0         0
## 116           0  397.088616     0.00000       0.0000           0         0
## 117           0  393.152130     0.00000       0.0000           0         0
## 118           0  295.506848     0.00000       0.0000           0         0
## 119           0  181.860497     0.00000       0.0000           0         0
## 120           0  362.197911     0.00000       0.0000           0         0
## 121           0  110.255629     0.00000       0.0000           0         0
## 122           0  632.826175     0.00000       0.0000           0         0
## 123           0  508.897759     0.00000       0.0000           0         0
## 124           0  420.632947     0.00000       0.0000           0         0
## 125           0  561.104618     0.00000       0.0000           0         0
## 126           0  313.105173     0.00000       0.0000           0         0
## 127           0   35.190682     0.00000       0.0000           0         0
## 128           0   32.223808     0.00000       0.0000           0         0
## 129           0   64.423777     0.00000       0.0000           0         0
## 130           0  202.035462     0.00000       0.0000           0         0
## 131           0  172.895588     0.00000       0.0000           0         0
## 132           0  418.155287     0.00000       0.0000           0         0
## 133           0  413.632835     0.00000       0.0000           0         0
## 134           0  449.424975     0.00000       0.0000           0         0
## 135           0  557.794638     0.00000       0.0000           0         0
## 136           0  529.953802     0.00000       0.0000           0         0
## 137           0  423.406866     0.00000       0.0000           0         0
## 138           0  458.920201     0.00000       0.0000           0         0
## 139           0  493.224162     0.00000       0.0000           0         0
## 140           0  982.725045     0.00000       0.0000           0         0
## 141           0 2200.597564     0.00000       0.0000           0         0
## 142           0 3631.365509     0.00000       0.0000           0         0
## 143           0 3318.365249     0.00000       0.0000           0         0
## 144           0 4919.901268     0.00000       0.0000           0         0
## 145           0 7660.582321     0.00000       0.0000           0         0
## 146           0 4943.961052     0.00000       0.0000           0         0
## 147           0 5395.219891     0.00000       0.0000           0         0
## 148           0 5707.755983     0.00000       0.0000           0         0
## 149           0 5607.845957     0.00000       0.0000           0         0
## 150           0 5850.709437     0.00000       0.0000           0         0
##     Lstarsoil     wind windsnow windzone       ga gasnow trans_reduc_perc
## 1           0 0.663069        1        1 4.431483      0                1
## 2           0 0.663069        1        1 4.431483      0                1
## 3           0 0.663069        1        1 4.431483      0                1
## 4           0 0.663069        1        1 4.431483      0                1
## 5           0 0.663069        1        1 4.431483      0                1
## 6           0 0.663069        1        1 4.431483      0                1
## 7           0 0.663069        1        1 4.431483      0                1
## 8           0 0.663069        1        1 4.431483      0                1
## 9           0 0.663069        1        1 4.431483      0                1
## 10          0 0.663069        1        1 4.431483      0                1
## 11          0 0.663069        1        1 4.431483      0                1
## 12          0 0.663069        1        1 4.431483      0                1
## 13          0 0.663069        1        1 4.431483      0                1
## 14          0 0.663069        1        1 4.431483      0                1
## 15          0 0.000000        1        1 0.100000      0                1
## 16          0 0.000000        1        1 0.100000      0                1
## 17          0 0.000000        1        1 0.100000      0                1
## 18          0 0.000000        1        1 0.100000      0                1
## 19          0 0.000000        1        1 0.100000      0                1
## 20          0 0.663069        1        1 4.431483      0                1
## 21          0 0.663069        1        1 4.431483      0                1
## 22          0 0.663069        1        1 4.431483      0                1
## 23          0 0.663069        1        1 4.431483      0                1
## 24          0 0.663069        1        1 4.431483      0                1
## 25          0 0.663069        1        1 4.431483      0                1
## 26          0 0.663069        1        1 4.431483      0                1
## 27          0 0.663069        1        1 4.431483      0                1
## 28          0 0.000000        1        1 0.100000      0                1
## 29          0 0.000000        1        1 0.100000      0                1
## 30          0 0.663069        1        1 4.431483      0                1
## 31          0 0.000000        1        1 0.100000      0                1
## 32          0 0.000000        1        1 0.100000      0                1
## 33          0 0.663069        1        1 4.431483      0                1
## 34          0 0.663069        1        1 4.431483      0                1
## 35          0 0.663069        1        1 4.431483      0                1
## 36          0 0.663069        1        1 4.431483      0                1
## 37          0 0.663069        1        1 4.431483      0                1
## 38          0 0.663069        1        1 4.431483      0                1
## 39          0 0.663069        1        1 4.431483      0                1
## 40          0 0.663069        1        1 4.431483      0                1
## 41          0 0.663069        1        1 4.431483      0                1
## 42          0 0.663069        1        1 4.431483      0                1
## 43          0 0.663069        1        1 4.431483      0                1
## 44          0 0.663069        1        1 4.431483      0                1
## 45          0 0.663069        1        1 4.431483      0                1
## 46          0 0.663069        1        1 4.431483      0                1
## 47          0 0.663069        1        1 4.431483      0                1
## 48          0 0.663069        1        1 4.431483      0                1
## 49          0 0.663069        1        1 4.431483      0                1
## 50          0 0.000000        1        1 0.100000      0                1
## 51          0 0.663069        1        1 4.431483      0                1
## 52          0 0.663069        1        1 4.431483      0                1
## 53          0 0.663069        1        1 4.431483      0                1
## 54          0 0.663069        1        1 4.431483      0                1
## 55          0 0.663069        1        1 4.431483      0                1
## 56          0 0.663069        1        1 4.431483      0                1
## 57          0 0.663069        1        1 4.431483      0                1
## 58          0 0.663069        1        1 4.431483      0                1
## 59          0 0.663069        1        1 4.431483      0                1
## 60          0 0.663069        1        1 4.431483      0                1
## 61          0 0.663069        1        1 4.431483      0                1
## 62          0 0.663069        1        1 4.431483      0                1
## 63          0 0.663069        1        1 4.431483      0                1
## 64          0 0.663069        1        1 4.431483      0                1
## 65          0 0.663069        1        1 4.431483      0                1
## 66          0 0.663069        1        1 4.431483      0                1
## 67          0 0.663069        1        1 4.431483      0                1
## 68          0 0.663069        1        1 4.431483      0                1
## 69          0 0.663069        1        1 4.431483      0                1
## 70          0 0.663069        1        1 4.431483      0                1
## 71          0 0.663069        1        1 4.431483      0                1
## 72          0 0.663069        1        1 4.431483      0                1
## 73          0 0.663069        1        1 4.431483      0                1
## 74          0 0.663069        1        1 4.431483      0                1
## 75          0 0.663069        1        1 4.431483      0                1
## 76          0 0.663069        1        1 4.431483      0                1
## 77          0 0.663069        1        1 4.431483      0                1
## 78          0 0.663069        1        1 4.431483      0                1
## 79          0 0.663069        1        1 4.431483      0                1
## 80          0 0.663069        1        1 4.431483      0                1
## 81          0 0.000000        1        1 0.100000      0                1
## 82          0 0.663069        1        1 4.431483      0                1
## 83          0 0.663069        1        1 4.431483      0                1
## 84          0 0.663069        1        1 4.431483      0                1
## 85          0 0.663069        1        1 4.431483      0                1
## 86          0 0.000000        1        1 0.100000      0                1
## 87          0 0.663069        1        1 4.431483      0                1
## 88          0 0.663069        1        1 4.431483      0                1
## 89          0 0.663069        1        1 4.431483      0                1
## 90          0 0.663069        1        1 4.431483      0                1
## 91          0 0.663069        1        1 4.431483      0                1
## 92          0 0.663069        1        1 4.431483      0                1
## 93          0 0.663069        1        1 4.431483      0                1
## 94          0 0.663069        1        1 4.431483      0                1
## 95          0 0.000000        1        1 0.100000      0                1
## 96          0 0.663069        1        1 4.431483      0                1
## 97          0 0.663069        1        1 4.431483      0                1
## 98          0 0.663069        1        1 4.431483      0                1
## 99          0 0.663069        1        1 4.431483      0                1
## 100         0 0.663069        1        1 4.431483      0                1
## 101         0 0.663069        1        1 4.431483      0                1
## 102         0 0.663069        1        1 4.431483      0                1
## 103         0 0.663069        1        1 4.431483      0                1
## 104         0 0.663069        1        1 4.431483      0                1
## 105         0 0.663069        1        1 4.431483      0                1
## 106         0 0.663069        1        1 4.431483      0                1
## 107         0 0.663069        1        1 4.431483      0                1
## 108         0 0.663069        1        1 4.431483      0                1
## 109         0 0.663069        1        1 4.431483      0                1
## 110         0 0.663069        1        1 4.431483      0                1
## 111         0 0.663069        1        1 4.431483      0                1
## 112         0 0.663069        1        1 4.431483      0                1
## 113         0 0.663069        1        1 4.431483      0                1
## 114         0 0.663069        1        1 4.431483      0                1
## 115         0 0.663069        1        1 4.431483      0                1
## 116         0 0.663069        1        1 4.431483      0                1
## 117         0 0.663069        1        1 4.431483      0                1
## 118         0 0.663069        1        1 4.431483      0                1
## 119         0 0.663069        1        1 4.431483      0                1
## 120         0 0.663069        1        1 4.431483      0                1
## 121         0 0.663069        1        1 4.431483      0                1
## 122         0 0.663069        1        1 4.431483      0                1
## 123         0 0.663069        1        1 4.431483      0                1
## 124         0 0.663069        1        1 4.431483      0                1
## 125         0 0.663069        1        1 4.431483      0                1
## 126         0 0.663069        1        1 4.431483      0                1
## 127         0 0.663069        1        1 4.431483      0                1
## 128         0 0.663069        1        1 4.431483      0                1
## 129         0 0.663069        1        1 4.431483      0                1
## 130         0 0.663069        1        1 4.431483      0                1
## 131         0 0.663069        1        1 4.431483      0                1
## 132         0 0.663069        1        1 4.431483      0                1
## 133         0 0.663069        1        1 4.431483      0                1
## 134         0 0.663069        1        1 4.431483      0                1
## 135         0 0.663069        1        1 4.431483      0                1
## 136         0 0.663069        1        1 4.431483      0                1
## 137         0 0.663069        1        1 4.431483      0                1
## 138         0 0.663069        1        1 4.431483      0                1
## 139         0 0.663069        1        1 4.431483      0                1
## 140         0 0.663069        1        1 4.431483      0                1
## 141         0 0.663069        1        1 4.431483      0                1
## 142         0 0.663069        1        1 4.431483      0                1
## 143         0 0.663069        1        1 4.431483      0                1
## 144         0 0.663069        1        1 4.431483      0                1
## 145         0 0.663069        1        1 4.431483      0                1
## 146         0 0.663069        1        1 4.431483      0                1
## 147         0 0.663069        1        1 4.431483      0                1
## 148         0 0.663069        1        1 4.431483      0                1
## 149         0 0.663069        1        1 4.431483      0                1
## 150         0 0.663069        1        1 4.431483      0                1
##     pch_field_cap overland_flow   height ustar snow_albedo  Kstarsoil
## 1        0.746027             0 9.235442     0    0.000000     0.0000
## 2        0.746473             0 9.235442     0    0.000000     0.0000
## 3        0.746925             0 9.235442     0    0.000000  2025.4384
## 4        0.747249             0 9.235442     0    0.000000     0.0000
## 5        0.747452             0 9.235442     0    0.000000   369.9031
## 6        0.747679             0 9.235442     0    0.000000     0.0000
## 7        0.747876             0 9.235442     0    0.000000     0.0000
## 8        0.748028             0 9.235442     0    0.000000  1984.2627
## 9        0.748185             0 9.235442     0    0.000000   508.1686
## 10       0.748358             0 9.235442     0    0.000000  1299.2733
## 11       0.748550             0 9.235442     0    0.000000  1004.8751
## 12       0.748763             0 9.235442     0    0.000000  1264.8212
## 13       0.748999             0 9.235442     0    0.000000  1822.4574
## 14       0.749256             0 9.235442     0    0.000000  2108.5951
## 15       0.749535             0 9.235442     0    0.850000     0.0000
## 16       0.749835             0 9.235442     0    0.799000     0.0000
## 17       0.750156             0 9.235442     0    0.774906     0.0000
## 18       0.750496             0 9.235442     0    0.756135     0.0000
## 19       0.750856             0 9.235442     0    0.740238     0.0000
## 20       0.751234             0 9.235442     0    0.000000  2940.7121
## 21       0.751631             0 9.235442     0    0.000000  2534.1748
## 22       0.752044             0 9.235442     0    0.000000  2401.3174
## 23       0.752475             0 9.235442     0    0.000000     0.0000
## 24       0.752921             0 9.235442     0    0.000000   440.7702
## 25       0.753382             0 9.235442     0    0.000000     0.0000
## 26       0.753469             0 9.235442     0    0.000000     0.0000
## 27       0.753127             0 9.235442     0    0.000000     0.0000
## 28       0.752737             0 9.235442     0    0.850000     0.0000
## 29       0.752368             0 9.235442     0    0.799000     0.0000
## 30       0.752033             0 9.235442     0    0.000000  1924.0117
## 31       0.751736             0 9.235442     0    0.850000     0.0000
## 32       0.751478             0 9.235442     0    0.850000     0.0000
## 33       0.751260             0 9.235442     0    0.000000  5253.1509
## 34       0.751083             0 9.235442     0    0.000000  1951.3270
## 35       0.750947             0 9.235442     0    0.000000  3183.3053
## 36       0.750850             0 9.235442     0    0.000000  1377.8714
## 37       0.750737             0 9.235442     0    0.000000     0.0000
## 38       0.750581             0 9.235442     0    0.000000     0.0000
## 39       0.750437             0 9.235442     0    0.000000  3054.2935
## 40       0.750319             0 9.235442     0    0.000000  2949.3236
## 41       0.750231             0 9.235442     0    0.000000  1134.2296
## 42       0.750158             0 9.235442     0    0.000000     0.0000
## 43       0.749808             0 9.235442     0    0.000000     0.0000
## 44       0.749233             0 9.235442     0    0.000000  2242.8435
## 45       0.748733             0 9.235442     0    0.000000  1779.5562
## 46       0.748301             0 9.235442     0    0.000000  3426.8390
## 47       0.747933             0 9.235442     0    0.000000     0.0000
## 48       0.747624             0 9.235442     0    0.000000  3076.7453
## 49       0.747371             0 9.235442     0    0.000000  4271.6688
## 50       0.747081             0 9.235442     0    0.850000     0.0000
## 51       0.746732             0 9.235442     0    0.000000  3243.8758
## 52       0.746409             0 9.235442     0    0.000000     0.0000
## 53       0.745655             0 9.235442     0    0.000000     0.0000
## 54       0.744526             0 9.235442     0    0.000000  2536.5236
## 55       0.743512             0 9.235442     0    0.000000  2749.1360
## 56       0.741771             0 9.235442     0    0.000000     0.0000
## 57       0.737538             0 9.235442     0    0.000000     0.0000
## 58       0.732011             0 9.235442     0    0.000000     0.0000
## 59       0.727074             0 9.235442     0    0.000000     0.0000
## 60       0.722647             0 9.235442     0    0.000000  1434.1869
## 61       0.718659             0 9.235442     0    0.000000     0.0000
## 62       0.715038             0 9.235442     0    0.000000  2310.5838
## 63       0.711701             0 9.235442     0    0.000000     0.0000
## 64       0.708562             0 9.235442     0    0.000000     0.0000
## 65       0.705659             0 9.235442     0    0.000000     0.0000
## 66       0.702998             0 9.235442     0    0.000000     0.0000
## 67       0.699661             0 9.235442     0    0.000000     0.0000
## 68       0.695847             0 9.235442     0    0.000000  1500.6836
## 69       0.692511             0 9.235442     0    0.000000  1796.9569
## 70       0.689593             0 9.235442     0    0.000000     0.0000
## 71       0.687043             0 9.235442     0    0.000000     0.0000
## 72       0.684803             0 9.235442     0    0.000000     0.0000
## 73       0.682833             0 9.235442     0    0.000000  2841.2912
## 74       0.680727             0 9.235442     0    0.000000     0.0000
## 75       0.677708             0 9.235442     0    0.000000     0.0000
## 76       0.674336             0 9.235442     0    0.000000  3640.0897
## 77       0.671431             0 9.235442     0    0.000000  6046.6648
## 78       0.668939             0 9.235442     0    0.000000  6760.6901
## 79       0.666810             0 9.235442     0    0.000000  4569.7741
## 80       0.664987             0 9.235442     0    0.000000     0.0000
## 81       0.663407             0 9.235442     0    0.850000     0.0000
## 82       0.662047             0 9.235442     0    0.000000  1885.0304
## 83       0.660896             0 9.235442     0    0.000000  8941.6483
## 84       0.659941             0 9.235442     0    0.000000  2660.9808
## 85       0.659167             0 9.235442     0    0.000000     0.0000
## 86       0.658530             0 9.235442     0    0.850000     0.0000
## 87       0.657991             0 9.235442     0    0.000000  6985.0388
## 88       0.657566             0 9.235442     0    0.000000  4973.2117
## 89       0.657261             0 9.235442     0    0.000000 10868.8964
## 90       0.657073             0 9.235442     0    0.000000  7170.1384
## 91       0.656990             0 9.235442     0    0.000000     0.0000
## 92       0.656989             0 9.235442     0    0.000000  8270.3935
## 93       0.657019             0 9.235442     0    0.000000     0.0000
## 94       0.657010             0 9.235442     0    0.000000     0.0000
## 95       0.656998             0 9.235442     0    0.850000     0.0000
## 96       0.657044             0 9.235442     0    0.000000  7695.9024
## 97       0.657162             0 9.235442     0    0.000000  8772.3239
## 98       0.657327             0 9.235442     0    0.000000     0.0000
## 99       0.657485             0 9.235442     0    0.000000     0.0000
## 100      0.657657             0 9.235442     0    0.000000  5159.1224
## 101      0.657881             0 9.235442     0    0.000000  5635.7126
## 102      0.658168             0 9.235442     0    0.000000  7103.1971
## 103      0.658405             0 9.235442     0    0.000000     0.0000
## 104      0.658576             0 9.235442     0    0.000000  8910.4145
## 105      0.658803             0 9.235442     0    0.000000 10426.9519
## 106      0.659095             0 9.235442     0    0.000000  9782.8689
## 107      0.659454             0 9.235442     0    0.000000  8471.0361
## 108      0.659878             0 9.235442     0    0.000000  5906.8438
## 109      0.660363             0 9.235442     0    0.000000     0.0000
## 110      0.660898             0 9.235442     0    0.000000 12818.7720
## 111      0.661477             0 9.235442     0    0.000000     0.0000
## 112      0.662021             0 9.235442     0    0.000000     0.0000
## 113      0.662512             0 9.235442     0    0.000000  9784.4903
## 114      0.663027             0 9.235442     0    0.000000     0.0000
## 115      0.663571             0 9.235442     0    0.000000  8494.5060
## 116      0.664153             0 9.235442     0    0.000000 10722.9901
## 117      0.664776             0 9.235442     0    0.000000 10620.4183
## 118      0.665442             0 9.235442     0    0.000000  8059.7381
## 119      0.666148             0 9.235442     0    0.000000  5085.7486
## 120      0.666389             0 9.235442     0    0.000000     0.0000
## 121      0.666214             0 9.235442     0    0.000000  3109.5267
## 122      0.666154             0 9.235442     0    0.000000 17159.6265
## 123      0.666198             0 9.235442     0    0.000000 13885.9976
## 124      0.666339             0 9.235442     0    0.000000 11537.6277
## 125      0.666567             0 9.235442     0    0.000000 15268.1321
## 126      0.666876             0 9.235442     0    0.000000  8653.1056
## 127      0.667257             0 9.235442     0    0.000000     0.0000
## 128      0.666605             0 9.235442     0    0.000000     0.0000
## 129      0.665020             0 9.235442     0    0.000000     0.0000
## 130      0.663604             0 9.235442     0    0.000000  5697.8661
## 131      0.662269             0 9.235442     0    0.000000     0.0000
## 132      0.660985             0 9.235442     0    0.000000 11663.8712
## 133      0.659861             0 9.235442     0    0.000000 11539.8755
## 134      0.658914             0 9.235442     0    0.000000 12520.3990
## 135      0.658139             0 9.235442     0    0.000000 15636.2926
## 136      0.657530             0 9.235442     0    0.000000 14863.0381
## 137      0.657074             0 9.235442     0    0.000000 11909.4265
## 138      0.656762             0 9.235442     0    0.000000 12895.1512
## 139      0.656581             0 9.235442     0    0.000000 13846.0942
## 140      0.656523             0 9.235442     0    0.000000  4895.4144
## 141      0.656577             0 9.235442     0    0.000000     0.0000
## 142      0.656711             0 9.235442     0    0.000000     0.0000
## 143      0.656879             0 9.235442     0    0.000000     0.0000
## 144      0.657083             0 9.235442     0    0.000000     0.0000
## 145      0.657341             0 9.235442     0    0.000000     0.0000
## 146      0.657663             0 9.235442     0    0.000000  5082.6964
## 147      0.658054             0 9.235442     0    0.000000  4964.8342
## 148      0.658514             0 9.235442     0    0.000000  4859.4181
## 149      0.659043             0 9.235442     0    0.000000  4423.6238
## 150      0.659633             0 9.235442     0    0.000000     0.0000
##     Kdowndirsurf Kdowndifsurf exfil_unsat snow_Rnet  snow_QLE snow_QH
## 1     264.851782    1579.3868    0.000000  0.000000  0.000000       0
## 2     288.655914    1628.7517    0.000000  0.000000  0.000000       0
## 3     744.092497    2334.1861    0.000497  0.000000  0.000000       0
## 4       3.297994     189.0268    0.000000  0.000000  0.000000       0
## 5      32.706712     596.3074    0.000220  0.000000  0.000000       0
## 6     246.958319    1524.8865    0.000000  0.000000  0.000000       0
## 7     404.119581    1867.4023    0.000000  0.000000  0.000000       0
## 8     717.371537    2305.8372    0.000385  0.000000  0.000000       0
## 9      59.332607     795.4728    0.000176  0.000000  0.000000       0
## 10    334.944988    1731.9153    0.000298  0.000000  0.000000       0
## 11    209.645205    1420.8913    0.000276  0.000000  0.000000       0
## 12    318.993283    1697.6405    0.000284  0.000000  0.000000       0
## 13    616.309437    2187.9424    0.000346  0.000000  0.000000       0
## 14    799.272977    2389.4347    0.000360  0.000000  0.000000       0
## 15     74.678191     887.3893    0.000000  1.670256  0.000000       0
## 16    213.164395    1438.5510    0.000005  3.842532 -1.085094       0
## 17   1460.429727    2843.7002    0.000008 11.213346 -3.662986       0
## 18    190.181223    1368.3475    0.000006  4.398971 -1.612303       0
## 19    308.886976    1684.7131    0.000000  5.993778 -1.758413       0
## 20   1421.762099    2827.1132    0.000298  0.000000  0.000000       0
## 21   1095.950360    2649.1992    0.000278  0.000000  0.000000       0
## 22    996.892012    2578.8380    0.000324  0.000000  0.000000       0
## 23    209.039623    1454.0823    0.000000  0.000000  0.000000       0
## 24     43.788376     702.6781    0.000223  0.000000  0.000000       0
## 25      1.817516     142.6013    0.000000  0.000000  0.000000       0
## 26     15.705640     424.1458    0.000000  0.000000  0.000000       0
## 27   2029.864444    3095.9272    0.000000  0.000000  0.000000       0
## 28    136.198354    1200.5057    0.000000  2.320667  0.000000       0
## 29    736.119728    2396.0524    0.000000  7.286650 -2.523157       0
## 30    655.956365    2302.0682    0.000290  0.000000  0.000000       0
## 31    532.506734    2177.3909    0.000000  4.704683  0.000000       0
## 32    919.364673    2633.6887    0.000000  6.168496  0.000000       0
## 33   3666.006407    3201.9853    0.000451  0.000000  0.000000       0
## 34    655.944167    2350.7113    0.000351  0.000000  0.000000       0
## 35   1556.189912    3035.0318    0.000455  0.000000  0.000000       0
## 36    350.282673    1845.6293    0.000362  0.000000  0.000000       0
## 37      8.424608     315.8333    0.000000  0.000000  0.000000       0
## 38   1685.538667    3085.3250    0.000000  0.000000  0.000000       0
## 39   1393.053486    3079.1611    0.000385  0.000000  0.000000       0
## 40   1310.552259    3030.2435    0.000396  0.000000  0.000000       0
## 41    236.415258    1605.1381    0.000271  0.000000  0.000000       0
## 42     85.799184    1010.8058    0.000000  0.000000  0.000000       0
## 43      6.020436     272.7043    0.000000  0.000000  0.000000       0
## 44    809.003840    2612.7380    0.000340  0.000000  0.000000       0
## 45    535.174619    2248.4412    0.000252  0.000000  0.000000       0
## 46   1701.400878    3227.2244    0.000413  0.000000  0.000000       0
## 47    656.035288    2492.6338    0.000000  0.000000  0.000000       0
## 48   1367.177574    3163.4684    0.000320  0.000000  0.000000       0
## 49   2409.200860    3553.0122    0.000388  0.000000  0.000000       0
## 50    179.500596    1454.6061    0.000000  2.836991  0.000000       0
## 51   1499.209118    3240.4677    0.000380  0.000000  0.000000       0
## 52   1009.964129    2892.9164    0.000000  0.000000  0.000000       0
## 53    581.828808    2383.0627    0.000000  0.000000  0.000000       0
## 54    973.993579    2859.4378    0.000371  0.000000  0.000000       0
## 55   1082.249900    3057.1529    0.000379  0.000000  0.000000       0
## 56    341.594869    1979.9181    0.000000  0.000000  0.000000       0
## 57      4.115944     235.6246    0.000000  0.000000  0.000000       0
## 58     78.695945    1018.3323    0.000000  0.000000  0.000000       0
## 59    195.195876    1551.3977    0.000000  0.000000  0.000000       0
## 60    336.890189    1968.3651    0.000312  0.000000  0.000000       0
## 61    642.740161    2550.0536    0.000000  0.000000  0.000000       0
## 62    795.507674    2756.6120    0.000389  0.000000  0.000000       0
## 63    532.222807    2468.9582    0.000000  0.000000  0.000000       0
## 64   2922.344060    4039.2388    0.000000  0.000000  0.000000       0
## 65    738.646162    2799.6186    0.000000  0.000000  0.000000       0
## 66     24.728722     600.2722    0.000000  0.000000  0.000000       0
## 67      9.319634     368.6174    0.000000  0.000000  0.000000       0
## 68    346.679175    2069.9707    0.000320  0.000000  0.000000       0
## 69    480.948748    2370.8127    0.000343  0.000000  0.000000       0
## 70    559.122543    2517.5004    0.000000  0.000000  0.000000       0
## 71    832.136678    3165.3852    0.000000  0.000000  0.000000       0
## 72   1072.193575    3480.4771    0.000000  0.000000  0.000000       0
## 73    988.059880    3377.8777    0.000356  0.000000  0.000000       0
## 74    339.001024    2176.8142    0.000000  0.000000  0.000000       0
## 75    690.408303    2915.1452    0.000000  0.000000  0.000000       0
## 76   1532.222400    3891.7498    0.000376  0.000000  0.000000       0
## 77   3599.519857    4739.9357    0.000515  0.000000  0.000000       0
## 78   4325.363787    4807.5775    0.000568  0.000000  0.000000       0
## 79   2168.139811    4489.6501    0.000452  0.000000  0.000000       0
## 80    245.828980    1927.2940    0.000000  0.000000  0.000000       0
## 81   1560.708678    4071.1184    0.000000  9.777477  0.000000       0
## 82    464.216732    2554.8560    0.000187  0.000000  0.000000       0
## 83   6555.934401    5004.3836    0.000507  0.000000  0.000000       0
## 84    854.554077    3280.9481    0.000312  0.000000  0.000000       0
## 85    343.793379    2241.1840    0.000000  0.000000  0.000000       0
## 86    934.390726    3395.4871    0.000000  7.517149  0.000000       0
## 87   4235.319823    5364.4135    0.000412  0.000000  0.000000       0
## 88   2405.572627    4814.9203    0.000303  0.000000  0.000000       0
## 89   8648.023831    4988.1655    0.000631  0.000000  0.000000       0
## 90   4421.161462    5386.4128    0.000558  0.000000  0.000000       0
## 91   4992.551863    5426.0717    0.000000  0.000000  0.000000       0
## 92   5580.239275    5428.3601    0.000626  0.000000  0.000000       0
## 93    612.960561    2969.3141    0.000000  0.000000  0.000000       0
## 94   9206.166747    4847.2786    0.000000  0.000000  0.000000       0
## 95    474.891630    2744.0368    0.000000  5.588417  0.000000       0
## 96   4805.343840    5690.8827    0.000416  0.000000  0.000000       0
## 97   5946.732968    5721.5755    0.000501  0.000000  0.000000       0
## 98    670.482956    3176.4448    0.000000  0.000000  0.000000       0
## 99   4021.405846    5580.3613    0.000000  0.000000  0.000000       0
## 100  2471.345613    5038.1612    0.000353  0.000000  0.000000       0
## 101  2867.491058    5229.8505    0.000398  0.000000  0.000000       0
## 102  4212.825124    5615.3394    0.000550  0.000000  0.000000       0
## 103   885.401237    3656.1830    0.000000  0.000000  0.000000       0
## 104  5927.137743    6004.5133    0.000531  0.000000  0.000000       0
## 105  7634.783655    5887.7409    0.000578  0.000000  0.000000       0
## 106  6955.607071    5862.2652    0.000636  0.000000  0.000000       0
## 107  5511.137883    5910.0327    0.000614  0.000000  0.000000       0
## 108  3038.742468    5431.3843    0.000493  0.000000  0.000000       0
## 109 10166.515318    5268.4700    0.000000  0.000000  0.000000       0
## 110 10681.501614    5127.5901    0.000666  0.000000  0.000000       0
## 111  2781.320706    5486.1968    0.000000  0.000000  0.000000       0
## 112  5060.166539    6119.3842    0.000000  0.000000  0.000000       0
## 113  6783.699836    6153.6727    0.000484  0.000000  0.000000       0
## 114  1280.608021    4282.7313    0.000000  0.000000  0.000000       0
## 115  5394.278554    6148.4179    0.000504  0.000000  0.000000       0
## 116  7857.404561    6055.1460    0.000580  0.000000  0.000000       0
## 117  7737.624802    6069.8723    0.000647  0.000000  0.000000       0
## 118  4950.297821    6107.0811    0.000549  0.000000  0.000000       0
## 119  2236.582854    5300.4126    0.000397  0.000000  0.000000       0
## 120  6973.024189    6397.6525    0.000000  0.000000  0.000000       0
## 121   953.242455    3914.7864    0.000197  0.000000  0.000000       0
## 122 16038.432443    4066.7506    0.000789  0.000000  0.000000       0
## 123 11564.238789    5592.3391    0.000802  0.000000  0.000000       0
## 124  8635.873364    6229.1363    0.000583  0.000000  0.000000       0
## 125 13401.980547    5031.6584    0.000743  0.000000  0.000000       0
## 126  5431.607454    6372.4197    0.000519  0.000000  0.000000       0
## 127   149.125209    1752.9869    0.000000  0.000000  0.000000       0
## 128   129.301315    1636.7422    0.000000  0.000000  0.000000       0
## 129   404.785364    2795.0509    0.000000  0.000000  0.000000       0
## 130  2578.775780    5822.0933    0.000402  0.000000  0.000000       0
## 131  2077.680652    5429.7184    0.000000  0.000000  0.000000       0
## 132  8261.532141    7068.1322    0.000626  0.000000  0.000000       0
## 133  8123.428229    7074.7490    0.000651  0.000000  0.000000       0
## 134  9234.963575    6990.8009    0.000626  0.000000  0.000000       0
## 135 12882.088955    6544.5822    0.000779  0.000000  0.000000       0
## 136 12012.703368    6598.5996    0.000812  0.000000  0.000000       0
## 137  8508.111089    7103.6809    0.000707  0.000000  0.000000       0
## 138  9636.818602    7001.5996    0.000750  0.000000  0.000000       0
## 139 10765.315271    6838.7233    0.000797  0.000000  0.000000       0
## 140  2357.541877    4772.6837    0.000435  0.000000  0.000000       0
## 141  3137.459471    4633.7107    0.000000  0.000000  0.000000       0
## 142  5303.143158    4582.1224    0.000000  0.000000  0.000000       0
## 143  2922.388976    3929.1008    0.000000  0.000000  0.000000       0
## 144  4855.697761    3942.8401    0.000000  0.000000  0.000000       0
## 145  3660.625596    3644.7937    0.000000  0.000000  0.000000       0
## 146  3416.735550    3382.7173    0.000680  0.000000  0.000000       0
## 147  3435.167983    3145.5965    0.000706  0.000000  0.000000       0
## 148  3452.230627    2932.5782    0.000726  0.000000  0.000000       0
## 149  3078.098440    2774.4380    0.000709  0.000000  0.000000       0
## 150  1460.354602    2449.0978    0.000000  0.000000  0.000000       0
##     snow_Qrain snow_Qmelt    LEcanopy        SED snow_age  fire_et   wy  yd
## 1     0.000000   0.000000    4.513035   0.001000        0 0.000002 2018 351
## 2     0.000000   0.000000    4.487848   0.001000        0 0.000002 2018 352
## 3     0.000000   0.000000    0.000000   0.001000        0 0.000542 2018 353
## 4     0.000000   0.000000    2.716154   0.001000        0 0.000001 2018 354
## 5     0.000000   0.000000    1.786248   0.001000        0 0.000266 2018 355
## 6     0.000000   0.000000    4.503331   0.001000        0 0.000002 2018 356
## 7     0.000000   0.000000    4.497596   0.001000        0 0.000002 2018 357
## 8     0.000000   0.000000    0.000000   0.001000        0 0.000430 2018 358
## 9     0.000000   0.000000    0.000000   0.001000        0 0.000176 2018 359
## 10    0.000000   0.000000    0.000000   0.001000        0 0.000298 2018 360
## 11    0.000000   0.000000    0.000000   0.001000        0 0.000276 2018 361
## 12    0.000000   0.000000    0.000000   0.001000        0 0.000284 2018 362
## 13    0.000000   0.000000    0.000000   0.001000        0 0.000346 2018 363
## 14    0.000000   0.000000    0.000000   0.001000        0 0.000360 2018 364
## 15    0.000000   1.670256    0.000000  -5.526965        1 0.000004 2018 365
## 16    0.000000   2.757438    0.000000 -10.000000        2 0.000041 2018   1
## 17    0.000000   7.550360    0.000000 -10.000000        3 0.000130 2018   2
## 18    0.000000   2.786668    0.000000 -10.000000        4 0.000060 2018   3
## 19    0.000000   4.235365    0.000000   0.001000        0 0.000059 2018   4
## 20    0.000000   0.000000    0.000000   0.001000        0 0.000343 2018   5
## 21    0.000000   0.000000    0.000000   0.001000        0 0.000278 2018   6
## 22    0.000000   0.000000    0.000000   0.001000        0 0.000324 2018   7
## 23    0.000000   0.000000    4.525783   0.001000        0 0.000002 2018   8
## 24    0.000000   0.000000    0.000000   0.001000        0 0.000268 2018   9
## 25    0.000000   0.000000    1.913473   0.001000        0 0.000001 2018  10
## 26    0.000000   0.000000    4.492700   0.001000        0 0.000002 2018  11
## 27    0.000000   0.000000    4.509241   0.001000        0 0.000002 2018  12
## 28    0.000000   2.320667    0.000000  -5.076965        1 0.000004 2018  13
## 29    0.000000   4.763493    0.000000   0.001000        0 0.000084 2018  14
## 30    0.000000   0.000000    0.000000   0.001000        0 0.000335 2018  15
## 31    2.691813   4.704683    4.531870   0.001000        0 0.000002 2018  16
## 32    0.000000   6.168496    0.000000   0.001000        0 0.000004 2018  17
## 33    0.000000   0.000000    0.000000   0.001000        0 0.000496 2018  18
## 34    0.000000   0.000000    0.000000   0.001000        0 0.000351 2018  19
## 35    0.000000   0.000000    0.000000   0.001000        0 0.000455 2018  20
## 36    0.000000   0.000000    0.000000   0.001000        0 0.000362 2018  21
## 37    0.000000   0.000000    4.500772   0.001000        0 0.000002 2018  22
## 38    0.000000   0.000000    4.514314   0.001000        0 0.000002 2018  23
## 39    0.000000   0.000000    0.000000   0.001000        0 0.000430 2018  24
## 40    0.000000   0.000000    0.000000   0.001000        0 0.000396 2018  25
## 41    0.000000   0.000000    0.000000   0.001000        0 0.000271 2018  26
## 42    0.000000   0.000000    4.516078   0.001000        0 0.000002 2018  27
## 43    0.000000   0.000000    3.776597   0.001000        0 0.000002 2018  28
## 44    0.000000   0.000000    0.734793   0.001000        0 0.000386 2018  29
## 45    0.000000   0.000000    0.000000   0.001000        0 0.000252 2018  30
## 46    0.000000   0.000000    0.000000   0.001000        0 0.000413 2018  31
## 47    0.000000   0.000000    4.519298   0.001000        0 0.000002 2018  32
## 48    0.000000   0.000000    0.000000   0.001000        0 0.000365 2018  33
## 49    0.000000   0.000000    0.000000   0.001000        0 0.000388 2018  34
## 50   59.945205   2.836991    4.535266   0.001000        0 0.000005 2018  35
## 51    0.000000   0.000000    0.000000   0.001000        0 0.000425 2018  36
## 52    0.000000   0.000000    4.515902   0.001000        0 0.000002 2018  37
## 53    0.000000   0.000000    4.508227   0.001000        0 0.000002 2018  38
## 54    0.000000   0.000000    0.000000   0.001000        0 0.000416 2018  39
## 55    0.000000   0.000000    0.000000   0.001000        0 0.000379 2018  40
## 56    0.000000   0.000000    4.498522   0.001000        0 0.000002 2018  41
## 57    0.000000   0.000000    3.527176   0.001000        0 0.000001 2018  42
## 58    0.000000   0.000000    4.485907   0.001000        0 0.000002 2018  43
## 59    0.000000   0.000000    4.504257   0.001000        0 0.000002 2018  44
## 60    0.000000   0.000000    0.000000   0.001000        0 0.000357 2018  45
## 61    0.000000   0.000000    4.471439   0.001000        0 0.000002 2018  46
## 62    0.000000   0.000000    0.000000   0.001000        0 0.000434 2018  47
## 63    0.000000   0.000000    4.495699   0.001000        0 0.000002 2018  48
## 64    0.000000   0.000000    4.497905   0.001000        0 0.000002 2018  49
## 65    0.000000   0.000000    4.489568   0.001000        0 0.000002 2018  50
## 66    0.000000   0.000000    4.485245   0.001000        0 0.000002 2018  51
## 67    0.000000   0.000000    4.476423   0.001000        0 0.000002 2018  52
## 68    0.000000   0.000000    0.000000   0.001000        0 0.000365 2018  53
## 69    0.000000   0.000000    0.000000   0.001000        0 0.000343 2018  54
## 70    0.000000   0.000000    4.469807   0.001000        0 0.000002 2018  55
## 71    0.000000   0.000000    4.486966   0.001000        0 0.000002 2018  56
## 72    0.000000   0.000000    4.500110   0.001000        0 0.000002 2018  57
## 73    0.000000   0.000000    0.000000   0.001000        0 0.000401 2018  58
## 74    0.000000   0.000000    4.505933   0.001000        0 0.000002 2018  59
## 75    0.000000   0.000000    4.499934   0.001000        0 0.000002 2018  60
## 76    0.000000   0.000000    0.000000   0.001000        0 0.000421 2018  61
## 77    0.000000   0.000000    0.000000   0.001000        0 0.000515 2018  62
## 78    0.000000   0.000000    0.000000   0.001000        0 0.000568 2018  63
## 79    0.000000   0.000000    0.000000   0.001000        0 0.000452 2018  64
## 80    0.000000   0.000000    4.517049   0.001000        0 0.000002 2018  65
## 81    0.000000   9.777477    0.000000   0.001000        0 0.000004 2018  66
## 82    0.000000   0.000000    0.000000   0.001000        0 0.000232 2018  67
## 83    0.000000   0.000000    0.000000   0.001000        0 0.000507 2018  68
## 84    0.000000   0.000000    0.000000   0.001000        0 0.000312 2018  69
## 85    0.000000   0.000000    4.514182   0.001000        0 0.000002 2018  70
## 86   18.005511   7.517149    4.536105   0.001000        0 0.000005 2018  71
## 87    0.000000   0.000000    0.000000   0.001000        0 0.000457 2018  72
## 88    0.000000   0.000000    0.000000   0.001000        0 0.000303 2018  73
## 89    0.000000   0.000000    0.000000   0.001000        0 0.000631 2018  74
## 90    0.000000   0.000000    0.000000   0.001000        0 0.000558 2018  75
## 91    0.000000   0.000000    4.478893   0.001000        0 0.000002 2018  76
## 92    0.000000   0.000000    0.000000   0.001000        0 0.000672 2018  77
## 93    0.000000   0.000000    4.492479   0.001000        0 0.000002 2018  78
## 94    0.000000   0.000000    4.495611   0.001000        0 0.000002 2018  79
## 95    0.000000   5.588417    0.000000   0.001000        0 0.000004 2018  80
## 96    0.000000   0.000000    0.000000   0.001000        0 0.000461 2018  81
## 97    0.000000   0.000000    0.000000   0.001000        0 0.000501 2018  82
## 98    0.000000   0.000000    4.519122   0.001000        0 0.000002 2018  83
## 99    0.000000   0.000000    4.504566   0.001000        0 0.000002 2018  84
## 100   0.000000   0.000000    0.000000   0.001000        0 0.000398 2018  85
## 101   0.000000   0.000000    0.000000   0.001000        0 0.000398 2018  86
## 102   0.000000   0.000000    0.000000   0.001000        0 0.000550 2018  87
## 103   0.000000   0.000000    4.480570   0.001000        0 0.000002 2018  88
## 104   0.000000   0.000000    0.000000   0.001000        0 0.000576 2018  89
## 105   0.000000   0.000000    0.000000   0.001000        0 0.000578 2018  90
## 106   0.000000   0.000000    0.000000   0.001000        0 0.000636 2018  91
## 107   0.000000   0.000000    0.000000   0.001000        0 0.000614 2018  92
## 108   0.000000   0.000000    0.000000   0.001000        0 0.000493 2018  93
## 109   0.000000   0.000000    4.496008   0.001000        0 0.000002 2018  94
## 110   0.000000   0.000000    0.000000   0.001000        0 0.000711 2018  95
## 111   0.000000   0.000000    4.494597   0.001000        0 0.000002 2018  96
## 112   0.000000   0.000000    4.506903   0.001000        0 0.000002 2018  97
## 113   0.000000   0.000000    0.000000   0.001000        0 0.000529 2018  98
## 114   0.000000   0.000000    4.519166   0.001000        0 0.000002 2018  99
## 115   0.000000   0.000000    0.000000   0.001000        0 0.000549 2018 100
## 116   0.000000   0.000000    0.000000   0.001000        0 0.000580 2018 101
## 117   0.000000   0.000000    0.000000   0.001000        0 0.000647 2018 102
## 118   0.000000   0.000000    0.000000   0.001000        0 0.000549 2018 103
## 119   0.000000   0.000000    0.000000   0.001000        0 0.000397 2018 104
## 120   0.000000   0.000000    4.495876   0.001000        0 0.000002 2018 105
## 121   0.000000   0.000000    0.000000   0.001000        0 0.000242 2018 106
## 122   0.000000   0.000000    0.000000   0.001000        0 0.000789 2018 107
## 123   0.000000   0.000000    0.000000   0.001000        0 0.000802 2018 108
## 124   0.000000   0.000000    0.000000   0.001000        0 0.000583 2018 109
## 125   0.000000   0.000000    0.000000   0.001000        0 0.000743 2018 110
## 126   0.000000   0.000000    0.000000   0.001000        0 0.000519 2018 111
## 127   0.000000   0.000000    4.503375   0.001000        0 0.000002 2018 112
## 128   0.000000   0.000000    4.503286   0.001000        0 0.000002 2018 113
## 129   0.000000   0.000000    4.493803   0.001000        0 0.000002 2018 114
## 130   0.000000   0.000000    0.000000   0.001000        0 0.000447 2018 115
## 131   0.000000   0.000000    4.495699   0.001000        0 0.000002 2018 116
## 132   0.000000   0.000000    0.000000   0.001000        0 0.000671 2018 117
## 133   0.000000   0.000000    0.000000   0.001000        0 0.000651 2018 118
## 134   0.000000   0.000000    0.000000   0.001000        0 0.000626 2018 119
## 135   0.000000   0.000000    0.000000   0.001000        0 0.000779 2018 120
## 136   0.000000   0.000000    0.000000   0.001000        0 0.000812 2018 121
## 137   0.000000   0.000000    0.000000   0.001000        0 0.000707 2018 122
## 138   0.000000   0.000000    0.000000   0.001000        0 0.000750 2018 123
## 139   0.000000   0.000000    0.000000   0.001000        0 0.000797 2018 124
## 140   0.000000   0.000000  405.202062   0.001000        0 0.000600 2018 125
## 141   0.000000   0.000000  261.058297   0.001000        0 0.000106 2018 126
## 142   0.000000   0.000000  384.216785   0.001000        0 0.000156 2018 127
## 143   0.000000   0.000000  505.313772   0.001000        0 0.000205 2018 128
## 144   0.000000   0.000000  620.901802   0.001000        0 0.000253 2018 129
## 145   0.000000   0.000000  731.927065   0.001000        0 0.000299 2018 130
## 146   0.000000   0.000000 3806.496647   0.001000        0 0.002280 2018 131
## 147   0.000000   0.000000 4015.580114   0.001000        0 0.002349 2018 132
## 148   0.000000   0.000000 4333.199307   0.001000        0 0.002499 2018 133
## 149   0.000000   0.000000 4384.769979   0.001000        0 0.002505 2018 134
## 150   0.000000   0.000000 1239.911979   0.001000        0 0.000505 2018 135
validationsmNSElistsite1<- c()
validationsmlnNSElistsite1<- c()
validationsmKGElistsite1<- c()


#for(i in 1:n) {  assign(paste0("vsmNSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$rz_storage","/valsubsetsm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$mergedsoilmoisture"))))))
#  valsmNSElist[[i]]<- eval(parse(text = paste0("vsmNSEobs",i))) }

#for(i in 1:n) {  assign(paste0("vsmlnNSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$rz_storage","/valsubsetsm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$mergedsoilmoisture")))), FUN = log, epsilon = "Pushpalatha2012", na.rm=TRUE))
#  valsmlnNSElist[[i]]<- eval(parse(text = paste0("vsmlnNSEobs",i))) }

for(i in 1:validationruns) {  assign(paste0("vsmKGEobs",i), KGE(sim = as.numeric(eval(parse(text = paste0("((valmergesm",i,"$root_zone.S","*valmergesm",i,"$potential_rz_store)","/valmergesm",i,"$root.depth)")))), obs = as.numeric(eval(parse(text = paste0("valmergesm",i,"$Site1"))))))
  validationsmKGElistsite1[[i]]<- eval(parse(text = paste0("vsmKGEobs",i))) }


validationsmKGElistsite1
## [[1]]
## [1] 0.1190579
## 
## [[2]]
## [1] 0.2137001
## 
## [[3]]
## [1] 0.1875269
## 
## [[4]]
## [1] 0.2365788
## 
## [[5]]
## [1] 0.1875113
## 
## [[6]]
## [1] 0.0310613
## 
## [[7]]
## [1] 0.07442045
## 
## [[8]]
## [1] 0.137603
## 
## [[9]]
## [1] 0.2355455
## 
## [[10]]
## [1] 0.2200591
## 
## [[11]]
## [1] 0.1929768
## 
## [[12]]
## [1] 0.1789759
## 
## [[13]]
## [1] 0.1173327
## 
## [[14]]
## [1] -0.1890216
## 
## [[15]]
## [1] 0.1395385
## 
## [[16]]
## [1] 0.2972189
## 
## [[17]]
## [1] 0.2057526
## 
## [[18]]
## [1] 0.05901121
## 
## [[19]]
## [1] 0.1848059
## 
## [[20]]
## [1] 0.1463154
## 
## [[21]]
## [1] 0.1261709
## 
## [[22]]
## [1] 0.075621
## 
## [[23]]
## [1] 0.08795682
## 
## [[24]]
## [1] 0.1486038
## 
## [[25]]
## [1] 0.07951989
## 
## [[26]]
## [1] 0.07031395
## 
## [[27]]
## [1] 0.09745668
## 
## [[28]]
## [1] -0.04941055
## 
## [[29]]
## [1] 0.05419475
## 
## [[30]]
## [1] 0.1388408
## 
## [[31]]
## [1] 0.09418933
## 
## [[32]]
## [1] 0.03529486
## 
## [[33]]
## [1] -0.06173766
## 
## [[34]]
## [1] 0.1206687
## 
## [[35]]
## [1] 0.08739513
## 
## [[36]]
## [1] 0.06110234
## 
## [[37]]
## [1] -0.02174231
## 
## [[38]]
## [1] 0.09422773
## 
## [[39]]
## [1] 0.1037559
## 
## [[40]]
## [1] -0.05532168
## 
## [[41]]
## [1] -0.2202503
## 
## [[42]]
## [1] -0.07428003
## 
## [[43]]
## [1] 0.1410488
## 
## [[44]]
## [1] -0.05149813
## 
## [[45]]
## [1] 0.09136018
## 
## [[46]]
## [1] -0.155561
## 
## [[47]]
## [1] -0.3037728
## 
## [[48]]
## [1] -0.349227
## 
## [[49]]
## [1] -0.09833438
## 
## [[50]]
## [1] 0.006710964
## 
## [[51]]
## [1] 0.1139383
## 
## [[52]]
## [1] 0.08043982
## 
## [[53]]
## [1] 0.01769794
## 
## [[54]]
## [1] -0.02973104
## 
## [[55]]
## [1] -0.00007075342
## 
## [[56]]
## [1] 0.06870328
## 
## [[57]]
## [1] -0.01848258
## 
## [[58]]
## [1] -0.326889
## 
## [[59]]
## [1] -0.003917471
## 
## [[60]]
## [1] 0.06408414
## 
## [[61]]
## [1] -0.00384591
## 
## [[62]]
## [1] -0.1458797
## 
## [[63]]
## [1] 0.142541
## 
## [[64]]
## [1] -0.1457483
## 
## [[65]]
## [1] 0.1060943
## 
## [[66]]
## [1] -0.1038474
## 
## [[67]]
## [1] -0.05153489
## 
## [[68]]
## [1] 0.08563231
## 
## [[69]]
## [1] 0.09410229
## 
## [[70]]
## [1] -0.03164228
## 
## [[71]]
## [1] 0.04211423
## 
## [[72]]
## [1] 0.05032619
## 
## [[73]]
## [1] 0.1798187
## 
## [[74]]
## [1] 0.02343969
## 
## [[75]]
## [1] -0.04372802
## 
## [[76]]
## [1] -0.003619582
## 
## [[77]]
## [1] 0.06058601
## 
## [[78]]
## [1] 0.03796304
## 
## [[79]]
## [1] 0.04757724
## 
## [[80]]
## [1] 0.1254522
## 
## [[81]]
## [1] -0.1136445
## 
## [[82]]
## [1] NA
## 
## [[83]]
## [1] 0.03251267
## 
## [[84]]
## [1] 0.02142922
## 
## [[85]]
## [1] 0.0554728
## 
## [[86]]
## [1] 0.03230396
## 
## [[87]]
## [1] -0.1406555
## 
## [[88]]
## [1] -0.2195256
## 
## [[89]]
## [1] -0.0322105
## 
## [[90]]
## [1] -0.3526769
## 
## [[91]]
## [1] 0.0155593
## 
## [[92]]
## [1] -0.01712912
## 
## [[93]]
## [1] -0.1327416
## 
## [[94]]
## [1] 0.01931461
## 
## [[95]]
## [1] -0.1044158
## 
## [[96]]
## [1] 0.01939243
## 
## [[97]]
## [1] -0.216672
## 
## [[98]]
## [1] 0.03744371
## 
## [[99]]
## [1] 0.02137312
## 
## [[100]]
## [1] -0.05752838
## 
## [[101]]
## [1] -0.3025942
## 
## [[102]]
## [1] -0.255375
## 
## [[103]]
## [1] -0.2519405
## 
## [[104]]
## [1] 0.03495584
## 
## [[105]]
## [1] -0.006773848
## 
## [[106]]
## [1] -0.2932199
## 
## [[107]]
## [1] -0.3884682
## 
## [[108]]
## [1] -0.2320884
## 
## [[109]]
## [1] NA
## 
## [[110]]
## [1] -0.02561814
## 
## [[111]]
## [1] NA
## 
## [[112]]
## [1] -0.04090395
## 
## [[113]]
## [1] 0.2539551
## 
## [[114]]
## [1] 0.09459014
## 
## [[115]]
## [1] -0.2203357
## 
## [[116]]
## [1] 0.08543946
## 
## [[117]]
## [1] -0.144561
## 
## [[118]]
## [1] NA
## 
## [[119]]
## [1] 0.01630368
## 
## [[120]]
## [1] NA
## 
## [[121]]
## [1] -0.2567329
## 
## [[122]]
## [1] NA
## 
## [[123]]
## [1] NA
## 
## [[124]]
## [1] -0.05442609
## 
## [[125]]
## [1] NA
## 
## [[126]]
## [1] -0.02548576
## 
## [[127]]
## [1] NA
## 
## [[128]]
## [1] NA
## 
## [[129]]
## [1] NA
## 
## [[130]]
## [1] NA
## 
## [[131]]
## [1] NA
## 
## [[132]]
## [1] -0.1681542
## 
## [[133]]
## [1] NA
## 
## [[134]]
## [1] -0.3814406
## 
## [[135]]
## [1] NA
## 
## [[136]]
## [1] -0.2789266
## 
## [[137]]
## [1] NA
## 
## [[138]]
## [1] NA
## 
## [[139]]
## [1] -0.3138334
## 
## [[140]]
## [1] NA
## 
## [[141]]
## [1] 0.0706548
## 
## [[142]]
## [1] NA
## 
## [[143]]
## [1] -0.3031142
## 
## [[144]]
## [1] NA
## 
## [[145]]
## [1] -0.2809515
## 
## [[146]]
## [1] NA
## 
## [[147]]
## [1] -0.1913808
## 
## [[148]]
## [1] NA
## 
## [[149]]
## [1] NA
## 
## [[150]]
## [1] NA
## 
## [[151]]
## [1] NA
## 
## [[152]]
## [1] 0.160641
## 
## [[153]]
## [1] NA
## 
## [[154]]
## [1] 0.003383463
## 
## [[155]]
## [1] NA
## 
## [[156]]
## [1] NA
## 
## [[157]]
## [1] NA
## 
## [[158]]
## [1] NA
## 
## [[159]]
## [1] NA
## 
## [[160]]
## [1] NA
## 
## [[161]]
## [1] -0.3433581
## 
## [[162]]
## [1] NA
## 
## [[163]]
## [1] NA
## 
## [[164]]
## [1] NA
## 
## [[165]]
## [1] NA
## 
## [[166]]
## [1] -0.1623529
## 
## [[167]]
## [1] 0.08752101
## 
## [[168]]
## [1] NA
## 
## [[169]]
## [1] NA
## 
## [[170]]
## [1] NA
## 
## [[171]]
## [1] NA
## 
## [[172]]
## [1] -0.1174109
## 
## [[173]]
## [1] NA
## 
## [[174]]
## [1] NA
## 
## [[175]]
## [1] 0.03692904
## 
## [[176]]
## [1] NA
## 
## [[177]]
## [1] NA
## 
## [[178]]
## [1] 0.3270087
## 
## [[179]]
## [1] NA
## 
## [[180]]
## [1] NA
## 
## [[181]]
## [1] NA
## 
## [[182]]
## [1] NA
## 
## [[183]]
## [1] 0.0907949
## 
## [[184]]
## [1] NA
## 
## [[185]]
## [1] NA
## 
## [[186]]
## [1] 0.4437394
## 
## [[187]]
## [1] 0.313994
## 
## [[188]]
## [1] 0.08617528
## 
## [[189]]
## [1] -0.01220525
## 
## [[190]]
## [1] NA
## 
## [[191]]
## [1] 0.2225378
## 
## [[192]]
## [1] -0.2796574
## 
## [[193]]
## [1] -0.5799955
## 
## [[194]]
## [1] 0.1365872
## 
## [[195]]
## [1] -0.391717
## 
## [[196]]
## [1] 0.2080939
## 
## [[197]]
## [1] -0.829474
## 
## [[198]]
## [1] -1.502717
## 
## [[199]]
## [1] -0.02996115
## 
## [[200]]
## [1] -1.242359

prepare to run model 20 times for patch 2 - only for validation time series

input_rhessys = IOin_rhessys_input(
  version = rh_path,
  tec_file = "tecfiles/tec_daily",
  world_file = "CWWS32static.world.Y2018M10D31H1.state.Y2018M10D31H1.state",
  world_hdr_prefix = "CWWS32static",
  flowtable = "CWWS32static1.flow",
  start = "2015 11 1 1",
  end = "2018 11 1 1",
  output_folder = "out",
  output_prefix = "cwws32valstatic2",
 commandline_options = c("-b -p 1 108 141942 141942"))

#commandline_options = c("-b -g -p 1 110 136557 136557 -p 1 108 141942 141942 -p 1 108 149478 149478"))

## TEC file dictates model output, begin output a year in to allow model SM to stabilize
# do not output_state or worldfile may be overwritten as output is created
input_tec_data = IOin_tec_std(start = "2017 11 1 1",
                              end = "2018 11 1 1",
                              output_state = FALSE)

input_hdr = IOin_hdr(
  basin = "defs/basin.def",
  hillslope = "defs/hillslope.def",
  zone = "defs/zone.def",
  soil = c("defs/soil_clay.def","defs/soil_clayloam.def","defs/soil_loam.def","defs/soil_loamysand.def","defs/soil_rock.def","defs/soil_sand.def","defs/soil_sandyclay.def","defs/soil_sandyclayloam.def","defs/soil_sandyloam.def","defs/soil_silt.def","defs/soil_siltyclay.def","defs/soil_siltyclayloam.def","defs/soil_siltyloam.def","defs/soil_water.def", "defs/soil_shallowloam.def", "defs/soil_shallowsandyclayloam.def", "defs/soil_shallowsandyloam.def"),
  landuse = "defs/lu_undev.def",
  stratum = c("defs/veg_deciduous/veg_deciduous.def","defs/veg_evergreen/veg_evergreen.def","defs/veg_deciduous_BES.def","defs/veg_eucalypt.def","defs/veg_grass.def","defs/veg_lawn_2cm.def","defs/veg_lawn_5cm.def","defs/veg_lawn_10cm.def","defs/veg_nonveg.def"),
  basestations = "clim/cwtws32local.base")

run model in parallel

n.cores <- parallel::detectCores() - 4  
  
my.cluster <- parallel::makeCluster(
    n.cores, 
    type = "PSOCK"
  )
doParallel::registerDoParallel(cl = my.cluster)

start_time = Sys.time()
  
  foreach(i = 1:validationruns, .packages = 'RHESSysIOinR') %dopar% {
    
    stdpars<- IOin_std_pars(m = topstatic[i,]$m,
                            k = topstatic[i,]$k,
                            soil_dep= topstatic[i,]$soil_dep,
                            m_v = topstatic[i,]$m_v,
                            k_v = topstatic[i,]$k_v,
                            gw1 = topstatic[i,]$gw1,
                            gw2 = topstatic[i,]$gw2,
                            pa = topstatic[i,]$pa,
                            po = topstatic[i,]$po,
                            vgseng1 = topstatic[i,]$vgseng1,
                            vgseng2 = topstatic[i,]$vgseng2,
                            vgseng3 = topstatic[i,]$vgseng3)
    
    run_rhessys_single(input_rhessys = input_rhessys,
                       hdr_files = input_hdr,
                       tec_data = input_tec_data,
                       std_pars = stdpars,
                       runID = i)
  } 
## [[1]]
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  end_time = Sys.time()
  end_time - start_time
## Time difference of 1.122793 hours

read 20 runs, create table and append to table

# Read in RHESSys Validation runs
for(i in 1:validationruns) { assign(paste0("cwws32valstatic2_run",i), readin_rhessys_output(paste0("out/cwws32valstatic2_run",i)))}
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
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## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
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## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
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## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
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## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
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## [1] "basin daily and basin daily grow have different number rows"
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## [1] "basin daily and basin daily grow have different number rows"
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## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
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## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
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## [1] "basin daily and basin daily grow have different number rows"
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## [1] "basin daily and basin daily grow have different number rows"
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## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
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## [1] "basin daily and basin daily grow have different number rows"
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## [1] "basin daily and basin daily grow have different number rows"
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## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
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## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
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## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
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## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
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## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
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## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
##merge calibration runs with observed so dates match up, instead of subsetting 

for(i in 1:validationruns) { assign(paste0("valmergesm",i), merge(obsws32smvalclean,eval(parse(text = paste0("cwws32valstatic2_run",i,"$pd"))), by.x = "Date", by.y="date", all = FALSE))
  assign(paste0("valsubsetsm",i),eval(parse(text = paste0("valmergesm",i)))[eval(parse(text = paste0("valmergesm",i,"$date"))) >= Valdates[1] & eval(parse(text = paste0("valmergesm",i,"$date"))) <= Valdates[2], ])}


valmergesm1
##           Date mergedsoilmoisture     Site3     Site2     Site1 day month year
## 1   2017-12-17          0.1812803 0.2184210 0.1298160 0.1827378  17    12 2017
## 2   2017-12-18          0.1813529 0.2184097 0.1318113 0.1814523  18    12 2017
## 3   2017-12-19          0.1786329 0.2147977 0.1310752 0.1781363  19    12 2017
## 4   2017-12-20          0.2045600 0.2352214 0.1611586 0.2064497  20    12 2017
## 5   2017-12-21          0.2121985 0.2435130 0.1689051 0.2133542  21    12 2017
## 6   2017-12-22          0.2034018 0.2369948 0.1599421 0.2024036  22    12 2017
## 7   2017-12-23          0.2159135 0.2474115 0.1737037 0.2160729  23    12 2017
## 8   2017-12-24          0.2180366 0.2508741 0.1779583 0.2152578  24    12 2017
## 9   2017-12-25          0.2051297 0.2392457 0.1649375 0.2011580  25    12 2017
## 10  2017-12-26          0.1967778 0.2311780 0.1564815 0.1925998  26    12 2017
## 11  2017-12-27          0.1907229 0.2253247 0.1504178 0.1863498  27    12 2017
## 12  2017-12-28          0.1860186 0.2206840 0.1457465 0.1815573  28    12 2017
## 13  2017-12-29          0.1822263 0.2169158 0.1421042 0.1776285  29    12 2017
## 14  2017-12-30          0.1789890 0.2136771 0.1389468 0.1743325  30    12 2017
## 15  2017-12-31          0.1760297 0.2104852 0.1361690 0.1714696  31    12 2017
## 16  2018-01-01          0.1730221 0.2068863 0.1335336 0.1687743   1     1 2018
## 17  2018-01-02          0.1699094 0.2026606 0.1310185 0.1663264   2     1 2018
## 18  2018-01-03          0.1674965 0.1998021 0.1287234 0.1642708   3     1 2018
## 19  2018-01-04          0.1650735 0.1969184 0.1264468 0.1621988   4     1 2018
## 20  2018-01-05          0.1623993 0.1935668 0.1236840 0.1602682   5     1 2018
## 21  2018-01-06          0.1599766 0.1904905 0.1211806 0.1585599   6     1 2018
## 22  2018-01-07          0.1576960 0.1877726 0.1186574 0.1568984   7     1 2018
## 23  2018-01-08          0.1568914 0.1872422 0.1174618 0.1561128   8     1 2018
## 24  2018-01-09          0.1574485 0.1894384 0.1169259 0.1558507   9     1 2018
## 25  2018-01-10          0.1592184 0.1939688 0.1176424 0.1556502  10     1 2018
## 26  2018-01-11          0.2106263 0.2476406 0.1661053 0.2070026  11     1 2018
## 27  2018-01-12          0.2585713 0.3023993 0.2126192 0.2492075  12     1 2018
## 28  2018-01-13          0.2298163 0.2697049 0.1885231 0.2208976  13     1 2018
## 29  2018-01-14          0.2101749 0.2461050 0.1714329 0.2033012  14     1 2018
## 30  2018-01-15          0.2000193 0.2340321 0.1618090 0.1946641  15     1 2018
## 31  2018-01-16          0.1934378 0.2271962 0.1552234 0.1883403  16     1 2018
## 32  2018-01-17          0.1884672 0.2222873 0.1504387 0.1831684  17     1 2018
## 33  2018-01-18          0.1847465 0.2177543 0.1464155 0.1804870  18     1 2018
## 34  2018-01-19          0.1827311 0.2160347 0.1430255 0.1792066  19     1 2018
## 35  2018-01-20          0.1806938 0.2148377 0.1400914 0.1770017  20     1 2018
## 36  2018-01-21          0.1788930 0.2141354 0.1381655 0.1741962  21     1 2018
## 37  2018-01-22          0.1816379 0.2176727 0.1396944 0.1770608  22     1 2018
## 38  2018-01-23          0.2099719 0.2426632 0.1698900 0.2073420  23     1 2018
## 39  2018-01-24          0.2042055 0.2377882 0.1643600 0.2005069  24     1 2018
## 40  2018-01-25          0.1978362 0.2319010 0.1582002 0.1934983  25     1 2018
## 41  2018-01-26          0.1925960 0.2267535 0.1530544 0.1880946  26     1 2018
## 42  2018-01-27          0.1913684 0.2261970 0.1498113 0.1877075  27     1 2018
## 43  2018-01-28          0.2227986 0.2548967 0.1778299 0.2244271  28     1 2018
## 44  2018-01-29          0.2251622 0.2590182 0.1841771 0.2220451  29     1 2018
## 45  2018-01-30          0.2114195 0.2458255 0.1703889 0.2077865  30     1 2018
## 46  2018-01-31          0.2024122 0.2366563 0.1618900 0.1985599  31     1 2018
## 47  2018-02-01          0.1966335 0.2307604 0.1560451 0.1929479   1     2 2018
## 48  2018-02-02          0.1958087 0.2303811 0.1535116 0.1929592   2     2 2018
## 49  2018-02-03          0.1918223 0.2255894 0.1503773 0.1891389   3     2 2018
## 50  2018-02-04          0.2215597 0.2586415 0.1716586 0.2219036   4     2 2018
## 51  2018-02-05          0.2242181 0.2588863 0.1816354 0.2214870   5     2 2018
## 52  2018-02-06          0.2119706 0.2460191 0.1716088 0.2081936   6     2 2018
## 53  2018-02-07          0.2403602 0.2747222 0.1988044 0.2371649   7     2 2018
## 54  2018-02-08          0.2277506 0.2657526 0.1858970 0.2211389   8     2 2018
## 55  2018-02-09          0.2117093 0.2479861 0.1712176 0.2058012   9     2 2018
## 56  2018-02-10          0.2263567 0.2620903 0.1832708 0.2229375  10     2 2018
## 57  2018-02-11          0.2594152        NA 0.2386782 0.2749679  11     2 2018
## 58  2018-02-12          0.2177703        NA 0.1980856 0.2325339  12     2 2018
## 59  2018-02-13          0.2526821 0.3420382 0.1811157 0.2170009  13     2 2018
## 60  2018-02-14          0.2187074 0.2685182 0.1701852 0.2052882  14     2 2018
## 61  2018-02-15          0.2141866 0.2565538 0.1676806 0.2066988  15     2 2018
## 62  2018-02-16          0.2078769 0.2455486 0.1646400 0.2026328  16     2 2018
## 63  2018-02-17          0.2023741 0.2391111 0.1590405 0.1981372  17     2 2018
## 64  2018-02-18          0.2103213 0.2463655 0.1647130 0.2084835  18     2 2018
## 65  2018-02-19          0.2066506 0.2421328 0.1613194 0.2051667  19     2 2018
## 66  2018-02-20          0.2011578 0.2357995 0.1573102 0.1994019  20     2 2018
## 67  2018-02-21          0.2304523 0.2652378 0.1867384 0.2284523  21     2 2018
## 68  2018-02-22          0.2259672 0.2614158 0.1850486 0.2212075  22     2 2018
## 69  2018-02-23          0.2114646 0.2466120 0.1711169 0.2065781  23     2 2018
## 70  2018-02-24          0.2029441 0.2381710 0.1622558 0.1982335  24     2 2018
## 71  2018-02-25          0.2018564 0.2393038 0.1585914 0.1968576  25     2 2018
## 72  2018-02-26          0.2042301 0.2415321 0.1595822 0.2004141  26     2 2018
## 73  2018-02-27          0.1995574 0.2352457 0.1563762 0.1962552  27     2 2018
## 74  2018-02-28          0.2057860 0.2428750 0.1602326 0.2028620  28     2 2018
## 75  2018-03-01          0.2489119 0.2840321 0.2047778 0.2468924   1     3 2018
## 76  2018-03-02          0.2292061 0.2686840 0.1862639 0.2219349   2     3 2018
## 77  2018-03-03          0.2128520 0.2514045 0.1705255 0.2060443   3     3 2018
## 78  2018-03-04          0.2033614 0.2409384 0.1614676 0.1972049   4     3 2018
## 79  2018-03-05          0.1965865 0.2332422 0.1551944 0.1909748   5     3 2018
## 80  2018-03-06          0.2052393 0.2435052 0.1590255 0.2016337   6     3 2018
## 81  2018-03-07          0.2119353 0.2464280 0.1661713 0.2117656   7     3 2018
## 82  2018-03-08          0.2067156 0.2389826 0.1597778 0.2096519   8     3 2018
## 83  2018-03-09          0.2004845 0.2327387 0.1543472 0.2028333   9     3 2018
## 84  2018-03-10          0.1957295 0.2281016 0.1500116 0.1976458  10     3 2018
## 85  2018-03-11          0.1919861 0.2243811 0.1463588 0.1938116  11     3 2018
## 86  2018-03-12          0.2025691 0.2368247 0.1501875 0.2075998  12     3 2018
## 87  2018-03-13          0.2017443 0.2339063 0.1517373 0.2070877  13     3 2018
## 88  2018-03-14          0.1974754 0.2298194 0.1485509 0.2018247  14     3 2018
## 89  2018-03-15          0.1936638 0.2264358 0.1453831 0.1971024  15     3 2018
## 90  2018-03-16          0.1900477 0.2228429 0.1423264 0.1930434  16     3 2018
## 91  2018-03-17          0.1877393 0.2206745 0.1395810 0.1909227  17     3 2018
## 92  2018-03-18          0.1905354 0.2259635 0.1386458 0.1940243  18     3 2018
## 93  2018-03-19          0.1901329 0.2256233 0.1380532 0.1937023  19     3 2018
## 94  2018-03-20          0.2072206 0.2431823 0.1490359 0.2148976  20     3 2018
## 95  2018-03-21          0.2128883 0.2453212 0.1578299 0.2217491  21     3 2018
## 96  2018-03-22          0.2075410 0.2405356 0.1544282 0.2143811  22     3 2018
## 97  2018-03-23          0.2024549 0.2355833 0.1507025 0.2081406  23     3 2018
## 98  2018-03-24          0.1993210 0.2326936 0.1475405 0.2047839  24     3 2018
## 99  2018-03-25          0.2166313 0.2498394 0.1597975 0.2260486  25     3 2018
## 100 2018-03-26          0.2121376 0.2440990 0.1599988 0.2192804  26     3 2018
## 101 2018-03-27          0.2056414 0.2378082 0.1552662 0.2112561  27     3 2018
## 102 2018-03-28          0.2002648 0.2323446 0.1511817 0.2049974  28     3 2018
## 103 2018-03-29          0.2006057 0.2330764 0.1502801 0.2058793  29     3 2018
## 104 2018-03-30          0.2255177 0.2530920 0.1760208 0.2350660  30     3 2018
## 105 2018-03-31          0.2150303 0.2447335 0.1675706 0.2209219  31     3 2018
## 106 2018-04-01          0.2069646 0.2373377 0.1602535 0.2116250   1     4 2018
## 107 2018-04-02          0.2005587 0.2311814 0.1541250 0.2047613   2     4 2018
## 108 2018-04-03          0.1953756 0.2262899 0.1490255 0.1992240   3     4 2018
## 109 2018-04-04          0.1962923 0.2295095 0.1461979 0.2006458   4     4 2018
## 110 2018-04-05          0.1934653 0.2269696 0.1437060 0.1972804   5     4 2018
## 111 2018-04-06          0.1907393 0.2251259 0.1406759 0.1939002   6     4 2018
## 112 2018-04-07          0.2162749 0.2500877 0.1606632 0.2241710   7     4 2018
## 113 2018-04-08          0.2142361 0.2459740 0.1637072 0.2203950   8     4 2018
## 114 2018-04-09          0.2083649 0.2414036 0.1575637 0.2134271   9     4 2018
## 115 2018-04-10          0.2035641 0.2366189 0.1536088 0.2079757  10     4 2018
## 116 2018-04-11          0.1985177 0.2312960 0.1493970 0.2025799  11     4 2018
## 117 2018-04-12          0.1938879 0.2266094 0.1450822 0.1977708  12     4 2018
## 118 2018-04-13          0.1897607 0.2225330 0.1410868 0.1934939  13     4 2018
## 119 2018-04-14          0.1861888 0.2190686 0.1376424 0.1897187  14     4 2018
## 120 2018-04-15          0.2267652 0.2573394 0.1796586 0.2315208  15     4 2018
## 121 2018-04-16          0.2352825 0.2709479 0.1876516 0.2353403  16     4 2018
## 122 2018-04-17          0.2187042 0.2539436 0.1719479 0.2185321  17     4 2018
## 123 2018-04-18          0.2088741 0.2433733 0.1627118 0.2089965  18     4 2018
## 124 2018-04-19          0.2016534 0.2354809 0.1558704 0.2021632  19     4 2018
## 125 2018-04-20          0.1961351 0.2297092 0.1502894 0.1969453  20     4 2018
## 126 2018-04-21          0.1915013 0.2250877 0.1454896 0.1924236  21     4 2018
## 127 2018-04-22          0.1883138 0.2221033 0.1417083 0.1894783  22     4 2018
## 128 2018-04-23          0.2570006 0.2928273 0.2113310 0.2554262  23     4 2018
## 129 2018-04-24          0.2662503 0.3156189 0.2124942 0.2571988  24     4 2018
## 130 2018-04-25          0.2356152 0.2778342 0.1868507 0.2299696  25     4 2018
## 131 2018-04-26          0.2246237 0.2655755 0.1754988 0.2205156  26     4 2018
## 132 2018-04-27          0.2251174 0.2625469 0.1765451 0.2241172  27     4 2018
## 133 2018-04-28          0.2142165 0.2513707 0.1661273 0.2131293  28     4 2018
## 134 2018-04-29          0.2061856 0.2437292 0.1575150 0.2051450  29     4 2018
## 135 2018-04-30          0.1998873 0.2375208 0.1509155 0.1989826  30     4 2018
## 136 2018-05-01          0.1946701 0.2322135 0.1456887 0.1938628   1     5 2018
## 137 2018-05-02          0.1905331 0.2286172 0.1412465 0.1894141   2     5 2018
## 138 2018-05-03          0.1862787 0.2238941 0.1374086 0.1853160   3     5 2018
## 139 2018-05-04          0.1821768 0.2190781 0.1339653 0.1814340   4     5 2018
## 140 2018-05-05          0.1787459 0.2156814 0.1309086 0.1776884   5     5 2018
## 141 2018-05-06          0.1771430 0.2143819 0.1283380 0.1765078   6     5 2018
## 142 2018-05-07          0.1816304 0.2184427 0.1335903 0.1808481   7     5 2018
## 143 2018-05-08          0.1969321 0.2361970 0.1438322 0.1974922   8     5 2018
## 144 2018-05-09          0.1949738 0.2357708 0.1394086 0.1958507   9     5 2018
## 145 2018-05-10          0.1898592 0.2300799 0.1351667 0.1906580  10     5 2018
## 146 2018-05-11          0.1844252 0.2234852 0.1313345 0.1851832  11     5 2018
## 147 2018-05-12          0.1788747 0.2176962 0.1274792 0.1785998  12     5 2018
## 148 2018-05-13          0.1733239 0.2124896 0.1235127 0.1715165  13     5 2018
## 149 2018-05-14          0.1679975 0.2079583 0.1197731 0.1642049  14     5 2018
## 150 2018-05-15          0.1646196 0.2067674 0.1166227 0.1584696  15     5 2018
##     basinID hillID zoneID patchID familyID family_horizon   rain_thr
## 1         1    108 141942  141942    -9999              0   0.253994
## 2         1    108 141942  141942    -9999              0   0.761997
## 3         1    108 141942  141942    -9999              0   0.000000
## 4         1    108 141942  141942    -9999              0  32.766000
## 5         1    108 141942  141942    -9999              0   0.000000
## 6         1    108 141942  141942    -9999              0   6.096000
## 7         1    108 141942  141942    -9999              0  23.114000
## 8         1    108 141942  141942    -9999              0   0.000000
## 9         1    108 141942  141942    -9999              0   0.000000
## 10        1    108 141942  141942    -9999              0   0.000000
## 11        1    108 141942  141942    -9999              0   0.000000
## 12        1    108 141942  141942    -9999              0   0.000000
## 13        1    108 141942  141942    -9999              0   0.000000
## 14        1    108 141942  141942    -9999              0   0.000000
## 15        1    108 141942  141942    -9999              0   0.000000
## 16        1    108 141942  141942    -9999              0   0.000000
## 17        1    108 141942  141942    -9999              0   0.000000
## 18        1    108 141942  141942    -9999              0   0.000000
## 19        1    108 141942  141942    -9999              0   0.000000
## 20        1    108 141942  141942    -9999              0   0.000000
## 21        1    108 141942  141942    -9999              0   0.000000
## 22        1    108 141942  141942    -9999              0   0.000000
## 23        1    108 141942  141942    -9999              0   1.270000
## 24        1    108 141942  141942    -9999              0   0.000000
## 25        1    108 141942  141942    -9999              0   3.879613
## 26        1    108 141942  141942    -9999              0  84.328000
## 27        1    108 141942  141942    -9999              0  35.306000
## 28        1    108 141942  141942    -9999              0   0.000000
## 29        1    108 141942  141942    -9999              0   0.000000
## 30        1    108 141942  141942    -9999              0   0.000000
## 31        1    108 141942  141942    -9999              0   0.924053
## 32        1    108 141942  141942    -9999              0   0.000000
## 33        1    108 141942  141942    -9999              0   0.000000
## 34        1    108 141942  141942    -9999              0   0.000000
## 35        1    108 141942  141942    -9999              0   0.000000
## 36        1    108 141942  141942    -9999              0   2.199066
## 37        1    108 141942  141942    -9999              0  27.432000
## 38        1    108 141942  141942    -9999              0   0.508000
## 39        1    108 141942  141942    -9999              0   0.000000
## 40        1    108 141942  141942    -9999              0   0.000000
## 41        1    108 141942  141942    -9999              0   0.000000
## 42        1    108 141942  141942    -9999              0  14.986000
## 43        1    108 141942  141942    -9999              0  27.686000
## 44        1    108 141942  141942    -9999              0   0.000000
## 45        1    108 141942  141942    -9999              0   0.000000
## 46        1    108 141942  141942    -9999              0   0.000000
## 47        1    108 141942  141942    -9999              0   3.302000
## 48        1    108 141942  141942    -9999              0   0.000000
## 49        1    108 141942  141942    -9999              0   0.000000
## 50        1    108 141942  141942    -9999              0  36.806856
## 51        1    108 141942  141942    -9999              0   0.000000
## 52        1    108 141942  141942    -9999              0   2.008856
## 53        1    108 141942  141942    -9999              0  49.252856
## 54        1    108 141942  141942    -9999              0   0.000000
## 55        1    108 141942  141942    -9999              0   0.000000
## 56        1    108 141942  141942    -9999              0  83.034865
## 57        1    108 141942  141942    -9999              0 107.926865
## 58        1    108 141942  141942    -9999              0  11.929253
## 59        1    108 141942  141942    -9999              0   3.278865
## 60        1    108 141942  141942    -9999              0   0.000000
## 61        1    108 141942  141942    -9999              0   8.358865
## 62        1    108 141942  141942    -9999              0   0.000000
## 63        1    108 141942  141942    -9999              0  13.438875
## 64        1    108 141942  141942    -9999              0   2.770875
## 65        1    108 141942  141942    -9999              0   1.754875
## 66        1    108 141942  141942    -9999              0   2.770875
## 67        1    108 141942  141942    -9999              0  38.587242
## 68        1    108 141942  141942    -9999              0   0.000000
## 69        1    108 141942  141942    -9999              0   0.000000
## 70        1    108 141942  141942    -9999              0   0.230875
## 71        1    108 141942  141942    -9999              0  10.390884
## 72        1    108 141942  141942    -9999              0   4.040884
## 73        1    108 141942  141942    -9999              0   0.000000
## 74        1    108 141942  141942    -9999              0  31.980884
## 75        1    108 141942  141942    -9999              0  34.012884
## 76        1    108 141942  141942    -9999              0   0.000000
## 77        1    108 141942  141942    -9999              0   0.000000
## 78        1    108 141942  141942    -9999              0   0.000000
## 79        1    108 141942  141942    -9999              0   0.000000
## 80        1    108 141942  141942    -9999              0  19.280892
## 81        1    108 141942  141942    -9999              0   1.189688
## 82        1    108 141942  141942    -9999              0   0.000000
## 83        1    108 141942  141942    -9999              0   0.000000
## 84        1    108 141942  141942    -9999              0   0.000000
## 85        1    108 141942  141942    -9999              0   3.024892
## 86        1    108 141942  141942    -9999              0  11.660892
## 87        1    108 141942  141942    -9999              0   0.000000
## 88        1    108 141942  141942    -9999              0   0.000000
## 89        1    108 141942  141942    -9999              0   0.000000
## 90        1    108 141942  141942    -9999              0   0.000000
## 91        1    108 141942  141942    -9999              0   8.612899
## 92        1    108 141942  141942    -9999              0   0.000000
## 93        1    108 141942  141942    -9999              0  16.994899
## 94        1    108 141942  141942    -9999              0   8.866899
## 95        1    108 141942  141942    -9999              0   0.450828
## 96        1    108 141942  141942    -9999              0   0.000000
## 97        1    108 141942  141942    -9999              0   0.000000
## 98        1    108 141942  141942    -9999              0  14.454905
## 99        1    108 141942  141942    -9999              0   6.580905
## 100       1    108 141942  141942    -9999              0   0.000000
## 101       1    108 141942  141942    -9999              0   0.000000
## 102       1    108 141942  141942    -9999              0   0.000000
## 103       1    108 141942  141942    -9999              0  25.122910
## 104       1    108 141942  141942    -9999              0   0.000000
## 105       1    108 141942  141942    -9999              0   0.000000
## 106       1    108 141942  141942    -9999              0   0.000000
## 107       1    108 141942  141942    -9999              0   0.000000
## 108       1    108 141942  141942    -9999              0   0.000000
## 109       1    108 141942  141942    -9999              0   5.818910
## 110       1    108 141942  141942    -9999              0   0.000000
## 111       1    108 141942  141942    -9999              0   6.834914
## 112       1    108 141942  141942    -9999              0  19.534914
## 113       1    108 141942  141942    -9999              0   0.000000
## 114       1    108 141942  141942    -9999              0   2.770914
## 115       1    108 141942  141942    -9999              0   0.000000
## 116       1    108 141942  141942    -9999              0   0.000000
## 117       1    108 141942  141942    -9999              0   0.000000
## 118       1    108 141942  141942    -9999              0   0.000000
## 119       1    108 141942  141942    -9999              0   0.000000
## 120       1    108 141942  141942    -9999              0  64.746918
## 121       1    108 141942  141942    -9999              0   0.000000
## 122       1    108 141942  141942    -9999              0   0.000000
## 123       1    108 141942  141942    -9999              0   0.000000
## 124       1    108 141942  141942    -9999              0   0.000000
## 125       1    108 141942  141942    -9999              0   0.000000
## 126       1    108 141942  141942    -9999              0   0.000000
## 127       1    108 141942  141942    -9999              0   5.310921
## 128       1    108 141942  141942    -9999              0 113.260921
## 129       1    108 141942  141942    -9999              0  23.598921
## 130       1    108 141942  141942    -9999              0   0.000000
## 131       1    108 141942  141942    -9999              0  16.740921
## 132       1    108 141942  141942    -9999              0   0.000000
## 133       1    108 141942  141942    -9999              0   0.000000
## 134       1    108 141942  141942    -9999              0   0.000000
## 135       1    108 141942  141942    -9999              0   0.000000
## 136       1    108 141942  141942    -9999              0   0.000000
## 137       1    108 141942  141942    -9999              0   0.000000
## 138       1    108 141942  141942    -9999              0   0.000000
## 139       1    108 141942  141942    -9999              0   0.000000
## 140       1    108 141942  141942    -9999              0   0.000000
## 141       1    108 141942  141942    -9999              0   2.516923
## 142       1    108 141942  141942    -9999              0  18.264923
## 143       1    108 141942  141942    -9999              0   4.802925
## 144       1    108 141942  141942    -9999              0   0.230925
## 145       1    108 141942  141942    -9999              0   0.484925
## 146       1    108 141942  141942    -9999              0   0.000000
## 147       1    108 141942  141942    -9999              0   0.000000
## 148       1    108 141942  141942    -9999              0   0.000000
## 149       1    108 141942  141942    -9999              0   0.000000
## 150       1    108 141942  141942    -9999              0  10.898925
##     detention_store sat_def_z  sat_def rz_storage potential_rz_store
## 1                 0  5124.138 2310.986   151.6383                451
## 2                 0  5131.190 2314.167   152.1876                451
## 3                 0  5138.254 2317.353   149.1517                451
## 4                 0  5145.315 2320.537   172.0816                451
## 5                 0  5152.367 2323.718   166.9154                451
## 6                 0  5159.405 2326.892   170.5243                451
## 7                 0  5166.415 2330.053   186.6765                451
## 8                 0  5173.388 2333.198   179.3509                451
## 9                 0  5180.326 2336.327   173.2011                451
## 10                0  5187.239 2339.445   167.9062                451
## 11                0  5194.130 2342.552   163.2629                451
## 12                0  5200.999 2345.651   159.1336                451
## 13                0  5207.854 2348.742   155.4208                451
## 14                0  5214.693 2351.826   152.0956                451
## 15                0  5221.510 2354.901   149.0883                451
## 16                0  5228.309 2357.967   146.3085                451
## 17                0  5235.089 2361.025   143.7274                451
## 18                0  5241.850 2364.074   141.3213                451
## 19                0  5248.592 2367.115   139.0702                451
## 20                0  5255.309 2370.144   136.9574                451
## 21                0  5262.005 2373.164   134.9685                451
## 22                0  5268.680 2376.175   133.0913                451
## 23                0  5275.332 2379.175   131.7729                451
## 24                0  5281.960 2382.164   130.0656                451
## 25                0  5288.559 2385.140   132.3264                451
## 26                0  5295.115 2388.097   192.5943                451
## 27                0  5301.578 2391.012   215.6850                451
## 28                0  5307.899 2393.862   201.5270                451
## 29                0  5314.117 2396.667   191.2828                451
## 30                0  5320.261 2399.438   183.2109                451
## 31                0  5326.343 2402.180   176.8719                451
## 32                0  5332.370 2404.899   171.1486                451
## 33                0  5338.346 2407.594   166.1749                451
## 34                0  5344.279 2410.270   161.7823                451
## 35                0  5350.166 2412.925   157.8541                451
## 36                0  5356.012 2415.561   158.7774                451
## 37                0  5361.811 2418.177   178.2624                451
## 38                0  5367.562 2420.770   178.1846                451
## 39                0  5373.260 2423.340   172.2956                451
## 40                0  5378.910 2425.889   167.1958                451
## 41                0  5384.520 2428.419   162.7039                451
## 42                0  5390.082 2430.927   172.7267                451
## 43                0  5395.597 2433.414   192.0201                451
## 44                0  5401.042 2435.870   183.8572                451
## 45                0  5406.430 2438.300   177.1276                451
## 46                0  5411.764 2440.706   171.4044                451
## 47                0  5417.050 2443.090   172.9408                451
## 48                0  5422.291 2445.453   172.3733                451
## 49                0  5427.482 2447.794   171.7641                451
## 50                0  5432.623 2450.113   197.0661                451
## 51                0  5437.693 2452.399   195.5186                451
## 52                0  5442.685 2454.651   195.5469                451
## 53                0  5447.561 2456.850   227.0275                451
## 54                0  5452.243 2458.962   221.4929                451
## 55                0  5456.756 2460.997   217.0485                451
## 56                0  5460.759 2462.802   252.7469                451
## 57                0  5459.129 2462.067   202.2841                451
## 58                0  5452.843 2459.232   208.7752                451
## 59                0  5446.635 2456.433   208.7163                451
## 60                0  5440.520 2453.675   206.1744                451
## 61                0  5434.515 2450.966   209.5889                451
## 62                0  5428.599 2448.298   206.8813                451
## 63                0  5422.763 2445.666   213.5233                451
## 64                0  5416.951 2443.045   212.5089                451
## 65                0  5411.175 2440.440   210.9573                451
## 66                0  5405.463 2437.864   210.2890                451
## 67                0  5399.605 2435.222   232.2688                451
## 68                0  5393.287 2432.372   225.4381                451
## 69                0  5386.690 2429.397   220.2312                451
## 70                0  5379.991 2426.376   216.3900                451
## 71                0  5373.258 2423.339   219.4134                451
## 72                0  5366.462 2420.275   218.2795                451
## 73                0  5359.656 2417.205   214.3947                451
## 74                0  5352.711 2414.073   231.1924                451
## 75                0  5344.897 2410.548   243.4467                451
## 76                0  5335.872 2406.478   232.9649                451
## 77                0  5326.257 2402.142   225.7804                451
## 78                0  5316.449 2397.719   220.2995                451
## 79                0  5306.678 2393.312   215.9809                451
## 80                0  5296.970 2388.934   224.6918                451
## 81                0  5287.187 2384.522   220.6850                451
## 82                0  5277.461 2380.135   216.5530                451
## 83                0  5267.927 2375.835   212.8364                451
## 84                0  5258.679 2371.664   209.7909                451
## 85                0  5249.775 2367.648   208.9385                451
## 86                0  5241.186 2363.775   214.4433                451
## 87                0  5232.835 2360.009   211.1168                451
## 88                0  5224.775 2356.373   208.3227                451
## 89                0  5217.060 2352.894   205.5271                451
## 90                0  5209.721 2349.584   203.0644                451
## 91                0  5202.756 2346.443   206.7304                451
## 92                0  5196.129 2343.454   204.0811                451
## 93                0  5189.792 2340.596   213.2562                451
## 94                0  5183.613 2337.810   216.2984                451
## 95                0  5177.556 2335.078   213.3362                451
## 96                0  5171.669 2332.423   210.1559                451
## 97                0  5166.013 2329.872   207.2771                451
## 98                0  5160.580 2327.422   214.3631                451
## 99                0  5155.271 2325.027   215.7373                451
## 100               0  5150.076 2322.684   212.2624                451
## 101               0  5145.058 2320.421   209.2160                451
## 102               0  5140.272 2318.263   206.3721                451
## 103               0  5135.649 2316.178   220.5131                451
## 104               0  5131.029 2314.094   216.0421                451
## 105               0  5126.487 2312.046   212.2520                451
## 106               0  5122.113 2310.073   208.9007                451
## 107               0  5117.967 2308.203   205.9649                451
## 108               0  5114.085 2306.452   203.4599                451
## 109               0  5110.478 2304.826   205.1873                451
## 110               0  5107.141 2303.320   202.6078                451
## 111               0  5104.066 2301.934   205.1093                451
## 112               0  5101.173 2300.629   216.3106                451
## 113               0  5098.354 2299.357   212.5879                451
## 114               0  5095.639 2298.133   211.2076                451
## 115               0  5093.075 2296.977   208.1379                451
## 116               0  5090.699 2295.905   205.3424                451
## 117               0  5088.548 2294.935   202.7389                451
## 118               0  5086.643 2294.076   200.4684                451
## 119               0  5085.001 2293.335   198.5412                451
## 120               0  5083.275 2292.557   237.6976                451
## 121               0  5080.936 2291.502   229.3651                451
## 122               0  5078.241 2290.287   222.8086                451
## 123               0  5075.432 2289.020   217.6332                451
## 124               0  5072.664 2287.771   213.5897                451
## 125               0  5070.029 2286.583   209.9687                451
## 126               0  5067.596 2285.486   207.0190                451
## 127               0  5065.390 2284.491   208.0310                451
## 128               0  5060.524 2282.296   251.7731                451
## 129               0  5051.153 2278.070   248.3916                451
## 130               0  5039.631 2272.874   235.8547                451
## 131               0  5027.152 2267.246   237.3057                451
## 132               0  5014.072 2261.346   228.7084                451
## 133               0  5001.082 2255.488   222.4457                451
## 134               0  4988.600 2249.859   217.5539                451
## 135               0  4976.867 2244.567   213.3473                451
## 136               0  4965.999 2239.666   209.7199                451
## 137               0  4956.064 2235.185   206.6404                451
## 138               0  4947.082 2231.134   203.8520                451
## 139               0  4939.050 2227.511   201.2882                451
## 140               0  4931.940 2224.305   199.2798                451
## 141               0  4925.719 2221.499   199.0981                451
## 142               0  4920.260 2219.037   210.1799                451
## 143               0  4915.371 2216.832   210.9714                451
## 144               0  4911.003 2214.862   208.5937                451
## 145               0  4907.168 2213.133   206.6662                451
## 146               0  4903.878 2211.649   203.9502                451
## 147               0  4901.150 2210.419   201.4777                451
## 148               0  4898.979 2209.439   199.2005                451
## 149               0  4897.359 2208.709   197.1165                451
## 150               0  4896.251 2208.209   202.8769                451
##     rz_field_capacity rz_wilting_point unsat_stor rz_drainage unsat_drain
## 1            154.9076         50.24567   840.8871    0.000000    1.888792
## 2            154.9076         50.24567   840.3298    0.000000    1.841118
## 3            154.9076         50.24567   839.8073    0.000000    1.795457
## 4            154.9076         50.24567   839.4732    0.156908    1.753414
## 5            154.9076         50.24567   839.2703    0.261774    1.716805
## 6            154.9076         50.24567   839.0801    0.249900    1.681504
## 7            154.9076         50.24567   839.1719    0.512106    1.650505
## 8            154.9076         50.24567   839.3622    0.596052    1.625279
## 9            154.9076         50.24567   839.3712    0.398414    1.597949
## 10           154.9076         50.24567   839.2804    0.279739    1.568715
## 11           154.9076         50.24567   839.1334    0.203872    1.538768
## 12           154.9076         50.24567   838.9554    0.153021    1.508764
## 13           154.9076         50.24567   838.7626    0.117638    1.479073
## 14           154.9076         50.24567   838.5221    0.050448    1.449520
## 15           154.9076         50.24567   838.2510    0.000000    1.419778
## 16           154.9076         50.24567   837.9992    0.000000    1.390893
## 17           154.9076         50.24567   837.7660    0.000000    1.363029
## 18           154.9076         50.24567   837.5505    0.000000    1.336132
## 19           154.9076         50.24567   837.3522    0.000000    1.310158
## 20           154.9076         50.24567   837.1698    0.000000    1.285061
## 21           154.9076         50.24567   837.0030    0.000000    1.260806
## 22           154.9076         50.24567   836.8513    0.000000    1.237349
## 23           154.9076         50.24567   836.7137    0.000000    1.214654
## 24           154.9076         50.24567   836.5897    0.000000    1.192689
## 25           154.9076         50.24567   836.4787    0.000000    1.171426
## 26           154.9076         50.24567   836.9048    0.529545    1.154648
## 27           154.9076         50.24567   839.1520    2.363649    1.157452
## 28           154.9076         50.24567   841.4629    2.458207    1.177122
## 29           154.9076         50.24567   842.5770    1.276224    1.181097
## 30           154.9076         50.24567   843.1732    0.762049    1.174485
## 31           154.9076         50.24567   843.5078    0.498987    1.163039
## 32           154.9076         50.24567   843.6941    0.346716    1.149211
## 33           154.9076         50.24567   843.7872    0.248199    1.134106
## 34           154.9076         50.24567   843.8224    0.183666    1.118368
## 35           154.9076         50.24567   843.8203    0.139572    1.102372
## 36           154.9076         50.24567   843.8115    0.125843    1.086467
## 37           154.9076         50.24567   843.9746    0.292526    1.072106
## 38           154.9076         50.24567   844.2922    0.444009    1.060808
## 39           154.9076         50.24567   844.5417    0.373870    1.049811
## 40           154.9076         50.24567   844.6865    0.265794    1.037720
## 41           154.9076         50.24567   844.7661    0.195623    1.024882
## 42           154.9076         50.24567   844.8993    0.245359    1.012287
## 43           154.9076         50.24567   845.4556    0.667160    1.003305
## 44           154.9076         50.24567   846.1326    0.792742    0.998837
## 45           154.9076         50.24567   846.5288    0.513203    0.991902
## 46           154.9076         50.24567   846.7646    0.352164    0.982679
## 47           154.9076         50.24567   846.9582    0.308018    0.972557
## 48           154.9076         50.24567   847.1623    0.316409    0.962710
## 49           154.9076         50.24567   847.3565    0.305098    0.953027
## 50           154.9076         50.24567   848.0713    0.826526    0.946559
## 51           154.9076         50.24567   849.1959    1.245251    0.947364
## 52           154.9076         50.24567   850.2623    1.196981    0.948745
## 53           154.9076         50.24567   854.1338    4.028970    0.966990
## 54           154.9076         50.24567   859.1520    5.235885    1.017660
## 55           154.9076         50.24567   862.9833    4.100553    1.060995
## 56           154.9076         50.24567   886.1457   23.630512    1.248945
## 57           154.9076         50.24567  1011.4634  128.274254    3.719609
## 58           154.9076         50.24567  1008.5607    2.109434    5.759834
## 59           154.9076         50.24567  1006.0353    2.422871    5.686274
## 60           154.9076         50.24567  1003.4043    2.253674    5.615140
## 61           154.9076         50.24567  1000.9328    2.346703    5.542786
## 62           154.9076         50.24567   998.5184    2.347575    5.481226
## 63           154.9076         50.24567   996.5074    2.701507    5.427110
## 64           154.9076         50.24567   994.8280    3.012062    5.402559
## 65           154.9076         50.24567   992.9781    2.816799    5.374898
## 66           154.9076         50.24567   991.0122    2.666007    5.337964
## 67           154.9076         50.24567   992.1649    5.840235    5.390229
## 68           154.9076         50.24567   993.8076    6.530839    5.588317
## 69           154.9076         50.24567   993.6834    4.884904    5.707638
## 70           154.9076         50.24567   992.5422    3.912712    5.752234
## 71           154.9076         50.24567   991.4023    3.931796    5.770497
## 72           154.9076         50.24567   990.3473    4.047211    5.802083
## 73           154.9076         50.24567   988.7783    3.544072    5.814869
## 74           154.9076         50.24567   989.4405    5.840156    5.880760
## 75           154.9076         50.24567   996.1403   12.267759    6.269902
## 76           154.9076         50.24567  1000.1544   10.128751    6.816883
## 77           154.9076         50.24567  1000.4565    6.691798    7.095017
## 78           154.9076         50.24567   998.9000    4.932184    7.198015
## 79           154.9076         50.24567   996.2906    3.876659    7.200170
## 80           154.9076         50.24567   994.4685    4.653648    7.196343
## 81           154.9076         50.24567   992.8032    4.861827    7.253488
## 82           154.9076         50.24567   990.2518    3.971512    7.256695
## 83           154.9076         50.24567   987.0571    3.263304    7.199269
## 84           154.9076         50.24567   983.4566    2.749955    7.099139
## 85           154.9076         50.24567   979.7343    2.496928    6.976004
## 86           154.9076         50.24567   976.5307    2.897644    6.866491
## 87           154.9076         50.24567   973.4793    2.962735    6.786264
## 88           154.9076         50.24567   970.1090    2.534540    6.684359
## 89           154.9076         50.24567   966.5293    2.192910    6.560265
## 90           154.9076         50.24567   962.8158    1.911348    6.420086
## 91           154.9076         50.24567   959.3450    2.007321    6.280575
## 92           154.9076         50.24567   956.0242    2.025833    6.156632
## 93           154.9076         50.24567   953.3313    2.541365    6.050377
## 94           154.9076         50.24567   951.5006    3.350514    6.003849
## 95           154.9076         50.24567   949.6399    3.287259    5.977727
## 96           154.9076         50.24567   947.3609    2.811011    5.926358
## 97           154.9076         50.24567   944.7622    2.406398    5.848108
## 98           154.9076         50.24567   942.6379    2.799233    5.773104
## 99           154.9076         50.24567   941.1222    3.370436    5.741985
## 100          154.9076         50.24567   939.4194    3.151514    5.716772
## 101          154.9076         50.24567   937.2953    2.670166    5.663705
## 102          154.9076         50.24567   934.8796    2.294178    5.586308
## 103          154.9076         50.24567   933.6612    3.435511    5.536240
## 104          154.9076         50.24567   932.8948    3.902505    5.556870
## 105          154.9076         50.24567   931.4177    3.173883    5.544860
## 106          154.9076         50.24567   929.4698    2.647112    5.495737
## 107          154.9076         50.24567   927.2082    2.251353    5.420794
## 108          154.9076         50.24567   924.7482    1.953649    5.328298
## 109          154.9076         50.24567   922.3706    1.931584    5.230516
## 110          154.9076         50.24567   920.0333    1.871479    5.137439
## 111          154.9076         50.24567   917.8145    1.889938    5.043693
## 112          154.9076         50.24567   916.6522    2.882703    4.986152
## 113          154.9076         50.24567   915.8454    3.223038    4.977287
## 114          154.9076         50.24567   914.6881    2.841784    4.952153
## 115          154.9076         50.24567   913.2650    2.527658    4.910639
## 116          154.9076         50.24567   911.5529    2.171903    4.850066
## 117          154.9076         50.24567   909.6367    1.885620    4.774291
## 118          154.9076         50.24567   907.5855    1.657530    4.687660
## 119          154.9076         50.24567   905.4583    1.481702    4.593997
## 120          154.9076         50.24567   908.7867    6.987504    4.648633
## 121          154.9076         50.24567   912.9911    8.151669    4.940544
## 122          154.9076         50.24567   914.5817    5.713874    5.122120
## 123          154.9076         50.24567   914.6834    4.294149    5.197358
## 124          154.9076         50.24567   913.9048    3.416374    5.206958
## 125          154.9076         50.24567   912.5639    2.814483    5.174557
## 126          154.9076         50.24567   910.8559    2.378680    5.113431
## 127          154.9076         50.24567   909.1310    2.280786    5.039817
## 128          154.9076         50.24567   941.8378   37.914942    6.243256
## 129          154.9076         50.24567   955.0053   20.395464    8.259024
## 130          154.9076         50.24567   958.8844   12.118414    9.284387
## 131          154.9076         50.24567   960.2423   10.082342    9.788041
## 132          154.9076         50.24567   959.1278    7.944334   10.144046
## 133          154.9076         50.24567   955.6190    5.576604   10.193750
## 134          154.9076         50.24567   950.9456    4.248962   10.053568
## 135          154.9076         50.24567   945.6798    3.388197    9.808758
## 136          154.9076         50.24567   940.1321    2.779381    9.503883
## 137          154.9076         50.24567   934.5031    2.340088    9.167167
## 138          154.9076         50.24567   928.9136    2.008746    8.816694
## 139          154.9076         50.24567   923.4326    1.744598    8.463094
## 140          154.9076         50.24567   918.1183    1.544941    8.113852
## 141          154.9076         50.24567   913.0718    1.460089    7.777798
## 142          154.9076         50.24567   908.9534    2.086554    7.490597
## 143          154.9076         50.24567   905.6382    2.671245    7.285314
## 144          154.9076         50.24567   902.3941    2.544138    7.099674
## 145          154.9076         50.24567   899.0901    2.277208    6.904140
## 146          154.9076         50.24567   895.7393    2.015391    6.699738
## 147          154.9076         50.24567   892.3543    1.758062    6.486908
## 148          154.9076         50.24567   888.9861    1.549224    6.270126
## 149          154.9076         50.24567   885.6713    1.377728    6.053385
## 150          154.9076         50.24567   882.7497    1.561008    5.850748
##     rz_transfer unsat_transfer sat_transfer sublimation return     evap
## 1             0              0            0    0.000000      0 0.000000
## 2             0              0            0    0.000000      0 0.000000
## 3             0              0            0    0.000000      0 0.000000
## 4             0              0            0    0.000000      0 0.000000
## 5             0              0            0    0.000000      0 0.000000
## 6             0              0            0    0.000000      0 0.000000
## 7             0              0            0    0.000000      0 0.000000
## 8             0              0            0    0.000000      0 0.000000
## 9             0              0            0    0.000000      0 0.000000
## 10            0              0            0    0.000000      0 0.000000
## 11            0              0            0    0.000000      0 0.000000
## 12            0              0            0    0.000000      0 0.000000
## 13            0              0            0    0.000000      0 0.000000
## 14            0              0            0    0.000000      0 0.000000
## 15            0              0            0    0.057387      0 0.057387
## 16            0              0            0    0.000000      0 0.000000
## 17            0              0            0    0.000000      0 0.000000
## 18            0              0            0    0.000000      0 0.000000
## 19            0              0            0    0.000000      0 0.000000
## 20            0              0            0    0.000000      0 0.000000
## 21            0              0            0    0.000000      0 0.000000
## 22            0              0            0    0.000000      0 0.000000
## 23            0              0            0    0.000000      0 0.000000
## 24            0              0            0    0.000000      0 0.000000
## 25            0              0            0    0.000000      0 0.000000
## 26            0              0            0    0.000000      0 0.000000
## 27            0              0            0    0.000000      0 0.000000
## 28            0              0            0    0.057363      0 0.057363
## 29            0              0            0    0.000000      0 0.000000
## 30            0              0            0    0.000000      0 0.000000
## 31            0              0            0    0.000000      0 0.000000
## 32            0              0            0    0.057348      0 0.057348
## 33            0              0            0    0.000000      0 0.000000
## 34            0              0            0    0.000000      0 0.000000
## 35            0              0            0    0.000000      0 0.000000
## 36            0              0            0    0.000000      0 0.000000
## 37            0              0            0    0.000000      0 0.000000
## 38            0              0            0    0.000000      0 0.000000
## 39            0              0            0    0.000000      0 0.000000
## 40            0              0            0    0.000000      0 0.000000
## 41            0              0            0    0.000000      0 0.000000
## 42            0              0            0    0.000000      0 0.000000
## 43            0              0            0    0.000000      0 0.000000
## 44            0              0            0    0.000000      0 0.000000
## 45            0              0            0    0.000000      0 0.000000
## 46            0              0            0    0.000000      0 0.000000
## 47            0              0            0    0.000000      0 0.023178
## 48            0              0            0    0.000000      0 0.000000
## 49            0              0            0    0.000000      0 0.000000
## 50            0              0            0    0.000000      0 0.023144
## 51            0              0            0    0.000000      0 0.000000
## 52            0              0            0    0.000000      0 0.023144
## 53            0              0            0    0.000000      0 0.023144
## 54            0              0            0    0.000000      0 0.000000
## 55            0              0            0    0.000000      0 0.000000
## 56            0              0            0    0.000000      0 0.023135
## 57            0              0            0    0.000000      0 0.008747
## 58            0              0            0    0.000000      0 0.023135
## 59            0              0            0    0.000000      0 0.023135
## 60            0              0            0    0.000000      0 0.000000
## 61            0              0            0    0.000000      0 0.023135
## 62            0              0            0    0.000000      0 0.000000
## 63            0              0            0    0.000000      0 0.023125
## 64            0              0            0    0.000000      0 0.023125
## 65            0              0            0    0.000000      0 0.023125
## 66            0              0            0    0.000000      0 0.020758
## 67            0              0            0    0.000000      0 0.013569
## 68            0              0            0    0.000000      0 0.009556
## 69            0              0            0    0.000000      0 0.000000
## 70            0              0            0    0.000000      0 0.023125
## 71            0              0            0    0.000000      0 0.023116
## 72            0              0            0    0.000000      0 0.023116
## 73            0              0            0    0.000000      0 0.000000
## 74            0              0            0    0.000000      0 0.023116
## 75            0              0            0    0.000000      0 0.023116
## 76            0              0            0    0.000000      0 0.000000
## 77            0              0            0    0.000000      0 0.000000
## 78            0              0            0    0.000000      0 0.000000
## 79            0              0            0    0.000000      0 0.000000
## 80            0              0            0    0.000000      0 0.023108
## 81            0              0            0    0.057204      0 0.080312
## 82            0              0            0    0.000000      0 0.000000
## 83            0              0            0    0.000000      0 0.000000
## 84            0              0            0    0.000000      0 0.000000
## 85            0              0            0    0.000000      0 0.023108
## 86            0              0            0    0.000000      0 0.023108
## 87            0              0            0    0.000000      0 0.000000
## 88            0              0            0    0.000000      0 0.000000
## 89            0              0            0    0.000000      0 0.000000
## 90            0              0            0    0.000000      0 0.000000
## 91            0              0            0    0.000000      0 0.023101
## 92            0              0            0    0.000000      0 0.000000
## 93            0              0            0    0.000000      0 0.023101
## 94            0              0            0    0.000000      0 0.023101
## 95            0              0            0    0.057172      0 0.057172
## 96            0              0            0    0.000000      0 0.000000
## 97            0              0            0    0.000000      0 0.000000
## 98            0              0            0    0.000000      0 0.023095
## 99            0              0            0    0.000000      0 0.023095
## 100           0              0            0    0.000000      0 0.000000
## 101           0              0            0    0.000000      0 0.000000
## 102           0              0            0    0.000000      0 0.000000
## 103           0              0            0    0.000000      0 0.023090
## 104           0              0            0    0.000000      0 0.000000
## 105           0              0            0    0.000000      0 0.000000
## 106           0              0            0    0.000000      0 0.000000
## 107           0              0            0    0.000000      0 0.000000
## 108           0              0            0    0.000000      0 0.000000
## 109           0              0            0    0.000000      0 0.023090
## 110           0              0            0    0.000000      0 0.000000
## 111           0              0            0    0.000000      0 0.023086
## 112           0              0            0    0.000000      0 0.023086
## 113           0              0            0    0.000000      0 0.000000
## 114           0              0            0    0.000000      0 0.023086
## 115           0              0            0    0.000000      0 0.000000
## 116           0              0            0    0.000000      0 0.000000
## 117           0              0            0    0.000000      0 0.000000
## 118           0              0            0    0.000000      0 0.000000
## 119           0              0            0    0.000000      0 0.000000
## 120           0              0            0    0.000000      0 0.023082
## 121           0              0            0    0.000000      0 0.000000
## 122           0              0            0    0.000000      0 0.000000
## 123           0              0            0    0.000000      0 0.000000
## 124           0              0            0    0.000000      0 0.000000
## 125           0              0            0    0.000000      0 0.000000
## 126           0              0            0    0.000000      0 0.000000
## 127           0              0            0    0.000000      0 0.023079
## 128           0              0            0    0.000000      0 0.023079
## 129           0              0            0    0.000000      0 0.023079
## 130           0              0            0    0.000000      0 0.000000
## 131           0              0            0    0.000000      0 0.023079
## 132           0              0            0    0.000000      0 0.000000
## 133           0              0            0    0.000000      0 0.000000
## 134           0              0            0    0.000000      0 0.000000
## 135           0              0            0    0.000000      0 0.000000
## 136           0              0            0    0.000000      0 0.000000
## 137           0              0            0    0.000000      0 0.000000
## 138           0              0            0    0.000000      0 0.000000
## 139           0              0            0    0.000000      0 0.000000
## 140           0              0            0    0.000000      0 0.000000
## 141           0              0            0    0.000000      0 0.023077
## 142           0              0            0    0.000000      0 0.023077
## 143           0              0            0    0.000000      0 0.023075
## 144           0              0            0    0.000000      0 0.023075
## 145           0              0            0    0.000000      0 0.023075
## 146           0              0            0    0.000000      0 0.000000
## 147           0              0            0    0.000000      0 0.000000
## 148           0              0            0    0.000000      0 0.000000
## 149           0              0            0    0.000000      0 0.000000
## 150           0              0            0    0.000000      0 0.023075
##     evap_surface soil_evap     snow snow_melt trans_sat trans_unsat      Qin
## 1       0.000000  0.000000 0.000000  0.000000         0    0.000000 7.096102
## 2       0.000000  0.000000 0.000000  0.000000         0    0.000000 7.063798
## 3       0.743804  3.037903 0.000000  0.000000         0    0.000000 7.031435
## 4       0.000000  0.000000 0.000000  0.000000         0    0.000000 6.998846
## 5       0.743804  4.904407 0.000000  0.000000         0    0.000000 6.966015
## 6       0.000000  0.000000 0.000000  0.000000         0    0.000000 6.933805
## 7       0.000000  0.000000 0.000000  0.000000         0    0.000000 6.902792
## 8       0.743804  6.729562 0.000000  0.000000         0    0.000000 6.871359
## 9       0.000000  5.751386 0.000000  0.000000         0    0.000000 6.840504
## 10      0.000000  5.015202 0.000000  0.000000         0    0.000000 6.810205
## 11      0.000000  4.439443 0.000000  0.000000         0    0.000000 6.780382
## 12      0.000000  3.976209 0.000000  0.000000         0    0.000000 6.750650
## 13      0.000000  3.595257 0.000000  0.000000         0    0.000000 6.721106
## 14      0.000000  3.276433 0.000000  0.000000         0    0.000000 6.691377
## 15      0.000000  3.009108 0.704613  0.000000         0    0.000000 6.661698
## 16      0.000000  2.781542 0.704613  0.000000         0    0.000000 6.632969
## 17      0.000000  2.582769 0.704613  0.000000         0    0.000000 6.603410
## 18      0.000000  2.407811 0.704613  0.000000         0    0.000000 6.574774
## 19      0.000000  2.252763 0.704613  0.000000         0    0.000000 6.545584
## 20      0.000000  2.114515 0.704613  0.000000         0    0.000000 6.517106
## 21      0.000000  1.990565 0.704613  0.000000         0    0.000000 6.488161
## 22      0.000000  1.878877 0.704613  0.000000         0    0.000000 6.459637
## 23      0.000000  1.777779 1.339613  0.000000         0    0.000000 6.430911
## 24      0.000000  1.708973 1.339613  0.000000         0    0.000000 6.402501
## 25      0.000000  0.000000 0.000000  1.339613         0    0.000000 6.374345
## 26      0.000000  0.000000 0.000000  0.000000         0    0.000000 6.346600
## 27      0.000000  0.000000 0.000000  0.000000         0    0.000000 6.319455
## 28      0.000000 11.699775 1.448441  0.000000         0    0.000000 6.295128
## 29      0.000000  8.968010 1.448441  0.000000         0    0.000000 6.271607
## 30      0.000000  7.309895 1.448441  0.000000         0    0.000000 6.249464
## 31      0.000000  6.173055 1.945066  0.000000         0    0.000000 6.227172
## 32      0.000000  5.376594 2.199066  0.000000         0    0.000000 6.206363
## 33      0.000000  4.725543 2.199066  0.000000         0    0.000000 6.185696
## 34      0.000000  4.208942 2.199066  0.000000         0    0.000000 6.164343
## 35      0.000000  3.788637 2.199066  0.000000         0    0.000000 6.144574
## 36      0.000000  0.000000 0.000000  2.199066         0    0.000000 6.124549
## 37      0.000000  0.000000 0.000000  0.000000         0    0.000000 6.104171
## 38      0.000000  0.000000 0.000000  0.000000         0    0.000000 6.084124
## 39      0.743804  5.515159 0.000000  0.000000         0    0.000000 6.065162
## 40      0.000000  4.833946 0.000000  0.000000         0    0.000000 6.046530
## 41      0.000000  4.296309 0.000000  0.000000         0    0.000000 6.027534
## 42      0.000000  0.000000 0.000000  0.000000         0    0.000000 6.009080
## 43      0.000000  0.000000 0.000000  0.000000         0    0.000000 5.990437
## 44      0.743804  7.370178 0.000000  0.000000         0    0.000000 5.972886
## 45      0.000000  6.216444 0.000000  0.000000         0    0.000000 5.955915
## 46      0.000000  5.370939 0.000000  0.000000         0    0.000000 5.939356
## 47      0.000000  0.000000 0.000000  0.000000         0    0.000000 5.922616
## 48      0.254668  0.251072 0.000000  0.000000         0    0.000002 5.906794
## 49      0.309826  0.303882 0.000000  0.000000         0    0.000185 5.890539
## 50      0.000000  0.000000 0.000000 13.404020         0    0.000956 5.874439
## 51      0.309326  0.298975 0.000000  0.000000         0    0.003283 5.859142
## 52      0.000000  0.000000 0.000000  0.000000         0    0.000000 5.844463
## 53      0.000000  0.000000 0.000000  0.000000         0    0.000000 5.830340
## 54      0.305505  0.292377 0.000000  0.000000         0    0.006356 5.818001
## 55      0.438298  0.321945 0.000000  0.000000         0    0.021854 5.806436
## 56      0.000000  0.000000 0.000000  0.000000         0    0.000000 5.796703
## 57      0.000000  0.000000 0.000000  0.000000         0    0.000000 5.813921
## 58      0.000000  0.000000 0.000000  0.000000         0    0.000000 5.858695
## 59      0.000000  0.000000 0.000000  0.000000         0    0.000000 5.904937
## 60      0.367978  0.264623 0.000000  0.000000         0    0.023571 5.951453
## 61      0.000000  0.000000 0.000000  0.000000         0    0.000000 5.995864
## 62      0.479155  0.330283 0.000000  0.000000         0    0.029729 6.040343
## 63      0.000000  0.000000 0.000000  0.000000         0    0.000000 6.083816
## 64      0.000000  0.000000 0.000000  0.000000         0    0.000000 6.126115
## 65      0.000000  0.000000 0.000000  0.000000         0    0.000000 6.167398
## 66      0.000000  0.000000 0.000000  0.000000         0    0.000000 6.208133
## 67      0.000000  0.000000 0.000000  0.000000         0    0.000000 6.248434
## 68      0.407811  0.270886 0.000000  0.000000         0    0.028992 6.288124
## 69      0.335992  0.290775 0.000000  0.000000         0    0.031154 6.330869
## 70      0.115438  0.011735 0.000000  0.000000         0    0.000000 6.372392
## 71      0.000000  0.000000 0.000000  0.000000         0    0.000000 6.413333
## 72      0.000000  0.000000 0.000000  0.000000         0    0.000000 6.454613
## 73      0.581456  0.304928 0.000000  0.000000         0    0.035882 6.495105
## 74      0.000000  0.000000 0.000000  0.000000         0    0.000000 6.536760
## 75      0.000000  0.000000 0.000000  0.000000         0    0.000000 6.581031
## 76      0.621589  0.322329 0.000000  0.000000         0    0.030730 6.630536
## 77      0.122214  0.441963 0.000000  0.000000         0    0.050701 6.681379
## 78      0.000000  0.487131 0.000000  0.000000         0    0.061590 6.735220
## 79      0.000000  0.387374 0.000000  0.000000         0    0.054584 6.790494
## 80      0.000000  0.000000 0.000000  0.000000         0    0.000000 6.842827
## 81      0.000000  0.000000 0.000000  1.041979         0    0.002671 6.897986
## 82      0.283814  0.160505 0.000000  0.000000         0    0.000006 6.952999
## 83      0.459989  0.434498 0.000000  0.000000         0    0.018775 7.006371
## 84      0.000000  0.266919 0.000000  0.000000         0    0.028708 7.060062
## 85      0.000000  0.000000 0.000000  0.000000         0    0.000000 7.111510
## 86      0.000000  0.000000 0.000000  4.505382         0    0.004629 7.160020
## 87      0.743804  0.352953 0.000000  0.000000         0    0.010790 7.210155
## 88      0.000000  0.259604 0.000000  0.000000         0    0.000011 7.258215
## 89      0.000000  0.541866 0.000000  0.000000         0    0.060789 7.303575
## 90      0.000000  0.478948 0.000000  0.000000         0    0.072404 7.347441
## 91      0.000000  0.000000 0.000000  0.000000         0    0.000000 7.389597
## 92      0.743804  0.538051 0.000000  0.000000         0    0.085415 7.429788
## 93      0.000000  0.000000 0.000000  0.000000         0    0.000000 7.468016
## 94      0.000000  0.000000 0.000000  0.000000         0    0.000000 7.504972
## 95      0.000000  0.000000 0.000000  0.450828         0    0.000006 7.540340
## 96      0.743804  0.356453 0.000000  0.000000         0    0.012846 7.575737
## 97      0.000000  0.429510 0.000000  0.000000         0    0.042838 7.608169
## 98      0.000000  0.000000 0.000000  0.000000         0    0.000000 7.641228
## 99      0.000000  0.000000 0.000000  0.000000         0    0.000000 7.671136
## 100     0.725928  0.302694 0.000000  0.000000         0    0.020626 7.700263
## 101     0.017875  0.340922 0.000000  0.000000         0    0.035378 7.728979
## 102     0.000000  0.471700 0.000000  0.000000         0    0.077991 7.755878
## 103     0.000000  0.000000 0.000000  0.000000         0    0.000000 7.781443
## 104     0.743804  0.486061 0.000000  0.000000         0    0.082440 7.806303
## 105     0.000000  0.529127 0.000000  0.000000         0    0.087052 7.830841
## 106     0.000000  0.581252 0.000000  0.000000         0    0.122978 7.853943
## 107     0.000000  0.560885 0.000000  0.000000         0    0.123543 7.874729
## 108     0.000000  0.449285 0.000000  0.000000         0    0.102020 7.894704
## 109     0.000000  0.000000 0.000000  0.000000         0    0.000000 7.912308
## 110     0.743804  0.610007 0.000000  0.000000         0    0.098044 7.928050
## 111     0.000000  0.000000 0.000000  0.000000         0    0.000000 7.941819
## 112     0.000000  0.000000 0.000000  0.000000         0    0.000000 7.953988
## 113     0.743804  0.443675 0.000000  0.000000         0    0.055930 7.965333
## 114     0.000000  0.000000 0.000000  0.000000         0    0.000000 7.976266
## 115     0.743804  0.460848 0.000000  0.000000         0    0.081197 7.985152
## 116     0.000000  0.531057 0.000000  0.000000         0    0.092592 7.993619
## 117     0.000000  0.590902 0.000000  0.000000         0    0.127001 8.000145
## 118     0.000000  0.501626 0.000000  0.000000         0    0.111331 8.005247
## 119     0.000000  0.362458 0.000000  0.000000         0    0.083041 8.008067
## 120     0.000000  0.000000 0.000000  0.000000         0    0.000000 8.009912
## 121     0.484734  0.180874 0.000000  0.000000         0    0.000010 8.014593
## 122     0.259069  0.722933 0.000000  0.000000         0    0.119658 8.021048
## 123     0.000000  0.732829 0.000000  0.000000         0    0.148378 8.028003
## 124     0.000000  0.533830 0.000000  0.000000         0    0.093339 8.034638
## 125     0.000000  0.680083 0.000000  0.000000         0    0.126388 8.041141
## 126     0.000000  0.474151 0.000000  0.000000         0    0.096865 8.045907
## 127     0.000000  0.000000 0.000000  0.000000         0    0.000000 8.049678
## 128     0.000000  0.000000 0.000000  0.000000         0    0.000000 8.055529
## 129     0.000000  0.000000 0.000000  0.000000         0    0.000000 8.086745
## 130     0.743804  0.346810 0.000000  0.000000         0    0.071737 8.134137
## 131     0.000000  0.000000 0.000000  0.000000         0    0.000000 8.189569
## 132     0.743804  0.541425 0.000000  0.000000         0    0.111474 8.251177
## 133     0.000000  0.562598 0.000000  0.000000         0    0.123583 8.315219
## 134     0.000000  0.541538 0.000000  0.000000         0    0.101273 8.378830
## 135     0.000000  0.674764 0.000000  0.000000         0    0.143665 8.439532
## 136     0.000000  0.702846 0.000000  0.000000         0    0.145132 8.496853
## 137     0.000000  0.611422 0.000000  0.000000         0    0.127961 8.549827
## 138     0.000000  0.649022 0.000000  0.000000         0    0.130637 8.597768
## 139     0.000000  0.689753 0.000000  0.000000         0    0.129470 8.641120
## 140     0.000000  0.374851 0.000000  0.000000         0    0.088575 8.679366
## 141     0.000000  0.000000 0.000000  0.000000         0    0.000000 8.711684
## 142     0.000000  0.000000 0.000000  0.000000         0    0.000000 8.741588
## 143     0.000000  0.000000 0.000000  0.000000         0    0.000000 8.766419
## 144     0.000000  0.000000 0.000000  0.000000         0    0.000000 8.788766
## 145     0.000000  0.000000 0.000000  0.000000         0    0.000000 8.808645
## 146     0.743804  0.587126 0.000000  0.000000         0    0.113392 8.824803
## 147     0.000000  0.610203 0.000000  0.000000         0    0.104240 8.837138
## 148     0.000000  0.627054 0.000000  0.000000         0    0.100974 8.846297
## 149     0.000000  0.612509 0.000000  0.000000         0    0.093791 8.852424
## 150     0.000000  0.000000 0.000000  0.000000         0    0.000000 8.854225
##          Qout       psn root_zone.S root.depth litter.rain_stor litter.S area
## 1   10.865096 -0.106283    0.336227       1000         0.743804 1.000000  100
## 2   10.801501 -0.115047    0.337445       1000         0.743804 1.000000  100
## 3   10.737685 -0.119695    0.330713       1000         0.000000 0.000000  100
## 4   10.674214 -0.119147    0.381556       1000         0.743804 1.000000  100
## 5   10.611376 -0.116211    0.370101       1000         0.000000 0.000000  100
## 6   10.548071 -0.117467    0.378103       1000         0.743804 1.000000  100
## 7   10.484567 -0.119636    0.413917       1000         0.743804 1.000000  100
## 8   10.421887 -0.112179    0.397674       1000         0.000000 0.000000  100
## 9   10.359013 -0.103826    0.384038       1000         0.000000 0.000000  100
## 10  10.298503 -0.104880    0.372298       1000         0.000000 0.000000  100
## 11  10.238833 -0.104336    0.362002       1000         0.000000 0.000000  100
## 12  10.179712 -0.101066    0.352846       1000         0.000000 0.000000  100
## 13  10.123405 -0.101040    0.344614       1000         0.000000 0.000000  100
## 14  10.064533 -0.099457    0.337241       1000         0.000000 0.000000  100
## 15  10.005934 -0.093185    0.330573       1000         0.000000 0.000000  100
## 16   9.949197 -0.086534    0.324409       1000         0.000000 0.000000  100
## 17   9.892828 -0.084533    0.318686       1000         0.000000 0.000000  100
## 18   9.837559 -0.085837    0.313351       1000         0.000000 0.000000  100
## 19   9.782659 -0.080166    0.308360       1000         0.000000 0.000000  100
## 20   9.727415 -0.079115    0.303675       1000         0.000000 0.000000  100
## 21   9.673283 -0.077534    0.299265       1000         0.000000 0.000000  100
## 22   9.620254 -0.079671    0.295103       1000         0.000000 0.000000  100
## 23   9.566613 -0.086825    0.292179       1000         0.000000 0.000000  100
## 24   9.514039 -0.094070    0.288394       1000         0.000000 0.000000  100
## 25   9.461599 -0.096886    0.293407       1000         0.743804 1.000000  100
## 26   9.406985 -0.103655    0.427038       1000         0.743804 1.000000  100
## 27   9.350419 -0.096511    0.478237       1000         0.743804 1.000000  100
## 28   9.293356 -0.088362    0.446845       1000         0.000000 0.000000  100
## 29   9.238244 -0.085348    0.424130       1000         0.000000 0.000000  100
## 30   9.185966 -0.086223    0.406233       1000         0.000000 0.000000  100
## 31   9.134522 -0.090395    0.392177       1000         0.000000 0.000000  100
## 32   9.085249 -0.082032    0.379487       1000         0.000000 0.000000  100
## 33   9.036045 -0.083605    0.368459       1000         0.000000 0.000000  100
## 34   8.988153 -0.089943    0.358719       1000         0.000000 0.000000  100
## 35   8.941493 -0.092490    0.350009       1000         0.000000 0.000000  100
## 36   8.895760 -0.101340    0.352056       1000         0.743804 1.000000  100
## 37   8.848730 -0.104141    0.395260       1000         0.743804 1.000000  100
## 38   8.804453 -0.099237    0.395088       1000         0.743804 1.000000  100
## 39   8.759466 -0.096419    0.382030       1000         0.000000 0.000000  100
## 40   8.715626 -0.097867    0.370722       1000         0.000000 0.000000  100
## 41   8.673588 -0.100553    0.360763       1000         0.000000 0.000000  100
## 42   8.629740 -0.103177    0.382986       1000         0.743804 1.000000  100
## 43   8.588710 -0.107421    0.425765       1000         0.743804 1.000000  100
## 44   8.543918 -0.100561    0.407666       1000         0.000000 0.000000  100
## 45   8.503028 -0.094349    0.392744       1000         0.000000 0.000000  100
## 46   8.461507 -0.098026    0.380054       1000         0.000000 0.000000  100
## 47   8.421083 -0.084261    0.383461       1000         0.743804 1.000000  100
## 48   8.382571 -0.093241    0.382202       1000         0.489136 0.657614  100
## 49   8.342594 -0.088981    0.380852       1000         0.179310 0.241071  100
## 50   8.304714 -0.085316    0.436954       1000         0.743804 1.000000  100
## 51   8.266234 -0.083248    0.433522       1000         0.434478 0.584129  100
## 52   8.226477 -0.080947    0.433585       1000         0.743804 1.000000  100
## 53   8.187152 -0.079064    0.503387       1000         0.743804 1.000000  100
## 54   8.147134 -0.083472    0.491115       1000         0.438298 0.589266  100
## 55   8.111308 -0.037731    0.481261       1000         0.000000 0.000000  100
## 56   8.070134 -0.019152    0.560414       1000         0.743804 1.000000  100
## 57   8.035398 -0.069659    0.448523       1000         0.743804 1.000000  100
## 58   8.035671 -0.013064    0.462916       1000         0.743804 1.000000  100
## 59   8.053584 -0.040121    0.462786       1000         0.743804 1.000000  100
## 60   8.078172 -0.010600    0.457149       1000         0.375825 0.505275  100
## 61   8.105460  0.026038    0.464720       1000         0.743804 1.000000  100
## 62   8.134232 -0.011906    0.458717       1000         0.264649 0.355804  100
## 63   8.164404 -0.027313    0.473444       1000         0.743804 1.000000  100
## 64   8.196373 -0.028393    0.471195       1000         0.743804 1.000000  100
## 65   8.229302 -0.012960    0.467755       1000         0.743804 1.000000  100
## 66   8.263758 -0.045409    0.466273       1000         0.743804 1.000000  100
## 67   8.294270 -0.071374    0.515008       1000         0.743804 1.000000  100
## 68   8.326476  0.014470    0.499863       1000         0.335992 0.451722  100
## 69   8.364828  0.011489    0.488318       1000         0.000000 0.000000  100
## 70   8.405283  0.009486    0.479800       1000         0.000000 0.000000  100
## 71   8.448082  0.062174    0.486504       1000         0.743804 1.000000  100
## 72   8.492168  0.009623    0.483990       1000         0.743804 1.000000  100
## 73   8.538308 -0.004419    0.475376       1000         0.162348 0.218267  100
## 74   8.582852 -0.011701    0.512622       1000         0.743804 1.000000  100
## 75   8.624654  0.012654    0.539793       1000         0.743804 1.000000  100
## 76   8.675017 -0.036849    0.516552       1000         0.122214 0.164310  100
## 77   8.734818 -0.000054    0.500622       1000         0.000000 0.000000  100
## 78   8.800429  0.028120    0.488469       1000         0.000000 0.000000  100
## 79   8.869623  0.053359    0.478893       1000         0.000000 0.000000  100
## 80   8.940666 -0.037733    0.498208       1000         0.743804 1.000000  100
## 81   9.012904 -0.073818    0.489324       1000         0.743804 1.000000  100
## 82   9.089148 -0.107250    0.480162       1000         0.459989 0.618428  100
## 83   9.164610 -0.050086    0.471921       1000         0.000000 0.000000  100
## 84   9.239746 -0.006139    0.465168       1000         0.000000 0.000000  100
## 85   9.314961 -0.019103    0.463278       1000         0.743804 1.000000  100
## 86   9.387725 -0.059913    0.475484       1000         0.743804 1.000000  100
## 87   9.458142 -0.052551    0.468108       1000         0.000000 0.000000  100
## 88   9.527715 -0.098373    0.461913       1000         0.000000 0.000000  100
## 89   9.596923  0.016320    0.455714       1000         0.000000 0.000000  100
## 90   9.662531  0.107197    0.450254       1000         0.000000 0.000000  100
## 91   9.726133  0.127305    0.458382       1000         0.743804 1.000000  100
## 92   9.787873  0.128287    0.452508       1000         0.000000 0.000000  100
## 93   9.844101  0.054105    0.472852       1000         0.743804 1.000000  100
## 94   9.899844  0.050443    0.479597       1000         0.743804 1.000000  100
## 95   9.956368 -0.106148    0.473029       1000         0.743804 1.000000  100
## 96  10.010669 -0.052294    0.465978       1000         0.000000 0.000000  100
## 97  10.062474 -0.015317    0.459595       1000         0.000000 0.000000  100
## 98  10.114549 -0.027416    0.475306       1000         0.743804 1.000000  100
## 99  10.162970  0.018092    0.478353       1000         0.743804 1.000000  100
## 100 10.211254 -0.038827    0.470648       1000         0.017875 0.024032  100
## 101 10.260277 -0.011395    0.463894       1000         0.000000 0.000000  100
## 102 10.307500  0.132598    0.457588       1000         0.000000 0.000000  100
## 103 10.350173  0.202200    0.488942       1000         0.743804 1.000000  100
## 104 10.391565  0.098039    0.479029       1000         0.000000 0.000000  100
## 105 10.433480  0.089673    0.470625       1000         0.000000 0.000000  100
## 106 10.476105  0.207176    0.463194       1000         0.000000 0.000000  100
## 107 10.517814  0.213060    0.456685       1000         0.000000 0.000000  100
## 108 10.557727  0.210564    0.451131       1000         0.000000 0.000000  100
## 109 10.594834  0.084175    0.454961       1000         0.743804 1.000000  100
## 110 10.631601  0.056644    0.449241       1000         0.000000 0.000000  100
## 111 10.663834  0.087302    0.454788       1000         0.743804 1.000000  100
## 112 10.694211  0.020671    0.479624       1000         0.743804 1.000000  100
## 113 10.723711 -0.023830    0.471370       1000         0.000000 0.000000  100
## 114 10.751048 -0.031253    0.468310       1000         0.743804 1.000000  100
## 115 10.779625  0.075979    0.461503       1000         0.000000 0.000000  100
## 116 10.806196  0.077400    0.455305       1000         0.000000 0.000000  100
## 117 10.831656  0.194409    0.449532       1000         0.000000 0.000000  100
## 118 10.855031  0.192979    0.444497       1000         0.000000 0.000000  100
## 119 10.876159  0.188753    0.440224       1000         0.000000 0.000000  100
## 120 10.890785  0.066745    0.527046       1000         0.743804 1.000000  100
## 121 10.906693 -0.156980    0.508570       1000         0.259069 0.348303  100
## 122 10.929003  0.059055    0.494032       1000         0.000000 0.000000  100
## 123 10.953762  0.170564    0.482557       1000         0.000000 0.000000  100
## 124 10.980982  0.050881    0.473591       1000         0.000000 0.000000  100
## 125 11.008274  0.102456    0.465563       1000         0.000000 0.000000  100
## 126 11.035160  0.120852    0.459022       1000         0.000000 0.000000  100
## 127 11.060422 -0.026998    0.461266       1000         0.743804 1.000000  100
## 128 11.069368 -0.036697    0.558255       1000         0.743804 1.000000  100
## 129 11.088371  0.010827    0.550757       1000         0.743804 1.000000  100
## 130 11.176986  0.061723    0.522959       1000         0.000000 0.000000  100
## 131 11.285930 -0.024843    0.526177       1000         0.743804 1.000000  100
## 132 11.410778  0.041942    0.507114       1000         0.000000 0.000000  100
## 133 11.542067  0.010829    0.493228       1000         0.000000 0.000000  100
## 134 11.672210 -0.183915    0.482381       1000         0.000000 0.000000  100
## 135 11.801550 -0.413117    0.473054       1000         0.000000 0.000000  100
## 136 11.922905  0.212012    0.465011       1000         0.000000 0.000000  100
## 137 12.038001  0.205451    0.458183       1000         0.000000 0.000000  100
## 138 12.145231  0.193960    0.452000       1000         0.000000 0.000000  100
## 139 12.244013  0.174033    0.446315       1000         0.000000 0.000000  100
## 140 12.332044  0.213546    0.441862       1000         0.000000 0.000000  100
## 141 12.412633  0.202459    0.441459       1000         0.743804 1.000000  100
## 142 12.484508  0.209085    0.466031       1000         0.743804 1.000000  100
## 143 12.548005  0.204109    0.467786       1000         0.743804 1.000000  100
## 144 12.606962  0.208350    0.462514       1000         0.743804 1.000000  100
## 145 12.660206  0.184177    0.458240       1000         0.743804 1.000000  100
## 146 12.707488  0.161927    0.452218       1000         0.000000 0.000000  100
## 147 12.749596  0.126156    0.446736       1000         0.000000 0.000000  100
## 148 12.784562  0.107828    0.441686       1000         0.000000 0.000000  100
## 149 12.814406  0.089845    0.437065       1000         0.000000 0.000000  100
## 150 12.837345  0.189600    0.449838       1000         0.743804 1.000000  100
##          pet      lai baseflow streamflow     pcp recharge Kdowndirpch
## 1   0.000000 0.089072        0          0   0.254 0.000183    0.000000
## 2   0.000000 0.089086        0          0   0.762 0.000549    0.000000
## 3   0.000000 0.089086        0          0   0.000 0.000000    0.000000
## 4   0.000000 0.089086        0          0  32.766 0.023087    0.000000
## 5   0.000000 0.089086        0          0   0.000 0.000000    0.000000
## 6   0.000000 0.089086        0          0   6.096 0.003859    0.000000
## 7   0.000000 0.089086        0          0  23.114 0.016664    0.000000
## 8   0.000000 0.089086        0          0   0.000 0.000000    0.000000
## 9   0.000000 0.089086        0          0   0.000 0.000000    0.000000
## 10  0.000000 0.089086        0          0   0.000 0.000000    0.000000
## 11  0.000000 0.089086        0          0   0.000 0.000000    0.000000
## 12  0.000000 0.089086        0          0   0.000 0.000000    0.000000
## 13  0.000000 0.089086        0          0   0.000 0.000000    0.000000
## 14  0.000000 0.089086        0          0   0.000 0.000000    0.000000
## 15  0.000000 0.089086        0          0   0.762 0.000000    0.000000
## 16  0.000000 0.089072        0          0   0.000 0.000000    0.000000
## 17  0.000000 0.089072        0          0   0.000 0.000000    0.000000
## 18  0.000000 0.089072        0          0   0.000 0.000000    0.000000
## 19  0.000000 0.089072        0          0   0.000 0.000000    0.000000
## 20  0.000000 0.089072        0          0   0.000 0.000000    0.000000
## 21  0.000000 0.089072        0          0   0.000 0.000000    0.000000
## 22  0.000000 0.089072        0          0   0.000 0.000000    0.000000
## 23  0.000000 0.089047        0          0   1.270 0.000458    0.000000
## 24  0.000000 0.089047        0          0   0.000 0.000000    0.000000
## 25  0.000000 0.089047        0          0   2.540 0.002261    0.000000
## 26  0.000000 0.089047        0          0  84.328 0.060797    0.000000
## 27  0.000000 0.089047        0          0  35.306 0.025454    0.000000
## 28  0.000000 0.089047        0          0   0.762 0.000000    0.000000
## 29  0.000000 0.089047        0          0   0.000 0.000000    0.000000
## 30  0.000000 0.089047        0          0   0.000 0.000000    0.000000
## 31  0.000000 0.089023        0          0   1.016 0.000333    0.000000
## 32  0.000000 0.089023        0          0   0.254 0.000000    0.000000
## 33  0.000000 0.089023        0          0   0.000 0.000000    0.000000
## 34  0.000000 0.089023        0          0   0.000 0.000000    0.000000
## 35  0.000000 0.089023        0          0   0.000 0.000000    0.000000
## 36  0.000000 0.089023        0          0   0.000 0.001049    0.000000
## 37  0.000000 0.089023        0          0  27.432 0.019777    0.000000
## 38  0.000000 0.089023        0          0   0.508 0.000366    0.000000
## 39  0.000000 0.088980        0          0   0.000 0.000000    0.000000
## 40  0.000000 0.088980        0          0   0.000 0.000000    0.000000
## 41  0.000000 0.088980        0          0   0.000 0.000000    0.000000
## 42  0.000000 0.088980        0          0  14.986 0.010268    0.000000
## 43  0.000000 0.088980        0          0  27.686 0.019961    0.000000
## 44  0.000000 0.088980        0          0   0.000 0.000000    0.000000
## 45  0.000000 0.088980        0          0   0.000 0.000000    0.000000
## 46  0.000000 0.088980        0          0   0.000 0.000000    0.000000
## 47  0.000000 0.088942        0          0   3.302 0.001844   29.633830
## 48  0.006699 0.088942        0          0   0.000 0.000000    0.000000
## 49  0.008428 0.088942        0          0   0.000 0.000000    0.000000
## 50  0.005445 0.088942        0          0  36.830 0.026129    0.000000
## 51  0.008950 0.088942        0          0   0.000 0.000000    0.000000
## 52  0.000000 0.088942        0          0   2.032 0.001225   43.665189
## 53  0.000000 0.088942        0          0  49.276 0.035510   26.589404
## 54  0.009490 0.088942        0          0   0.000 0.000000    0.000000
## 55  0.030470 0.088908        0          0   0.000 0.000000    0.000000
## 56  0.000000 0.088908        0          0  83.058 0.059329   52.764722
## 57  0.000000 0.088908        0          0 107.950 0.077811    0.762706
## 58  0.000000 0.088908        0          0  11.938 0.008601   13.150817
## 59  0.000000 0.088908        0          0   3.302 0.002364   31.158640
## 60  0.029139 0.088908        0          0   0.000 0.000000    0.000000
## 61  0.000000 0.088908        0          0   8.382 0.005761   95.179266
## 62  0.036341 0.088908        0          0   0.000 0.000000    0.000000
## 63  0.000000 0.088864        0          0  13.462 0.009343  102.516071
## 64  0.000000 0.088864        0          0   2.794 0.001998  490.850446
## 65  0.000000 0.088864        0          0   1.778 0.001265  139.071569
## 66  0.000000 0.088864        0          0   2.794 0.001998    5.557159
## 67  0.000000 0.088864        0          0  38.608 0.027820    2.164490
## 68  0.036391 0.088864        0          0   0.000 0.000000    0.000000
## 69  0.037804 0.088864        0          0   0.000 0.000000    0.000000
## 70  0.000000 0.088864        0          0   0.254 0.000083    0.000000
## 71  0.000000 0.088826        0          0  10.414 0.006955  252.027233
## 72  0.000000 0.088826        0          0   4.064 0.002913  321.073051
## 73  0.047148 0.088826        0          0   0.000 0.000000    0.000000
## 74  0.000000 0.088826        0          0  32.004 0.022638  105.972140
## 75  0.000000 0.088826        0          0  34.036 0.024522  210.574186
## 76  0.045438 0.088826        0          0   0.000 0.000000    0.000000
## 77  0.067484 0.088826        0          0   0.000 0.000000    0.000000
## 78  0.078301 0.088826        0          0   0.000 0.000000    0.000000
## 79  0.066086 0.088793        0          0   0.000 0.000000    0.000000
## 80  0.000000 0.088793        0          0  19.304 0.013365   88.589281
## 81  0.030969 0.088793        0          0   1.270 0.000858    0.000000
## 82  0.017358 0.088793        0          0   0.000 0.000000    0.000000
## 83  0.056176 0.088793        0          0   0.000 0.000000    0.000000
## 84  0.039627 0.088793        0          0   0.000 0.000000    0.000000
## 85  0.000000 0.088793        0          0   3.048 0.001645  122.737404
## 86  0.028150 0.088793        0          0  11.684 0.008407    0.000000
## 87  0.044921 0.088765        0          0   0.000 0.000000    0.000000
## 88  0.029729 0.088765        0          0   0.000 0.000000    0.000000
## 89  0.082121 0.088765        0          0   0.000 0.000000    0.000000
## 90  0.086429 0.088765        0          0   0.000 0.000000    0.000000
## 91  0.000000 0.088765        0          0   8.636 0.005673 1718.515770
## 92  0.103117 0.088765        0          0   0.000 0.000000    0.000000
## 93  0.000000 0.088765        0          0  17.018 0.011716  239.308922
## 94  0.000000 0.088765        0          0   8.890 0.006393 2975.410260
## 95  0.016797 0.088741        0          0   0.508 0.000325    0.000000
## 96  0.045942 0.088741        0          0   0.000 0.000000    0.000000
## 97  0.061812 0.088741        0          0   0.000 0.000000    0.000000
## 98  0.000000 0.088741        0          0  14.478 0.009885  284.668168
## 99  0.000000 0.088741        0          0   6.604 0.004745 1539.334560
## 100 0.040902 0.088741        0          0   0.000 0.000000    0.000000
## 101 0.049841 0.088741        0          0   0.000 0.000000    0.000000
## 102 0.093036 0.088741        0          0   0.000 0.000000    0.000000
## 103 0.000000 0.088720        0          0  25.146 0.017576  448.481500
## 104 0.103527 0.088720        0          0   0.000 0.000000    0.000000
## 105 0.111038 0.088720        0          0   0.000 0.000000    0.000000
## 106 0.149125 0.088720        0          0   0.000 0.000000    0.000000
## 107 0.161595 0.088720        0          0   0.000 0.000000    0.000000
## 108 0.126865 0.088720        0          0   0.000 0.000000    0.000000
## 109 0.000000 0.088720        0          0   5.842 0.003659 4780.675333
## 110 0.126854 0.088720        0          0   0.000 0.000000    0.000000
## 111 0.000000 0.088702        0          0   6.858 0.004391 1474.405081
## 112 0.000000 0.088702        0          0  19.558 0.014084 2631.465271
## 113 0.082498 0.088702        0          0   0.000 0.000000    0.000000
## 114 0.000000 0.088702        0          0   2.794 0.001461  689.965000
## 115 0.100182 0.088702        0          0   0.000 0.000000    0.000000
## 116 0.115136 0.088702        0          0   0.000 0.000000    0.000000
## 117 0.155183 0.088702        0          0   0.000 0.000000    0.000000
## 118 0.134340 0.088702        0          0   0.000 0.000000    0.000000
## 119 0.097376 0.088687        0          0   0.000 0.000000    0.000000
## 120 0.000000 0.088687        0          0  64.770 0.046144 3790.946573
## 121 0.028141 0.088687        0          0   0.000 0.000000    0.000000
## 122 0.153895 0.088687        0          0   0.000 0.000000    0.000000
## 123 0.224242 0.088687        0          0   0.000 0.000000    0.000000
## 124 0.115959 0.088687        0          0   0.000 0.000000    0.000000
## 125 0.155615 0.088687        0          0   0.000 0.000000    0.000000
## 126 0.114112 0.088687        0          0   0.000 0.000000    0.000000
## 127 0.000000 0.088674        0          0   5.334 0.003293   91.278056
## 128 0.000000 0.088674        0          0 113.284 0.081657   79.185778
## 129 0.000000 0.088674        0          0  23.622 0.017014  246.283735
## 130 0.083270 0.088674        0          0   0.000 0.000000    0.000000
## 131 0.000000 0.088674        0          0  16.764 0.011533 1230.678249
## 132 0.132283 0.088674        0          0   0.000 0.000000    0.000000
## 133 0.149875 0.088674        0          0   0.000 0.000000    0.000000
## 134 0.122752 0.088674        0          0   0.000 0.000000    0.000000
## 135 0.179069 0.088666        0          0   0.000 0.000000    0.000000
## 136 0.216077 0.088666        0          0   0.000 0.000000    0.000000
## 137 0.195434 0.088666        0          0   0.000 0.000000    0.000000
## 138 0.211029 0.088666        0          0   0.000 0.000000    0.000000
## 139 0.231546 0.088666        0          0   0.000 0.000000    0.000000
## 140 0.113755 0.088666        0          0   0.000 0.000000    0.000000
## 141 0.000000 0.088666        0          0   2.540 0.001278 2146.411892
## 142 0.000000 0.088666        0          0  18.288 0.013168 3755.385424
## 143 0.000000 0.088656        0          0   4.826 0.003463 2342.336995
## 144 0.000000 0.088656        0          0   0.254 0.000166 4008.832535
## 145 0.000000 0.088656        0          0   0.508 0.000350 4719.371358
## 146 0.202685 0.088656        0          0   0.000 0.000000    0.000000
## 147 0.221803 0.088656        0          0   0.000 0.000000    0.000000
## 148 0.231998 0.088656        0          0   0.000 0.000000    0.000000
## 149 0.231590 0.088656        0          0   0.000 0.000000    0.000000
## 150 0.000000 0.088656        0          0  10.922 0.007321 2474.636044
##     Kdowndiffpch  Kupdirpch Kupdifpch Luppch Kdowndirsubcan Kdowndifsubcan
## 1         0.0000   0.000000   0.00000      0       0.000000         0.0000
## 2         0.0000   0.000000   0.00000      0       0.000000         0.0000
## 3         0.0000   0.000000   0.00000      0       0.000000         0.0000
## 4         0.0000   0.000000   0.00000      0       0.000000         0.0000
## 5         0.0000   0.000000   0.00000      0       0.000000         0.0000
## 6         0.0000   0.000000   0.00000      0       0.000000         0.0000
## 7         0.0000   0.000000   0.00000      0       0.000000         0.0000
## 8         0.0000   0.000000   0.00000      0       0.000000         0.0000
## 9         0.0000   0.000000   0.00000      0       0.000000         0.0000
## 10        0.0000   0.000000   0.00000      0       0.000000         0.0000
## 11        0.0000   0.000000   0.00000      0       0.000000         0.0000
## 12        0.0000   0.000000   0.00000      0       0.000000         0.0000
## 13        0.0000   0.000000   0.00000      0       0.000000         0.0000
## 14        0.0000   0.000000   0.00000      0       0.000000         0.0000
## 15        0.0000   0.000000   0.00000      0       0.000000         0.0000
## 16        0.0000   0.000000   0.00000      0       0.000000         0.0000
## 17        0.0000   0.000000   0.00000      0       0.000000         0.0000
## 18        0.0000   0.000000   0.00000      0       0.000000         0.0000
## 19        0.0000   0.000000   0.00000      0       0.000000         0.0000
## 20        0.0000   0.000000   0.00000      0       0.000000         0.0000
## 21        0.0000   0.000000   0.00000      0       0.000000         0.0000
## 22        0.0000   0.000000   0.00000      0       0.000000         0.0000
## 23        0.0000   0.000000   0.00000      0       0.000000         0.0000
## 24        0.0000   0.000000   0.00000      0       0.000000         0.0000
## 25        0.0000   0.000000   0.00000      0       0.000000         0.0000
## 26        0.0000   0.000000   0.00000      0       0.000000         0.0000
## 27        0.0000   0.000000   0.00000      0       0.000000         0.0000
## 28        0.0000   0.000000   0.00000      0       0.000000         0.0000
## 29        0.0000   0.000000   0.00000      0       0.000000         0.0000
## 30        0.0000   0.000000   0.00000      0       0.000000         0.0000
## 31        0.0000   0.000000   0.00000      0       0.000000         0.0000
## 32        0.0000   0.000000   0.00000      0       0.000000         0.0000
## 33        0.0000   0.000000   0.00000      0       0.000000         0.0000
## 34        0.0000   0.000000   0.00000      0       0.000000         0.0000
## 35        0.0000   0.000000   0.00000      0       0.000000         0.0000
## 36        0.0000   0.000000   0.00000      0       0.000000         0.0000
## 37        0.0000   0.000000   0.00000      0       0.000000         0.0000
## 38        0.0000   0.000000   0.00000      0       0.000000         0.0000
## 39        0.0000   0.000000   0.00000      0       0.000000         0.0000
## 40        0.0000   0.000000   0.00000      0       0.000000         0.0000
## 41        0.0000   0.000000   0.00000      0       0.000000         0.0000
## 42        0.0000   0.000000   0.00000      0       0.000000         0.0000
## 43        0.0000   0.000000   0.00000      0       0.000000         0.0000
## 44        0.0000   0.000000   0.00000      0       0.000000         0.0000
## 45        0.0000   0.000000   0.00000      0       0.000000         0.0000
## 46        0.0000   0.000000   0.00000      0       0.000000         0.0000
## 47      408.9991   3.589153  55.38215      0      29.633830       408.9991
## 48      159.1544   6.928397  66.02059      0      57.204280       486.5804
## 49      168.4598  11.427569  70.55511      0      94.351679       518.5064
## 50        0.0000   1.101098  35.66564      0       9.091214       263.8414
## 51      161.5196   7.519489  67.08212      0      62.084632       494.2258
## 52      457.2791   5.288586  61.98364      0      43.665189       457.2791
## 53      394.9654   3.220422  53.46956      0      26.589404       394.9654
## 54      148.6910   5.119692  61.45720      0      42.270720       453.4414
## 55      447.7518  18.592121 185.50531      0     154.070633      1367.7743
## 56      954.4488   6.367262 129.12552      0      52.764722       954.4488
## 57      137.2997   0.092038  18.53483      0       0.762706       137.2997
## 58      530.4602   1.586945  71.66973      0      13.150817       530.4602
## 59      771.9629   3.759998 104.36957      0      31.158640       771.9629
## 60      312.6975   6.284989 128.47496      0      52.082931       949.6582
## 61     1181.8750  11.485540 160.06922      0      95.179266      1181.8750
## 62      413.2239  13.995554 170.69185      0     115.979440      1259.6758
## 63     1146.3670  12.311795 155.28441      0     102.516071      1146.3670
## 64     1669.7191  58.949294 228.10007      0     490.850446      1669.7191
## 65     1273.4068  16.701973 172.63484      0     139.071569      1273.4068
## 66      324.0382   0.667394  43.76161      0       5.557159       324.0382
## 67      206.1810   0.259947  27.83718      0       2.164490       206.1810
## 68      324.2349   8.243970 133.43774      0      68.644699       985.8985
## 69      363.7464  11.200913 150.00126      0      93.266137      1107.6053
## 70      382.4212  12.891049 157.87525      0     107.339319      1165.3637
## 71     2041.1582  30.144548 276.80985      0     252.027233      2041.1582
## 72     2210.2493  38.403001 300.00124      0     321.073051      2210.2493
## 73      704.7195  35.523970 292.55220      0     297.002552      2156.0133
## 74     1468.2699  12.675147 198.71115      0     105.972140      1468.2699
## 75     1898.0601  25.186420 257.27521      0     210.574186      1898.0601
## 76      784.2999  53.843461 327.73181      0     450.164931      2410.5730
## 77      875.8905 119.371963 374.87798      0     998.024088      2738.0055
## 78      867.4783 141.211995 374.72074      0    1180.620382      2729.5294
## 79      870.8640  85.031886 367.25561      0     713.399366      2694.1314
## 80     1307.4634  10.559182 176.89051      0      88.589281      1307.4634
## 81        0.0000  62.417482 340.59519      0     523.669346      2503.8670
## 82      553.5023  19.567190 228.42308      0     164.164549      1686.4431
## 83      839.0109 234.661936 375.95878      0    1968.763529      2710.2809
## 84      685.6939  35.195452 284.56447      0     295.282322      2097.4382
## 85     1499.6426  14.629384 203.00078      0     122.737404      1499.6426
## 86        0.0000  38.333730 293.04712      0     321.611807      2159.2862
## 87      954.6554 175.751263 413.75385      0    1478.931992      3011.3843
## 88      914.8097 104.142411 387.45645      0     876.349562      2838.8745
## 89      783.0449 334.550897 366.12004      0    2815.217460      2608.7448
## 90      953.0071 182.794662 414.07146      0    1538.201599      3011.5368
## 91     2998.5392 204.222587 413.22122      0    1718.515770      2998.5392
## 92      927.9156 225.925677 409.90381      0    1901.145436      2967.1714
## 93     1913.1905  28.438661 259.35646      0     239.308922      1913.1905
## 94     2519.6005 353.587666 354.89410      0    2975.410260      2519.6005
## 95        0.0000  24.209179 240.23417      0     204.243502      1773.0907
## 96      987.5431 214.796188 431.75369      0    1812.152525      3134.7470
## 97      961.2730 260.729928 427.31282      0    2199.677755      3087.9202
## 98     2016.9840  33.741993 273.53254      0     284.668168      2016.9840
## 99     3124.5199 182.458811 429.05198      0    1539.334560      3124.5199
## 100     945.7922 116.214385 401.29284      0     980.455908      2938.8585
## 101     966.7981 133.475154 412.20771      0    1126.078348      3014.5221
## 102     991.9929 190.419500 430.24229      0    1606.495815      3130.9300
## 103    2749.7385  53.041094 373.11978      0     448.481500      2749.7385
## 104    1317.5590 338.924470 581.91129      0    2865.728134      4213.0476
## 105    1252.2312 431.534628 567.57888      0    3648.780284      4079.5698
## 106    1260.0630 394.629891 565.87294      0    3336.737479      4077.7871
## 107    1304.7251 315.897981 573.62541      0    2671.030899      4158.4140
## 108    1258.7743 177.775571 536.56965      0    1503.156305      3924.4262
## 109    3598.1587 565.401803 507.93913      0    4780.675333      3598.1587
## 110    1021.8604 592.308532 495.03371      0    5008.181390      3494.5927
## 111    3956.9344 174.042345 540.61254      0    1474.405081      3956.9344
## 112    4301.8796 310.624531 592.43459      0    2631.465271      4301.8796
## 113    1320.5393 411.398038 591.36664      0    3485.171135      4265.0862
## 114    3170.8900  81.445139 430.97648      0     689.965000      3170.8900
## 115    1353.2219 330.314115 594.19343      0    2798.266182      4309.2730
## 116    1273.9854 473.247932 580.39838      0    4009.134412      4166.0697
## 117    1279.9356 466.380884 581.93458      0    3950.960004      4179.4233
## 118    1355.1961 304.132642 591.61024      0    2576.469030      4297.6302
## 119    1237.2023 148.784748 522.97528      0    1262.503069      3834.5559
## 120    4408.6231 446.759334 611.67395      0    3790.946573      4408.6231
## 121     948.5027  64.401439 394.66000      0     546.474117      2907.1155
## 122     681.2892 981.625274 401.74501      0    8329.515879      2703.0695
## 123    1087.1181 722.209487 534.32031      0    6128.260499      3758.2489
## 124    1286.8386 547.775287 593.65114      0    4648.110716      4246.7867
## 125     931.9129 829.713140 484.66677      0    7040.475589      3360.1582
## 126    1394.9890 351.635583 612.92247      0    2983.780318      4444.4840
## 127    1338.2331  10.741991 180.94843      0      91.278056      1338.2331
## 128    1252.3313   9.318920 169.30617      0      79.185778      1252.3313
## 129    2090.9178  28.983721 283.17276      0     246.283735      2090.9178
## 130    1302.1407 178.606038 552.73414      0    1517.671345      4047.9310
## 131    3821.8048 144.831466 520.97845      0    1230.678249      3821.8048
## 132    1363.7082 539.961340 622.57322      0    4588.220324      4466.6704
## 133    1369.5778 531.583563 623.92753      0    4517.031733      4479.0014
## 134    1316.9972 598.514077 610.78996      0    5085.761236      4363.3083
## 135    1117.2523 836.034832 557.51471      0    7109.813659      3906.4506
## 136    1148.5962 783.712696 563.88817      0    6664.855362      3967.8246
## 137    1355.0084 571.350289 622.02765      0    4858.881395      4456.1202
## 138    1298.2869 640.933312 607.42407      0    5450.629859      4329.0819
## 139    1231.5829 709.354099 588.61055      0    6032.494423      4171.1534
## 140    1294.5161 179.883084 549.50202      0    1529.763066      4024.3099
## 141    4344.4424 252.394112 595.33590      0    2146.411892      4344.4424
## 142    4578.9060 441.591464 633.86435      0    3755.385424      4578.9060
## 143    4456.1274 275.143882 611.05062      0    2342.336995      4456.1274
## 144    4682.9308 470.899682 648.66023      0    4008.832535      4682.9308
## 145    4630.2893 554.363510 644.54717      0    4719.371358      4630.2893
## 146    1423.1276 544.998403 645.44510      0    4639.644944      4639.4308
## 147    1407.4630 573.135301 642.44583      0    4879.178152      4609.7311
## 148    1389.6105 601.360539 638.56562      0    5119.463412      4573.4783
## 149    1412.9363 563.743288 643.54663      0    4799.222673      4620.3834
## 150    4499.1331 290.684462 617.40926      0    2474.636044      4499.1331
##     Ldownsubcan   Kstarcan Kstardirsno Kstardiffsno Lstarcanopy Lstarsnow
## 1             0    0.00000    0.000000      0.00000           0         0
## 2             0    0.00000    0.000000      0.00000           0         0
## 3             0    0.00000    0.000000      0.00000           0         0
## 4             0    0.00000    0.000000      0.00000           0         0
## 5             0    0.00000    0.000000      0.00000           0         0
## 6             0    0.00000    0.000000      0.00000           0         0
## 7             0    0.00000    0.000000      0.00000           0         0
## 8             0    0.00000    0.000000      0.00000           0         0
## 9             0    0.00000    0.000000      0.00000           0         0
## 10            0    0.00000    0.000000      0.00000           0         0
## 11            0    0.00000    0.000000      0.00000           0         0
## 12            0    0.00000    0.000000      0.00000           0         0
## 13            0    0.00000    0.000000      0.00000           0         0
## 14            0    0.00000    0.000000      0.00000           0         0
## 15            0    0.00000    0.000000      0.00000           0         0
## 16            0    0.00000    0.000000      0.00000           0         0
## 17            0    0.00000    0.000000      0.00000           0         0
## 18            0    0.00000    0.000000      0.00000           0         0
## 19            0    0.00000    0.000000      0.00000           0         0
## 20            0    0.00000    0.000000      0.00000           0         0
## 21            0    0.00000    0.000000      0.00000           0         0
## 22            0    0.00000    0.000000      0.00000           0         0
## 23            0    0.00000    0.000000      0.00000           0         0
## 24            0    0.00000    0.000000      0.00000           0         0
## 25            0    0.00000    0.000000      0.00000           0         0
## 26            0    0.00000    0.000000      0.00000           0         0
## 27            0    0.00000    0.000000      0.00000           0         0
## 28            0    0.00000    0.000000      0.00000           0         0
## 29            0    0.00000    0.000000      0.00000           0         0
## 30            0    0.00000    0.000000      0.00000           0         0
## 31            0    0.00000    0.000000      0.00000           0         0
## 32            0    0.00000    0.000000      0.00000           0         0
## 33            0    0.00000    0.000000      0.00000           0         0
## 34            0    0.00000    0.000000      0.00000           0         0
## 35            0    0.00000    0.000000      0.00000           0         0
## 36            0    0.00000    0.000000      0.00000           0         0
## 37            0    0.00000    0.000000      0.00000           0         0
## 38            0    0.00000    0.000000      0.00000           0         0
## 39            0    0.00000    0.000000      0.00000           0         0
## 40            0    0.00000    0.000000      0.00000           0         0
## 41            0    0.00000    0.000000      0.00000           0         0
## 42            0    0.00000    0.000000      0.00000           0         0
## 43            0    0.00000    0.000000      0.00000           0         0
## 44            0    0.00000    0.000000      0.00000           0         0
## 45            0    0.00000    0.000000      0.00000           0         0
## 46            0    0.00000    0.000000      0.00000           0         0
## 47            0   34.41279    0.000000      0.00000           0         0
## 48            0  112.75000    0.000000      0.00000           0         0
## 49            0  124.52205    0.000000      0.00000           0         0
## 50            0   -2.23506    1.363682     39.57621           0         0
## 51            0  106.91392    0.000000      0.00000           0         0
## 52            0   46.93868    0.000000      0.00000           0         0
## 53            0   31.18584    0.000000      0.00000           0         0
## 54            0   87.66835    0.000000      0.00000           0         0
## 55            0  260.74096    0.000000      0.00000           0         0
## 56            0  154.89641    0.000000      0.00000           0         0
## 57            0    7.97127    0.000000      0.00000           0         0
## 58            0   58.53473    0.000000      0.00000           0         0
## 59            0  112.64632    0.000000      0.00000           0         0
## 60            0  152.80311    0.000000      0.00000           0         0
## 61            0  209.95867    0.000000      0.00000           0         0
## 62            0  213.00418    0.000000      0.00000           0         0
## 63            0  202.22000    0.000000      0.00000           0         0
## 64            0  365.58383    0.000000      0.00000           0         0
## 65            0  234.36834    0.000000      0.00000           0         0
## 66            0   18.98260    0.000000      0.00000           0         0
## 67            0   11.07258    0.000000      0.00000           0         0
## 68            0  125.79815    0.000000      0.00000           0         0
## 69            0  173.23804    0.000000      0.00000           0         0
## 70            0  207.26090    0.000000      0.00000           0         0
## 71            0  412.27513    0.000000      0.00000           0         0
## 72            0  457.01939    0.000000      0.00000           0         0
## 73            0  410.64715    0.000000      0.00000           0         0
## 74            0  270.86409    0.000000      0.00000           0         0
## 75            0  376.22626    0.000000      0.00000           0         0
## 76            0  496.98461    0.000000      0.00000           0         0
## 77            0  586.39622    0.000000      0.00000           0         0
## 78            0  580.64076    0.000000      0.00000           0         0
## 79            0  528.00373    0.000000      0.00000           0         0
## 80            0  233.50181    0.000000      0.00000           0         0
## 81            0  372.96924   78.550402    375.58005           0         0
## 82            0  381.28859    0.000000      0.00000           0         0
## 83            0  769.69423    0.000000      0.00000           0         0
## 84            0  413.80037    0.000000      0.00000           0         0
## 85            0  278.83527    0.000000      0.00000           0         0
## 86            0  432.22824   48.241771    323.89293           0         0
## 87            0  788.28733    0.000000      0.00000           0         0
## 88            0  709.13814    0.000000      0.00000           0         0
## 89            0  731.17606    0.000000      0.00000           0         0
## 90            0  643.20174    0.000000      0.00000           0         0
## 91            0  782.94897    0.000000      0.00000           0         0
## 92            0  643.53621    0.000000      0.00000           0         0
## 93            0  380.49338    0.000000      0.00000           0         0
## 94            0  824.12193    0.000000      0.00000           0         0
## 95            0  240.54746   30.636525    265.96361           0         0
## 96            0  839.98257    0.000000      0.00000           0         0
## 97            0  798.24122    0.000000      0.00000           0         0
## 98            0  406.33061    0.000000      0.00000           0         0
## 99            0  782.43988    0.000000      0.00000           0         0
## 100           0  686.84185    0.000000      0.00000           0         0
## 101           0  682.58559    0.000000      0.00000           0         0
## 102           0  656.31939    0.000000      0.00000           0         0
## 103           0  580.24281    0.000000      0.00000           0         0
## 104           0 1004.46243    0.000000      0.00000           0         0
## 105           0 1047.88570    0.000000      0.00000           0         0
## 106           0  926.90876    0.000000      0.00000           0         0
## 107           0  872.70891    0.000000      0.00000           0         0
## 108           0  750.66664    0.000000      0.00000           0         0
## 109           0 1224.05291    0.000000      0.00000           0         0
## 110           0 1040.25655    0.000000      0.00000           0         0
## 111           0  943.40151    0.000000      0.00000           0         0
## 112           0 1136.87781    0.000000      0.00000           0         0
## 113           0 1135.44781    0.000000      0.00000           0         0
## 114           0  693.47418    0.000000      0.00000           0         0
## 115           0 1011.91872    0.000000      0.00000           0         0
## 116           0 1078.29287    0.000000      0.00000           0         0
## 117           0  991.62435    0.000000      0.00000           0         0
## 118           0  913.44198    0.000000      0.00000           0         0
## 119           0  744.24918    0.000000      0.00000           0         0
## 120           0 1269.16992    0.000000      0.00000           0         0
## 121           0  677.93733    0.000000      0.00000           0         0
## 122           0 1121.33028    0.000000      0.00000           0         0
## 123           0 1058.36644    0.000000      0.00000           0         0
## 124           0 1146.76551    0.000000      0.00000           0         0
## 125           0 1116.32947    0.000000      0.00000           0         0
## 126           0 1013.50378    0.000000      0.00000           0         0
## 127           0  238.45503    0.000000      0.00000           0         0
## 128           0  218.86233    0.000000      0.00000           0         0
## 129           0  415.08094    0.000000      0.00000           0         0
## 130           0  839.20719    0.000000      0.00000           0         0
## 131           0  882.65630    0.000000      0.00000           0         0
## 132           0 1132.71425    0.000000      0.00000           0         0
## 133           0 1099.19562    0.000000      0.00000           0         0
## 134           0 1184.12525    0.000000      0.00000           0         0
## 135           0 1171.91156    0.000000      0.00000           0         0
## 136           0 1139.77305    0.000000      0.00000           0         0
## 137           0 1111.79346    0.000000      0.00000           0         0
## 138           0 1135.51850    0.000000      0.00000           0         0
## 139           0 1161.20756    0.000000      0.00000           0         0
## 140           0  792.90451    0.000000      0.00000           0         0
## 141           0 1081.84811    0.000000      0.00000           0         0
## 142           0 1288.05978    0.000000      0.00000           0         0
## 143           0 1120.44825    0.000000      0.00000           0         0
## 144           0 1327.58445    0.000000      0.00000           0         0
## 145           0 1384.01957    0.000000      0.00000           0         0
## 146           0 1157.53135    0.000000      0.00000           0         0
## 147           0 1196.68081    0.000000      0.00000           0         0
## 148           0 1219.85664    0.000000      0.00000           0         0
## 149           0 1217.12221    0.000000      0.00000           0         0
## 150           0 1142.45190    0.000000      0.00000           0         0
##     Lstarsoil     wind windsnow windzone       ga gasnow trans_reduc_perc
## 1           0 0.741506        1        1 4.252074      0                1
## 2           0 0.741506        1        1 4.252074      0                1
## 3           0 0.741506        1        1 4.252074      0                1
## 4           0 0.741506        1        1 4.252074      0                1
## 5           0 0.741506        1        1 4.252074      0                1
## 6           0 0.741506        1        1 4.252074      0                1
## 7           0 0.741506        1        1 4.252074      0                1
## 8           0 0.741506        1        1 4.252074      0                1
## 9           0 0.741506        1        1 4.252074      0                1
## 10          0 0.741506        1        1 4.252074      0                1
## 11          0 0.741506        1        1 4.252074      0                1
## 12          0 0.741506        1        1 4.252074      0                1
## 13          0 0.741506        1        1 4.252074      0                1
## 14          0 0.741506        1        1 4.252074      0                1
## 15          0 0.000000        1        1 0.100000      0                1
## 16          0 0.000000        1        1 0.100000      0                1
## 17          0 0.000000        1        1 0.100000      0                1
## 18          0 0.000000        1        1 0.100000      0                1
## 19          0 0.000000        1        1 0.100000      0                1
## 20          0 0.000000        1        1 0.100000      0                1
## 21          0 0.000000        1        1 0.100000      0                1
## 22          0 0.000000        1        1 0.100000      0                1
## 23          0 0.000000        1        1 0.100000      0                1
## 24          0 0.000000        1        1 0.100000      0                1
## 25          0 0.000000        1        1 0.100000      0                1
## 26          0 0.741506        1        1 4.252074      0                1
## 27          0 0.741506        1        1 4.252074      0                1
## 28          0 0.000000        1        1 0.100000      0                1
## 29          0 0.000000        1        1 0.100000      0                1
## 30          0 0.000000        1        1 0.100000      0                1
## 31          0 0.000000        1        1 0.100000      0                1
## 32          0 0.000000        1        1 0.100000      0                1
## 33          0 0.000000        1        1 0.100000      0                1
## 34          0 0.000000        1        1 0.100000      0                1
## 35          0 0.000000        1        1 0.100000      0                1
## 36          0 0.000000        1        1 0.100000      0                1
## 37          0 0.741506        1        1 4.252074      0                1
## 38          0 0.741506        1        1 4.252074      0                1
## 39          0 0.741506        1        1 4.252074      0                1
## 40          0 0.741506        1        1 4.252074      0                1
## 41          0 0.741506        1        1 4.252074      0                1
## 42          0 0.741506        1        1 4.252074      0                1
## 43          0 0.741506        1        1 4.252074      0                1
## 44          0 0.741506        1        1 4.252074      0                1
## 45          0 0.741506        1        1 4.252074      0                1
## 46          0 0.741506        1        1 4.252074      0                1
## 47          0 0.741506        1        1 4.252074      0                1
## 48          0 0.741506        1        1 4.252074      0                1
## 49          0 0.741506        1        1 4.252074      0                1
## 50          0 0.000000        1        1 0.100000      0                1
## 51          0 0.741506        1        1 4.252074      0                1
## 52          0 0.741506        1        1 4.252074      0                1
## 53          0 0.741506        1        1 4.252074      0                1
## 54          0 0.741506        1        1 4.252074      0                1
## 55          0 0.741506        1        1 4.252074      0                1
## 56          0 0.741506        1        1 4.252074      0                1
## 57          0 0.741506        1        1 4.252074      0                1
## 58          0 0.741506        1        1 4.252074      0                1
## 59          0 0.741506        1        1 4.252074      0                1
## 60          0 0.741506        1        1 4.252074      0                1
## 61          0 0.741506        1        1 4.252074      0                1
## 62          0 0.741506        1        1 4.252074      0                1
## 63          0 0.741506        1        1 4.252074      0                1
## 64          0 0.741506        1        1 4.252074      0                1
## 65          0 0.741506        1        1 4.252074      0                1
## 66          0 0.741506        1        1 4.252074      0                1
## 67          0 0.741506        1        1 4.252074      0                1
## 68          0 0.741506        1        1 4.252074      0                1
## 69          0 0.741506        1        1 4.252074      0                1
## 70          0 0.741506        1        1 4.252074      0                1
## 71          0 0.741506        1        1 4.252074      0                1
## 72          0 0.741506        1        1 4.252074      0                1
## 73          0 0.741506        1        1 4.252074      0                1
## 74          0 0.741506        1        1 4.252074      0                1
## 75          0 0.741506        1        1 4.252074      0                1
## 76          0 0.741506        1        1 4.252074      0                1
## 77          0 0.741506        1        1 4.252074      0                1
## 78          0 0.741506        1        1 4.252074      0                1
## 79          0 0.741506        1        1 4.252074      0                1
## 80          0 0.741506        1        1 4.252074      0                1
## 81          0 0.000000        1        1 0.100000      0                1
## 82          0 0.741506        1        1 4.252074      0                1
## 83          0 0.741506        1        1 4.252074      0                1
## 84          0 0.741506        1        1 4.252074      0                1
## 85          0 0.741506        1        1 4.252074      0                1
## 86          0 0.000000        1        1 0.100000      0                1
## 87          0 0.741506        1        1 4.252074      0                1
## 88          0 0.741506        1        1 4.252074      0                1
## 89          0 0.741506        1        1 4.252074      0                1
## 90          0 0.741506        1        1 4.252074      0                1
## 91          0 0.741506        1        1 4.252074      0                1
## 92          0 0.741506        1        1 4.252074      0                1
## 93          0 0.741506        1        1 4.252074      0                1
## 94          0 0.741506        1        1 4.252074      0                1
## 95          0 0.000000        1        1 0.100000      0                1
## 96          0 0.741506        1        1 4.252074      0                1
## 97          0 0.741506        1        1 4.252074      0                1
## 98          0 0.741506        1        1 4.252074      0                1
## 99          0 0.741506        1        1 4.252074      0                1
## 100         0 0.741506        1        1 4.252074      0                1
## 101         0 0.741506        1        1 4.252074      0                1
## 102         0 0.741506        1        1 4.252074      0                1
## 103         0 0.741506        1        1 4.252074      0                1
## 104         0 0.741506        1        1 4.252074      0                1
## 105         0 0.741506        1        1 4.252074      0                1
## 106         0 0.741506        1        1 4.252074      0                1
## 107         0 0.741506        1        1 4.252074      0                1
## 108         0 0.741506        1        1 4.252074      0                1
## 109         0 0.741506        1        1 4.252074      0                1
## 110         0 0.741506        1        1 4.252074      0                1
## 111         0 0.741506        1        1 4.252074      0                1
## 112         0 0.741506        1        1 4.252074      0                1
## 113         0 0.741506        1        1 4.252074      0                1
## 114         0 0.741506        1        1 4.252074      0                1
## 115         0 0.741506        1        1 4.252074      0                1
## 116         0 0.741506        1        1 4.252074      0                1
## 117         0 0.741506        1        1 4.252074      0                1
## 118         0 0.741506        1        1 4.252074      0                1
## 119         0 0.741506        1        1 4.252074      0                1
## 120         0 0.741506        1        1 4.252074      0                1
## 121         0 0.741506        1        1 4.252074      0                1
## 122         0 0.741506        1        1 4.252074      0                1
## 123         0 0.741506        1        1 4.252074      0                1
## 124         0 0.741506        1        1 4.252074      0                1
## 125         0 0.741506        1        1 4.252074      0                1
## 126         0 0.741506        1        1 4.252074      0                1
## 127         0 0.741506        1        1 4.252074      0                1
## 128         0 0.741506        1        1 4.252074      0                1
## 129         0 0.741506        1        1 4.252074      0                1
## 130         0 0.741506        1        1 4.252074      0                1
## 131         0 0.741506        1        1 4.252074      0                1
## 132         0 0.741506        1        1 4.252074      0                1
## 133         0 0.741506        1        1 4.252074      0                1
## 134         0 0.741506        1        1 4.252074      0                1
## 135         0 0.741506        1        1 4.252074      0                1
## 136         0 0.741506        1        1 4.252074      0                1
## 137         0 0.741506        1        1 4.252074      0                1
## 138         0 0.741506        1        1 4.252074      0                1
## 139         0 0.741506        1        1 4.252074      0                1
## 140         0 0.741506        1        1 4.252074      0                1
## 141         0 0.741506        1        1 4.252074      0                1
## 142         0 0.741506        1        1 4.252074      0                1
## 143         0 0.741506        1        1 4.252074      0                1
## 144         0 0.741506        1        1 4.252074      0                1
## 145         0 0.741506        1        1 4.252074      0                1
## 146         0 0.741506        1        1 4.252074      0                1
## 147         0 0.741506        1        1 4.252074      0                1
## 148         0 0.741506        1        1 4.252074      0                1
## 149         0 0.741506        1        1 4.252074      0                1
## 150         0 0.741506        1        1 4.252074      0                1
##     pch_field_cap overland_flow   height ustar snow_albedo Kstarsoil
## 1        0.638873             0 14.52856     0    0.000000    0.0000
## 2        0.639965             0 14.52856     0    0.000000    0.0000
## 3        0.641059             0 14.52856     0    0.000000    0.0000
## 4        0.642153             0 14.52856     0    0.000000    0.0000
## 5        0.643245             0 14.52856     0    0.000000    0.0000
## 6        0.644335             0 14.52856     0    0.000000    0.0000
## 7        0.645421             0 14.52856     0    0.000000    0.0000
## 8        0.646501             0 14.52856     0    0.000000    0.0000
## 9        0.647575             0 14.52856     0    0.000000    0.0000
## 10       0.648646             0 14.52856     0    0.000000    0.0000
## 11       0.649713             0 14.52856     0    0.000000    0.0000
## 12       0.650777             0 14.52856     0    0.000000    0.0000
## 13       0.651839             0 14.52856     0    0.000000    0.0000
## 14       0.652898             0 14.52856     0    0.000000    0.0000
## 15       0.653954             0 14.52856     0    0.850000    0.0000
## 16       0.655007             0 14.52856     0    0.799000    0.0000
## 17       0.656057             0 14.52856     0    0.774906    0.0000
## 18       0.657104             0 14.52856     0    0.756135    0.0000
## 19       0.658148             0 14.52856     0    0.740238    0.0000
## 20       0.659188             0 14.52856     0    0.726230    0.0000
## 21       0.660226             0 14.52856     0    0.713594    0.0000
## 22       0.661259             0 14.52856     0    0.702014    0.0000
## 23       0.662290             0 14.52856     0    0.691284    0.0000
## 24       0.663316             0 14.52856     0    0.681256    0.0000
## 25       0.664338             0 14.52856     0    0.479574    0.0000
## 26       0.665354             0 14.52856     0    0.000000    0.0000
## 27       0.666355             0 14.52856     0    0.000000    0.0000
## 28       0.667334             0 14.52856     0    0.850000    0.0000
## 29       0.668298             0 14.52856     0    0.799000    0.0000
## 30       0.669249             0 14.52856     0    0.774906    0.0000
## 31       0.670191             0 14.52856     0    0.756135    0.0000
## 32       0.671125             0 14.52856     0    0.740238    0.0000
## 33       0.672051             0 14.52856     0    0.726230    0.0000
## 34       0.672969             0 14.52856     0    0.713594    0.0000
## 35       0.673881             0 14.52856     0    0.702014    0.0000
## 36       0.674787             0 14.52856     0    0.507112    0.0000
## 37       0.675685             0 14.52856     0    0.000000    0.0000
## 38       0.676576             0 14.52856     0    0.000000    0.0000
## 39       0.677458             0 14.52856     0    0.000000    0.0000
## 40       0.678333             0 14.52856     0    0.000000    0.0000
## 41       0.679202             0 14.52856     0    0.000000    0.0000
## 42       0.680064             0 14.52856     0    0.000000    0.0000
## 43       0.680918             0 14.52856     0    0.000000    0.0000
## 44       0.681762             0 14.52856     0    0.000000    0.0000
## 45       0.682596             0 14.52856     0    0.000000    0.0000
## 46       0.683422             0 14.52856     0    0.000000    0.0000
## 47       0.684241             0 14.52856     0    0.000000    0.0000
## 48       0.685053             0 14.52856     0    0.000000  330.2518
## 49       0.685857             0 14.52856     0    0.000000  383.1125
## 50       0.686653             0 14.52856     0    0.850000    0.0000
## 51       0.687439             0 14.52856     0    0.000000  339.1598
## 52       0.688212             0 14.52856     0    0.000000    0.0000
## 53       0.688968             0 14.52856     0    0.000000    0.0000
## 54       0.689693             0 14.52856     0    0.000000  297.4499
## 55       0.690393             0 14.52856     0    0.000000  921.9086
## 56       0.691015             0 14.52856     0    0.000000    0.0000
## 57       0.690793             0 14.52856     0    0.000000    0.0000
## 58       0.689819             0 14.52856     0    0.000000    0.0000
## 59       0.688857             0 14.52856     0    0.000000    0.0000
## 60       0.687909             0 14.52856     0    0.000000  588.8695
## 61       0.686978             0 14.52856     0    0.000000    0.0000
## 62       0.686061             0 14.52856     0    0.000000  824.8659
## 63       0.685157             0 14.52856     0    0.000000    0.0000
## 64       0.684256             0 14.52856     0    0.000000    0.0000
## 65       0.683362             0 14.52856     0    0.000000    0.0000
## 66       0.682476             0 14.52856     0    0.000000    0.0000
## 67       0.681570             0 14.52856     0    0.000000    0.0000
## 68       0.680592             0 14.52856     0    0.000000  624.8539
## 69       0.679571             0 14.52856     0    0.000000  717.0379
## 70       0.678534             0 14.52856     0    0.000000  763.0115
## 71       0.677491             0 14.52856     0    0.000000    0.0000
## 72       0.676438             0 14.52856     0    0.000000    0.0000
## 73       0.675384             0 14.52856     0    0.000000 1502.9947
## 74       0.674309             0 14.52856     0    0.000000    0.0000
## 75       0.673103             0 14.52856     0    0.000000    0.0000
## 76       0.671708             0 14.52856     0    0.000000 1790.3642
## 77       0.670219             0 14.52856     0    0.000000 2486.5362
## 78       0.668700             0 14.52856     0    0.000000 2651.6565
## 79       0.667187             0 14.52856     0    0.000000 2195.9138
## 80       0.665683             0 14.52856     0    0.000000    0.0000
## 81       0.664168             0 14.52856     0    0.850000    0.0000
## 82       0.662661             0 14.52856     0    0.000000 1112.0446
## 83       0.661184             0 14.52856     0    0.000000 3372.1291
## 84       0.659750             0 14.52856     0    0.000000 1467.7546
## 85       0.658370             0 14.52856     0    0.000000    0.0000
## 86       0.657039             0 14.52856     0    0.850000    0.0000
## 87       0.655745             0 14.52856     0    0.000000 3086.6293
## 88       0.654495             0 14.52856     0    0.000000 2428.8919
## 89       0.653300             0 14.52856     0    0.000000 4098.5211
## 90       0.652162             0 14.52856     0    0.000000 3141.7575
## 91       0.651082             0 14.52856     0    0.000000    0.0000
## 92       0.650054             0 14.52856     0    0.000000 3453.5696
## 93       0.649072             0 14.52856     0    0.000000    0.0000
## 94       0.648115             0 14.52856     0    0.000000    0.0000
## 95       0.647176             0 14.52856     0    0.850000    0.0000
## 96       0.646264             0 14.52856     0    0.000000 3464.6665
## 97       0.645387             0 14.52856     0    0.000000 3797.5652
## 98       0.644545             0 14.52856     0    0.000000    0.0000
## 99       0.643723             0 14.52856     0    0.000000    0.0000
## 100      0.642918             0 14.52856     0    0.000000 2581.5908
## 101      0.642140             0 14.52856     0    0.000000 2759.7423
## 102      0.641398             0 14.52856     0    0.000000 3271.6904
## 103      0.640682             0 14.52856     0    0.000000    0.0000
## 104      0.639966             0 14.52856     0    0.000000 5053.3392
## 105      0.639262             0 14.52856     0    0.000000 5703.2838
## 106      0.638584             0 14.52856     0    0.000000 5413.0092
## 107      0.637941             0 14.52856     0    0.000000 4841.7753
## 108      0.637339             0 14.52856     0    0.000000 3626.0499
## 109      0.636780             0 14.52856     0    0.000000    0.0000
## 110      0.636262             0 14.52856     0    0.000000 6630.6363
## 111      0.635786             0 14.52856     0    0.000000    0.0000
## 112      0.635337             0 14.52856     0    0.000000    0.0000
## 113      0.634900             0 14.52856     0    0.000000 5654.6923
## 114      0.634480             0 14.52856     0    0.000000    0.0000
## 115      0.634082             0 14.52856     0    0.000000 5043.5634
## 116      0.633714             0 14.52856     0    0.000000 6083.6983
## 117      0.633380             0 14.52856     0    0.000000 6037.4094
## 118      0.633084             0 14.52856     0    0.000000 4831.4932
## 119      0.632829             0 14.52856     0    0.000000 3350.1508
## 120      0.632563             0 14.52856     0    0.000000    0.0000
## 121      0.632203             0 14.52856     0    0.000000 2159.7279
## 122      0.631786             0 14.52856     0    0.000000 9248.0377
## 123      0.631351             0 14.52856     0    0.000000 7810.7403
## 124      0.630922             0 14.52856     0    0.000000 6718.5691
## 125      0.630514             0 14.52856     0    0.000000 8428.6575
## 126      0.630136             0 14.52856     0    0.000000 5290.4489
## 127      0.629794             0 14.52856     0    0.000000    0.0000
## 128      0.629057             0 14.52856     0    0.000000    0.0000
## 129      0.627615             0 14.52856     0    0.000000    0.0000
## 130      0.625835             0 14.52856     0    0.000000 3706.9015
## 131      0.623905             0 14.52856     0    0.000000    0.0000
## 132      0.621880             0 14.52856     0    0.000000 6785.6934
## 133      0.619868             0 14.52856     0    0.000000 6726.8520
## 134      0.617933             0 14.52856     0    0.000000 7187.1654
## 135      0.616113             0 14.52856     0    0.000000 8797.3855
## 136      0.614428             0 14.52856     0    0.000000 8420.8158
## 137      0.612886             0 14.52856     0    0.000000 7028.4931
## 138      0.611493             0 14.52856     0    0.000000 7503.4536
## 139      0.610246             0 14.52856     0    0.000000 7951.7001
## 140      0.609142             0 14.52856     0    0.000000 3704.1496
## 141      0.608176             0 14.52856     0    0.000000    0.0000
## 142      0.607329             0 14.52856     0    0.000000    0.0000
## 143      0.606570             0 14.52856     0    0.000000    0.0000
## 144      0.605892             0 14.52856     0    0.000000    0.0000
## 145      0.605297             0 14.52856     0    0.000000    0.0000
## 146      0.604786             0 14.52856     0    0.000000 6928.0406
## 147      0.604362             0 14.52856     0    0.000000 7132.5553
## 148      0.604024             0 14.52856     0    0.000000 7334.0371
## 149      0.603771             0 14.52856     0    0.000000 7064.7091
## 150      0.603599             0 14.52856     0    0.000000    0.0000
##     Kdowndirsurf Kdowndifsurf exfil_unsat snow_Rnet snow_QLE snow_QH snow_Qrain
## 1       0.000000       0.0000    0.000000  0.000000        0       0   0.000000
## 2       0.000000       0.0000    0.000000  0.000000        0       0   0.000000
## 3       0.000000       0.0000    0.003038  0.000000        0       0   0.000000
## 4       0.000000       0.0000    0.000000  0.000000        0       0   0.000000
## 5       0.000000       0.0000    0.004904  0.000000        0       0   0.000000
## 6       0.000000       0.0000    0.000000  0.000000        0       0   0.000000
## 7       0.000000       0.0000    0.000000  0.000000        0       0   0.000000
## 8       0.000000       0.0000    0.006730  0.000000        0       0   0.000000
## 9       0.000000       0.0000    0.005751  0.000000        0       0   0.000000
## 10      0.000000       0.0000    0.005015  0.000000        0       0   0.000000
## 11      0.000000       0.0000    0.004439  0.000000        0       0   0.000000
## 12      0.000000       0.0000    0.003976  0.000000        0       0   0.000000
## 13      0.000000       0.0000    0.003595  0.000000        0       0   0.000000
## 14      0.000000       0.0000    0.003276  0.000000        0       0   0.000000
## 15      0.000000       0.0000    0.003009  0.000000        0       0   0.000000
## 16      0.000000       0.0000    0.002782  0.000000        0       0   0.000000
## 17      0.000000       0.0000    0.002583  0.000000        0       0   0.000000
## 18      0.000000       0.0000    0.002408  0.000000        0       0   0.000000
## 19      0.000000       0.0000    0.002253  0.000000        0       0   0.000000
## 20      0.000000       0.0000    0.002115  0.000000        0       0   0.000000
## 21      0.000000       0.0000    0.001991  0.000000        0       0   0.000000
## 22      0.000000       0.0000    0.001879  0.000000        0       0   0.000000
## 23      0.000000       0.0000    0.001778  0.000000        0       0   4.866495
## 24      0.000000       0.0000    0.001709  0.000000        0       0   0.000000
## 25      0.000000       0.0000    0.000000  0.000000        0       0   0.727419
## 26      0.000000       0.0000    0.000000  0.000000        0       0   0.000000
## 27      0.000000       0.0000    0.000000  0.000000        0       0   0.000000
## 28      0.000000       0.0000    0.011700  0.000000        0       0   0.000000
## 29      0.000000       0.0000    0.008968  0.000000        0       0   0.000000
## 30      0.000000       0.0000    0.007310  0.000000        0       0   0.000000
## 31      0.000000       0.0000    0.006173  0.000000        0       0   3.428141
## 32      0.000000       0.0000    0.005377  0.000000        0       0   0.000000
## 33      0.000000       0.0000    0.004726  0.000000        0       0   0.000000
## 34      0.000000       0.0000    0.004209  0.000000        0       0   0.000000
## 35      0.000000       0.0000    0.003789  0.000000        0       0   0.000000
## 36      0.000000       0.0000    0.000000  0.000000        0       0   0.000000
## 37      0.000000       0.0000    0.000000  0.000000        0       0   0.000000
## 38      0.000000       0.0000    0.000000  0.000000        0       0   0.000000
## 39      0.000000       0.0000    0.005515  0.000000        0       0   0.000000
## 40      0.000000       0.0000    0.004834  0.000000        0       0   0.000000
## 41      0.000000       0.0000    0.004296  0.000000        0       0   0.000000
## 42      0.000000       0.0000    0.000000  0.000000        0       0   0.000000
## 43      0.000000       0.0000    0.000000  0.000000        0       0   0.000000
## 44      0.000000       0.0000    0.007370  0.000000        0       0   0.000000
## 45      0.000000       0.0000    0.006216  0.000000        0       0   0.000000
## 46      0.000000       0.0000    0.005371  0.000000        0       0   0.000000
## 47     29.633830     408.9991    0.000000  0.000000        0       0   0.000000
## 48     57.204280     486.5804    0.000251  0.000000        0       0   0.000000
## 49     94.351679     518.5064    0.000304  0.000000        0       0   0.000000
## 50      9.091214     263.8414    0.000000  0.473841        0       0  86.822063
## 51     62.084632     494.2258    0.000299  0.000000        0       0   0.000000
## 52     43.665189     457.2791    0.000000  0.000000        0       0   0.000000
## 53     26.589404     394.9654    0.000000  0.000000        0       0   0.000000
## 54     42.270720     453.4414    0.000292  0.000000        0       0   0.000000
## 55    154.070633    1367.7743    0.000322  0.000000        0       0   0.000000
## 56     52.764722     954.4488    0.000000  0.000000        0       0   0.000000
## 57      0.762706     137.2997    0.000000  0.000000        0       0   0.000000
## 58     13.150817     530.4602    0.000000  0.000000        0       0   0.000000
## 59     31.158640     771.9629    0.000000  0.000000        0       0   0.000000
## 60     52.082931     949.6582    0.000265  0.000000        0       0   0.000000
## 61     95.179266    1181.8750    0.000000  0.000000        0       0   0.000000
## 62    115.979440    1259.6758    0.000330  0.000000        0       0   0.000000
## 63    102.516071    1146.3670    0.000000  0.000000        0       0   0.000000
## 64    490.850446    1669.7191    0.000000  0.000000        0       0   0.000000
## 65    139.071569    1273.4068    0.000000  0.000000        0       0   0.000000
## 66      5.557159     324.0382    0.000000  0.000000        0       0   0.000000
## 67      2.164490     206.1810    0.000000  0.000000        0       0   0.000000
## 68     68.644699     985.8985    0.000271  0.000000        0       0   0.000000
## 69     93.266137    1107.6053    0.000291  0.000000        0       0   0.000000
## 70    107.339319    1165.3637    0.000012  0.000000        0       0   0.000000
## 71    252.027233    2041.1582    0.000000  0.000000        0       0   0.000000
## 72    321.073051    2210.2493    0.000000  0.000000        0       0   0.000000
## 73    297.002552    2156.0133    0.000305  0.000000        0       0   0.000000
## 74    105.972140    1468.2699    0.000000  0.000000        0       0   0.000000
## 75    210.574186    1898.0601    0.000000  0.000000        0       0   0.000000
## 76    450.164931    2410.5730    0.000322  0.000000        0       0   0.000000
## 77    998.024088    2738.0055    0.000442  0.000000        0       0   0.000000
## 78   1180.620382    2729.5294    0.000487  0.000000        0       0   0.000000
## 79    713.399366    2694.1314    0.000387  0.000000        0       0   0.000000
## 80     88.589281    1307.4634    0.000000  0.000000        0       0   0.000000
## 81    523.669346    2503.8670    0.000000  5.256140        0       0   0.538614
## 82    164.164549    1686.4431    0.000161  0.000000        0       0   0.000000
## 83   1968.763529    2710.2809    0.000434  0.000000        0       0   0.000000
## 84    295.282322    2097.4382    0.000267  0.000000        0       0   0.000000
## 85    122.737404    1499.6426    0.000000  0.000000        0       0   0.000000
## 86    321.611807    2159.2862    0.000000  4.307115        0       0  26.650938
## 87   1478.931992    3011.3843    0.000353  0.000000        0       0   0.000000
## 88    876.349562    2838.8745    0.000260  0.000000        0       0   0.000000
## 89   2815.217460    2608.7448    0.000542  0.000000        0       0   0.000000
## 90   1538.201599    3011.5368    0.000479  0.000000        0       0   0.000000
## 91   1718.515770    2998.5392    0.000000  0.000000        0       0   0.000000
## 92   1901.145436    2967.1714    0.000538  0.000000        0       0   0.000000
## 93    239.308922    1913.1905    0.000000  0.000000        0       0   0.000000
## 94   2975.410260    2519.6005    0.000000  0.000000        0       0   0.000000
## 95    204.243502    1773.0907    0.000000  3.432872        0       0   0.000000
## 96   1812.152525    3134.7470    0.000356  0.000000        0       0   0.000000
## 97   2199.677755    3087.9202    0.000430  0.000000        0       0   0.000000
## 98    284.668168    2016.9840    0.000000  0.000000        0       0   0.000000
## 99   1539.334560    3124.5199    0.000000  0.000000        0       0   0.000000
## 100   980.455908    2938.8585    0.000303  0.000000        0       0   0.000000
## 101  1126.078348    3014.5221    0.000341  0.000000        0       0   0.000000
## 102  1606.495815    3130.9300    0.000472  0.000000        0       0   0.000000
## 103   448.481500    2749.7385    0.000000  0.000000        0       0   0.000000
## 104  2865.728134    4213.0476    0.000486  0.000000        0       0   0.000000
## 105  3648.780284    4079.5698    0.000529  0.000000        0       0   0.000000
## 106  3336.737479    4077.7871    0.000581  0.000000        0       0   0.000000
## 107  2671.030899    4158.4140    0.000561  0.000000        0       0   0.000000
## 108  1503.156305    3924.4262    0.000449  0.000000        0       0   0.000000
## 109  4780.675333    3598.1587    0.000000  0.000000        0       0   0.000000
## 110  5008.181390    3494.5927    0.000610  0.000000        0       0   0.000000
## 111  1474.405081    3956.9344    0.000000  0.000000        0       0   0.000000
## 112  2631.465271    4301.8796    0.000000  0.000000        0       0   0.000000
## 113  3485.171135    4265.0862    0.000444  0.000000        0       0   0.000000
## 114   689.965000    3170.8900    0.000000  0.000000        0       0   0.000000
## 115  2798.266182    4309.2730    0.000461  0.000000        0       0   0.000000
## 116  4009.134412    4166.0697    0.000531  0.000000        0       0   0.000000
## 117  3950.960004    4179.4233    0.000591  0.000000        0       0   0.000000
## 118  2576.469030    4297.6302    0.000502  0.000000        0       0   0.000000
## 119  1262.503069    3834.5559    0.000362  0.000000        0       0   0.000000
## 120  3790.946573    4408.6231    0.000000  0.000000        0       0   0.000000
## 121   546.474117    2907.1155    0.000181  0.000000        0       0   0.000000
## 122  8329.515879    2703.0695    0.000723  0.000000        0       0   0.000000
## 123  6128.260499    3758.2489    0.000733  0.000000        0       0   0.000000
## 124  4648.110716    4246.7867    0.000534  0.000000        0       0   0.000000
## 125  7040.475589    3360.1582    0.000680  0.000000        0       0   0.000000
## 126  2983.780318    4444.4840    0.000474  0.000000        0       0   0.000000
## 127    91.278056    1338.2331    0.000000  0.000000        0       0   0.000000
## 128    79.185778    1252.3313    0.000000  0.000000        0       0   0.000000
## 129   246.283735    2090.9178    0.000000  0.000000        0       0   0.000000
## 130  1517.671345    4047.9310    0.000347  0.000000        0       0   0.000000
## 131  1230.678249    3821.8048    0.000000  0.000000        0       0   0.000000
## 132  4588.220324    4466.6704    0.000541  0.000000        0       0   0.000000
## 133  4517.031733    4479.0014    0.000563  0.000000        0       0   0.000000
## 134  5085.761236    4363.3083    0.000542  0.000000        0       0   0.000000
## 135  7109.813659    3906.4506    0.000675  0.000000        0       0   0.000000
## 136  6664.855362    3967.8246    0.000703  0.000000        0       0   0.000000
## 137  4858.881395    4456.1202    0.000611  0.000000        0       0   0.000000
## 138  5450.629859    4329.0819    0.000649  0.000000        0       0   0.000000
## 139  6032.494423    4171.1534    0.000690  0.000000        0       0   0.000000
## 140  1529.763066    4024.3099    0.000375  0.000000        0       0   0.000000
## 141  2146.411892    4344.4424    0.000000  0.000000        0       0   0.000000
## 142  3755.385424    4578.9060    0.000000  0.000000        0       0   0.000000
## 143  2342.336995    4456.1274    0.000000  0.000000        0       0   0.000000
## 144  4008.832535    4682.9308    0.000000  0.000000        0       0   0.000000
## 145  4719.371358    4630.2893    0.000000  0.000000        0       0   0.000000
## 146  4639.644944    4639.4308    0.000587  0.000000        0       0   0.000000
## 147  4879.178152    4609.7311    0.000610  0.000000        0       0   0.000000
## 148  5119.463412    4573.4783    0.000627  0.000000        0       0   0.000000
## 149  4799.222673    4620.3834    0.000613  0.000000        0       0   0.000000
## 150  2474.636044    4499.1331    0.000000  0.000000        0       0   0.000000
##     snow_Qmelt   LEcanopy        SED snow_age  fire_et   wy  yd
## 1     0.000000   0.000000   0.001000        0 0.000000 2018 351
## 2     0.000000   0.000000   0.001000        0 0.000000 2018 352
## 3     0.000000   0.000000   0.001000        0 0.003782 2018 353
## 4     0.000000   0.000000   0.001000        0 0.000000 2018 354
## 5     0.000000   0.000000   0.001000        0 0.005648 2018 355
## 6     0.000000   0.000000   0.001000        0 0.000000 2018 356
## 7     0.000000   0.000000   0.001000        0 0.000000 2018 357
## 8     0.000000   0.000000   0.001000        0 0.007473 2018 358
## 9     0.000000   0.000000   0.001000        0 0.005751 2018 359
## 10    0.000000   0.000000   0.001000        0 0.005015 2018 360
## 11    0.000000   0.000000   0.001000        0 0.004439 2018 361
## 12    0.000000   0.000000   0.001000        0 0.003976 2018 362
## 13    0.000000   0.000000   0.001000        0 0.003595 2018 363
## 14    0.000000   0.000000   0.001000        0 0.003276 2018 364
## 15    0.000000   0.000000  -5.139997        1 0.003066 2018 365
## 16    0.000000   0.000000 -10.000000        2 0.002782 2018   1
## 17    0.000000   0.000000 -10.000000        3 0.002583 2018   2
## 18    0.000000   0.000000 -10.000000        4 0.002408 2018   3
## 19    0.000000   0.000000 -10.000000        5 0.002253 2018   4
## 20    0.000000   0.000000 -10.000000        6 0.002115 2018   5
## 21    0.000000   0.000000 -10.000000        7 0.001991 2018   6
## 22    0.000000   0.000000 -10.000000        8 0.001879 2018   7
## 23    0.000000   0.000000  -6.100997        9 0.001778 2018   8
## 24    0.000000   0.000000   0.001000       10 0.001709 2018   9
## 25    0.000000   0.000000   0.001000        0 0.000000 2018  10
## 26    0.000000   0.000000   0.001000        0 0.000000 2018  11
## 27    0.000000   0.000000   0.001000        0 0.000000 2018  12
## 28    0.000000   0.000000  -4.689997        1 0.011757 2018  13
## 29    0.000000   0.000000  -9.810484        2 0.008968 2018  14
## 30    0.000000   0.000000 -10.000000        3 0.007310 2018  15
## 31    0.000000   0.000000  -7.480997        4 0.006173 2018  16
## 32    0.000000   0.000000 -10.000000        5 0.005434 2018  17
## 33    0.000000   0.000000 -10.000000        6 0.004726 2018  18
## 34    0.000000   0.000000  -5.940486        7 0.004209 2018  19
## 35    0.000000   0.000000   0.001000        8 0.003789 2018  20
## 36    0.000000   0.000000   0.001000        0 0.000000 2018  21
## 37    0.000000   0.000000   0.001000        0 0.000000 2018  22
## 38    0.000000   0.000000   0.001000        0 0.000000 2018  23
## 39    0.000000   0.000000   0.001000        0 0.006259 2018  24
## 40    0.000000   0.000000   0.001000        0 0.004834 2018  25
## 41    0.000000   0.000000   0.001000        0 0.004296 2018  26
## 42    0.000000   0.000000   0.001000        0 0.000000 2018  27
## 43    0.000000   0.000000   0.001000        0 0.000000 2018  28
## 44    0.000000   0.000000   0.001000        0 0.008114 2018  29
## 45    0.000000   0.000000   0.001000        0 0.006216 2018  30
## 46    0.000000   0.000000   0.001000        0 0.005371 2018  31
## 47    0.000000  57.696021   0.001000        0 0.000023 2018  32
## 48    0.000000   0.006242   0.001000        0 0.000506 2018  33
## 49    0.000000   0.464026   0.001000        0 0.000614 2018  34
## 50    0.473841  60.203081   0.001000        0 0.000024 2018  35
## 51    0.000000   8.190088   0.001000        0 0.000612 2018  36
## 52    0.000000  57.567042   0.001000        0 0.000023 2018  37
## 53    0.000000  57.469164   0.001000        0 0.000023 2018  38
## 54    0.000000  15.811582   0.001000        0 0.000604 2018  39
## 55    0.000000  54.290989   0.001000        0 0.000782 2018  40
## 56    0.000000  57.325164   0.001000        0 0.000023 2018  41
## 57    0.000000  21.608090   0.001000        0 0.000009 2018  42
## 58    0.000000  57.164342   0.001000        0 0.000023 2018  43
## 59    0.000000  57.398266   0.001000        0 0.000023 2018  44
## 60    0.000000  58.295303   0.001000        0 0.000656 2018  45
## 61    0.000000  56.979901   0.001000        0 0.000023 2018  46
## 62    0.000000  73.527214   0.001000        0 0.000839 2018  47
## 63    0.000000  57.262736   0.001000        0 0.000023 2018  48
## 64    0.000000  57.290839   0.001000        0 0.000023 2018  49
## 65    0.000000  57.184610   0.001000        0 0.000023 2018  50
## 66    0.000000  51.283088   0.001000        0 0.000021 2018  51
## 67    0.000000  33.456086   0.001000        0 0.000014 2018  52
## 68    0.000000  94.794094   0.001000        0 0.000717 2018  53
## 69    0.000000  76.710049   0.001000        0 0.000658 2018  54
## 70    0.000000  56.932809   0.001000        0 0.000150 2018  55
## 71    0.000000  57.128960   0.001000        0 0.000023 2018  56
## 72    0.000000  57.296388   0.001000        0 0.000023 2018  57
## 73    0.000000  89.022492   0.001000        0 0.000922 2018  58
## 74    0.000000  57.370550   0.001000        0 0.000023 2018  59
## 75    0.000000  57.294140   0.001000        0 0.000023 2018  60
## 76    0.000000  76.454897   0.001000        0 0.000975 2018  61
## 77    0.000000 125.823627   0.001000        0 0.000615 2018  62
## 78    0.000000 152.604049   0.001000        0 0.000549 2018  63
## 79    0.000000 135.052957   0.001000        0 0.000442 2018  64
## 80    0.000000  57.492730   0.001000        0 0.000023 2018  65
## 81    5.256140  64.452114   0.001000        0 0.000083 2018  66
## 82    0.000000   0.016164   0.001000        0 0.000444 2018  67
## 83    0.000000  46.847735   0.001000        0 0.000913 2018  68
## 84    0.000000  71.318440   0.001000        0 0.000296 2018  69
## 85    0.000000  57.456223   0.001000        0 0.000023 2018  70
## 86    4.307115  69.301415   0.001000        0 0.000028 2018  71
## 87    0.000000  26.942452   0.001000        0 0.001108 2018  72
## 88    0.000000   0.027523   0.001000        0 0.000260 2018  73
## 89    0.000000 150.900156   0.001000        0 0.000603 2018  74
## 90    0.000000 178.854894   0.001000        0 0.000551 2018  75
## 91    0.000000  56.990353   0.001000        0 0.000023 2018  76
## 92    0.000000 210.612321   0.001000        0 0.001367 2018  77
## 93    0.000000  57.163290   0.001000        0 0.000023 2018  78
## 94    0.000000  57.203155   0.001000        0 0.000023 2018  79
## 95    3.432872   0.015741   0.001000        0 0.000057 2018  80
## 96    0.000000  32.066856   0.001000        0 0.001113 2018  81
## 97    0.000000 106.545570   0.001000        0 0.000472 2018  82
## 98    0.000000  57.488022   0.001000        0 0.000023 2018  83
## 99    0.000000  57.302779   0.001000        0 0.000023 2018  84
## 100   0.000000  51.408791   0.001000        0 0.001049 2018  85
## 101   0.000000  87.959789   0.001000        0 0.000394 2018  86
## 102   0.000000 192.210876   0.001000        0 0.000550 2018  87
## 103   0.000000  56.985085   0.001000        0 0.000023 2018  88
## 104   0.000000 204.283653   0.001000        0 0.001312 2018  89
## 105   0.000000 215.785784   0.001000        0 0.000616 2018  90
## 106   0.000000 303.092177   0.001000        0 0.000704 2018  91
## 107   0.000000 303.556773   0.001000        0 0.000684 2018  92
## 108   0.000000 250.857842   0.001000        0 0.000551 2018  93
## 109   0.000000  57.181513   0.001000        0 0.000023 2018  94
## 110   0.000000 243.049490   0.001000        0 0.001452 2018  95
## 111   0.000000  57.152899   0.001000        0 0.000023 2018  96
## 112   0.000000  57.309451   0.001000        0 0.000023 2018  97
## 113   0.000000 139.176992   0.001000        0 0.001243 2018  98
## 114   0.000000  57.465442   0.001000        0 0.000023 2018  99
## 115   0.000000 201.109943   0.001000        0 0.001286 2018 100
## 116   0.000000 229.319836   0.001000        0 0.000624 2018 101
## 117   0.000000 312.831564   0.001000        0 0.000718 2018 102
## 118   0.000000 274.144775   0.001000        0 0.000613 2018 103
## 119   0.000000 204.532093   0.001000        0 0.000445 2018 104
## 120   0.000000  57.160020   0.001000        0 0.000023 2018 105
## 121   0.000000   0.025971   0.001000        0 0.000666 2018 106
## 122   0.000000 296.416890   0.001000        0 0.001102 2018 107
## 123   0.000000 363.892326   0.001000        0 0.000881 2018 108
## 124   0.000000 231.174874   0.001000        0 0.000627 2018 109
## 125   0.000000 312.455927   0.001000        0 0.000806 2018 110
## 126   0.000000 239.254327   0.001000        0 0.000571 2018 111
## 127   0.000000  57.247565   0.001000        0 0.000023 2018 112
## 128   0.000000  57.246443   0.001000        0 0.000023 2018 113
## 129   0.000000  57.125838   0.001000        0 0.000023 2018 114
## 130   0.000000 177.252014   0.001000        0 0.001162 2018 115
## 131   0.000000  57.149959   0.001000        0 0.000023 2018 116
## 132   0.000000 275.206014   0.001000        0 0.001397 2018 117
## 133   0.000000 304.371051   0.001000        0 0.000686 2018 118
## 134   0.000000 250.541482   0.001000        0 0.000643 2018 119
## 135   0.000000 353.770046   0.001000        0 0.000818 2018 120
## 136   0.000000 355.954744   0.001000        0 0.000848 2018 121
## 137   0.000000 313.606402   0.001000        0 0.000739 2018 122
## 138   0.000000 319.986229   0.001000        0 0.000780 2018 123
## 139   0.000000 316.826403   0.001000        0 0.000819 2018 124
## 140   0.000000 217.488468   0.001000        0 0.000463 2018 125
## 141   0.000000  56.867776   0.001000        0 0.000023 2018 126
## 142   0.000000  56.751108   0.001000        0 0.000023 2018 127
## 143   0.000000  56.837819   0.001000        0 0.000023 2018 128
## 144   0.000000  56.691438   0.001000        0 0.000023 2018 129
## 145   0.000000  56.515892   0.001000        0 0.000023 2018 130
## 146   0.000000 277.384474   0.001000        0 0.001444 2018 131
## 147   0.000000 254.640140   0.001000        0 0.000714 2018 132
## 148   0.000000 246.537039   0.001000        0 0.000728 2018 133
## 149   0.000000 228.880993   0.001000        0 0.000706 2018 134
## 150   0.000000  56.622453   0.001000        0 0.000023 2018 135
validationsmNSElistsite2<- c()
validationsmlnNSElistsite2<- c()
validationsmKGElistsite2<- c()


#for(i in 1:n) {  assign(paste0("vsmNSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$rz_storage","/valsubsetsm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$mergedsoilmoisture"))))))
#  valsmNSElist[[i]]<- eval(parse(text = paste0("vsmNSEobs",i))) }

#for(i in 1:n) {  assign(paste0("vsmlnNSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$rz_storage","/valsubsetsm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$mergedsoilmoisture")))), FUN = log, epsilon = "Pushpalatha2012", na.rm=TRUE))
#  valsmlnNSElist[[i]]<- eval(parse(text = paste0("vsmlnNSEobs",i))) }

for(i in 1:validationruns) {  assign(paste0("vsmKGEobs",i), KGE(sim = as.numeric(eval(parse(text = paste0("((valmergesm",i,"$root_zone.S","*valmergesm",i,"$potential_rz_store)","/valmergesm",i,"$root.depth)")))), obs = as.numeric(eval(parse(text = paste0("valmergesm",i,"$Site2"))))))
  validationsmKGElistsite2[[i]]<- eval(parse(text = paste0("vsmKGEobs",i))) }


validationsmKGElistsite2
## [[1]]
## [1] 0.4015475
## 
## [[2]]
## [1] 0.2824497
## 
## [[3]]
## [1] 0.6669743
## 
## [[4]]
## [1] 0.4354124
## 
## [[5]]
## [1] 0.2010042
## 
## [[6]]
## [1] 0.4419398
## 
## [[7]]
## [1] 0.5984903
## 
## [[8]]
## [1] 0.5005312
## 
## [[9]]
## [1] 0.03017316
## 
## [[10]]
## [1] 0.2721915
## 
## [[11]]
## [1] 0.09651556
## 
## [[12]]
## [1] 0.5644077
## 
## [[13]]
## [1] 0.3740968
## 
## [[14]]
## [1] 0.0518431
## 
## [[15]]
## [1] 0.4984058
## 
## [[16]]
## [1] 0.1743631
## 
## [[17]]
## [1] 0.1025667
## 
## [[18]]
## [1] -0.05972708
## 
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## [1] 0.4385559
## 
## [[20]]
## [1] 0.361138
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## [[21]]
## [1] 0.7010598
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## [[22]]
## [1] 0.5063416
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## [[23]]
## [1] 0.3261122
## 
## [[24]]
## [1] -0.3729745
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## [1] -0.1016073
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## [[26]]
## [1] 0.2807871
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## [1] -0.06585403
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## [1] 0.512134
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## [1] 0.4860167
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## [1] -0.5738489
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## [1] 0.612045
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## [1] 0.5718027
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## [1] 0.433794
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## [[34]]
## [1] -0.3488187
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## [[35]]
## [1] 0.4499523
## 
## [[36]]
## [1] 0.6110292
## 
## [[37]]
## [1] 0.2073327
## 
## [[38]]
## [1] 0.5746243
## 
## [[39]]
## [1] 0.425757
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## [[40]]
## [1] 0.05696988
## 
## [[41]]
## [1] 0.4689266
## 
## [[42]]
## [1] -0.04158593
## 
## [[43]]
## [1] -0.1032256
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## [[44]]
## [1] 0.449691
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## [1] 0.6683806
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## [1] 0.4930849
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## [1] 0.2338987
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## [1] 0.2919877
## 
## [[49]]
## [1] -0.02382655
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## [[50]]
## [1] 0.6400734
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## [1] -0.07165731
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## [1] -0.08431875
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## [1] -0.4794126
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## [1] -0.463184
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## [1] 0.2907533
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## [1] -0.04378601
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## [1] -0.1707326
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## [[58]]
## [1] 0.4417827
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## [[59]]
## [1] 0.5068403
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## [[60]]
## [1] 0.2966928
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## [[61]]
## [1] 0.1462386
## 
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## [1] -0.1039234
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## [1] -0.7601006
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## [1] 0.3207999
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## [1] -0.4913818
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## [1] -0.01608215
## 
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## [1] 0.4517825
## 
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## [1] -0.313272
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## [1] -0.2300664
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## [1] 0.391212
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## [1] 0.02229063
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## [[72]]
## [1] 0.179109
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## [1] 0.4177989
## 
## [[74]]
## [1] -0.09654682
## 
## [[75]]
## [1] 0.130242
## 
## [[76]]
## [1] -0.3591955
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## [[77]]
## [1] -0.4582281
## 
## [[78]]
## [1] -0.06192827
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## [[79]]
## [1] -0.07718189
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## [[80]]
## [1] 0.08172917
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## [[81]]
## [1] -0.1207989
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## [[82]]
## [1] -0.2674844
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## [[83]]
## [1] -0.7727915
## 
## [[84]]
## [1] -0.7390883
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## [[85]]
## [1] -0.4874141
## 
## [[86]]
## [1] -0.5194092
## 
## [[87]]
## [1] -0.5122027
## 
## [[88]]
## [1] 0.5255515
## 
## [[89]]
## [1] 0.4491533
## 
## [[90]]
## [1] -0.1939181
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## [[91]]
## [1] -0.5932237
## 
## [[92]]
## [1] 0.5045832
## 
## [[93]]
## [1] 0.5710299
## 
## [[94]]
## [1] -1.031985
## 
## [[95]]
## [1] -0.4994602
## 
## [[96]]
## [1] -1.053439
## 
## [[97]]
## [1] 0.04809557
## 
## [[98]]
## [1] -1.017165
## 
## [[99]]
## [1] -0.4713523
## 
## [[100]]
## [1] -0.3375036
## 
## [[101]]
## [1] -0.1221128
## 
## [[102]]
## [1] -0.2339238
## 
## [[103]]
## [1] -0.336274
## 
## [[104]]
## [1] -0.5012712
## 
## [[105]]
## [1] -1.425013
## 
## [[106]]
## [1] -0.04700391
## 
## [[107]]
## [1] -0.1101059
## 
## [[108]]
## [1] -0.1330841
## 
## [[109]]
## [1] -0.7313111
## 
## [[110]]
## [1] -1.309121
## 
## [[111]]
## [1] -0.3909246
## 
## [[112]]
## [1] -0.8871293
## 
## [[113]]
## [1] -2.749853
## 
## [[114]]
## [1] 0.2641505
## 
## [[115]]
## [1] -0.4735143
## 
## [[116]]
## [1] 0.4519437
## 
## [[117]]
## [1] 0.2100149
## 
## [[118]]
## [1] -0.2933385
## 
## [[119]]
## [1] -1.046713
## 
## [[120]]
## [1] -0.4260179
## 
## [[121]]
## [1] -0.8375438
## 
## [[122]]
## [1] -0.3480449
## 
## [[123]]
## [1] -0.3981001
## 
## [[124]]
## [1] -1.25556
## 
## [[125]]
## [1] -0.2423099
## 
## [[126]]
## [1] -1.171754
## 
## [[127]]
## [1] -0.5131733
## 
## [[128]]
## [1] -0.1713726
## 
## [[129]]
## [1] -0.5355139
## 
## [[130]]
## [1] -0.8964059
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## [[131]]
## [1] -0.1387146
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## [[132]]
## [1] -0.4708158
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## [[133]]
## [1] -1.067096
## 
## [[134]]
## [1] 0.3867729
## 
## [[135]]
## [1] 0.09388877
## 
## [[136]]
## [1] -0.691606
## 
## [[137]]
## [1] -0.236303
## 
## [[138]]
## [1] -0.3505814
## 
## [[139]]
## [1] -0.9616015
## 
## [[140]]
## [1] -0.5801984
## 
## [[141]]
## [1] 0.1580936
## 
## [[142]]
## [1] -0.4379598
## 
## [[143]]
## [1] -0.6988485
## 
## [[144]]
## [1] -0.5104536
## 
## [[145]]
## [1] -0.1668177
## 
## [[146]]
## [1] -0.717681
## 
## [[147]]
## [1] -1.341904
## 
## [[148]]
## [1] 0.2763367
## 
## [[149]]
## [1] 0.2862959
## 
## [[150]]
## [1] -0.4176399
## 
## [[151]]
## [1] 0.03881702
## 
## [[152]]
## [1] -0.03863229
## 
## [[153]]
## [1] -0.2261749
## 
## [[154]]
## [1] -0.1163931
## 
## [[155]]
## [1] -0.3900526
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## [[156]]
## [1] 0.1014008
## 
## [[157]]
## [1] -0.7124697
## 
## [[158]]
## [1] -0.446977
## 
## [[159]]
## [1] -0.2565445
## 
## [[160]]
## [1] -1.292953
## 
## [[161]]
## [1] -0.6909286
## 
## [[162]]
## [1] -0.4066685
## 
## [[163]]
## [1] -0.584167
## 
## [[164]]
## [1] -0.5657525
## 
## [[165]]
## [1] -0.529477
## 
## [[166]]
## [1] -0.689587
## 
## [[167]]
## [1] -0.2380016
## 
## [[168]]
## [1] -0.2204203
## 
## [[169]]
## [1] -0.2077565
## 
## [[170]]
## [1] -1.221304
## 
## [[171]]
## [1] -0.2324995
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## [[172]]
## [1] -0.9917987
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## [[173]]
## [1] -0.9768771
## 
## [[174]]
## [1] -0.4577399
## 
## [[175]]
## [1] -0.592356
## 
## [[176]]
## [1] -0.4689446
## 
## [[177]]
## [1] 0.2512774
## 
## [[178]]
## [1] -0.8830991
## 
## [[179]]
## [1] -0.5524207
## 
## [[180]]
## [1] -1.039062
## 
## [[181]]
## [1] -1.330109
## 
## [[182]]
## [1] -1.020774
## 
## [[183]]
## [1] -0.5612756
## 
## [[184]]
## [1] 0.3386659
## 
## [[185]]
## [1] -0.8532073
## 
## [[186]]
## [1] -1.23503
## 
## [[187]]
## [1] -1.243027
## 
## [[188]]
## [1] -1.689184
## 
## [[189]]
## [1] -1.154051
## 
## [[190]]
## [1] -1.114651
## 
## [[191]]
## [1] -0.4489409
## 
## [[192]]
## [1] -0.4873519
## 
## [[193]]
## [1] -1.419983
## 
## [[194]]
## [1] -1.119464
## 
## [[195]]
## [1] -1.731568
## 
## [[196]]
## [1] -1.334364
## 
## [[197]]
## [1] -3.036309
## 
## [[198]]
## [1] -3.059001
## 
## [[199]]
## [1] -2.782463
## 
## [[200]]
## [1] -2.096045

run model 20 times for patch 3 - only for validation time series

input_rhessys = IOin_rhessys_input(
  version = rh_path,
  tec_file = "tecfiles/tec_daily",
  world_file = "CWWS32static.world.Y2018M10D31H1.state.Y2018M10D31H1.state",
  world_hdr_prefix = "CWWS32static",
  flowtable = "CWWS32static1.flow",
  start = "2015 11 1 1",
  end = "2018 11 1 1",
  output_folder = "out",
  output_prefix = "cwws32valstatic3",
 commandline_options = c("-b -p 1 108 149478 149478"))

#commandline_options = c("-b -g -p 1 110 136557 136557 -p 1 108 141942 141942 -p 1 108 149478 149478"))

## TEC file dictates model output, begin output a year in to allow model SM to stabilize
# do not output_state or worldfile may be overwritten as output is created
input_tec_data = IOin_tec_std(start = "2017 11 1 1",
                              end = "2018 11 1 1",
                              output_state = FALSE)

input_hdr = IOin_hdr(
  basin = "defs/basin.def",
  hillslope = "defs/hillslope.def",
  zone = "defs/zone.def",
  soil = c("defs/soil_clay.def","defs/soil_clayloam.def","defs/soil_loam.def","defs/soil_loamysand.def","defs/soil_rock.def","defs/soil_sand.def","defs/soil_sandyclay.def","defs/soil_sandyclayloam.def","defs/soil_sandyloam.def","defs/soil_silt.def","defs/soil_siltyclay.def","defs/soil_siltyclayloam.def","defs/soil_siltyloam.def","defs/soil_water.def", "defs/soil_shallowloam.def", "defs/soil_shallowsandyclayloam.def", "defs/soil_shallowsandyloam.def"),
  landuse = "defs/lu_undev.def",
  stratum = c("defs/veg_deciduous/veg_deciduous.def","defs/veg_evergreen/veg_evergreen.def","defs/veg_deciduous_BES.def","defs/veg_eucalypt.def","defs/veg_grass.def","defs/veg_lawn_2cm.def","defs/veg_lawn_5cm.def","defs/veg_lawn_10cm.def","defs/veg_nonveg.def"),
  basestations = "clim/cwtws32local.base")

run model in parallel

n.cores <- parallel::detectCores() - 4  
  
my.cluster <- parallel::makeCluster(
    n.cores, 
    type = "PSOCK"
  )
doParallel::registerDoParallel(cl = my.cluster)

start_time = Sys.time()
  
  foreach(i = 1:validationruns, .packages = 'RHESSysIOinR') %dopar% {
    
    stdpars<- IOin_std_pars(m = topstatic[i,]$m,
                            k = topstatic[i,]$k,
                            soil_dep= topstatic[i,]$soil_dep,
                            m_v = topstatic[i,]$m_v,
                            k_v = topstatic[i,]$k_v,
                            gw1 = topstatic[i,]$gw1,
                            gw2 = topstatic[i,]$gw2,
                            pa = topstatic[i,]$pa,
                            po = topstatic[i,]$po,
                            vgseng1 = topstatic[i,]$vgseng1,
                            vgseng2 = topstatic[i,]$vgseng2,
                            vgseng3 = topstatic[i,]$vgseng3)
    
    run_rhessys_single(input_rhessys = input_rhessys,
                       hdr_files = input_hdr,
                       tec_data = input_tec_data,
                       std_pars = stdpars,
                       runID = i)
  } 
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  end_time = Sys.time()
  end_time - start_time
## Time difference of 1.117947 hours

read 20 runs, create table and append to table

# Read in RHESSys Validation runs
for(i in 1:validationruns) { assign(paste0("cwws32valstatic3_run",i), readin_rhessys_output(paste0("out/cwws32valstatic3_run",i)))}
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
##merge calibration runs with observed so dates match up, instead of subsetting 

for(i in 1:validationruns) { assign(paste0("valmergesm",i), merge(obsws32smvalclean,eval(parse(text = paste0("cwws32valstatic3_run",i,"$pd"))), by.x = "Date", by.y="date", all = FALSE))
  assign(paste0("valsubsetsm",i),eval(parse(text = paste0("valmergesm",i)))[eval(parse(text = paste0("valmergesm",i,"$date"))) >= Valdates[1] & eval(parse(text = paste0("valmergesm",i,"$date"))) <= Valdates[2], ])}


validationsmNSElistsite3<- c()
validationsmlnNSElistsite3<- c()
validationsmKGElistsite3<- c()

#for(i in 1:n) {  assign(paste0("vsmNSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$rz_storage","/valsubsetsm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$mergedsoilmoisture"))))))
#  valsmNSElist[[i]]<- eval(parse(text = paste0("vsmNSEobs",i))) }

#for(i in 1:n) {  assign(paste0("vsmlnNSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$rz_storage","/valsubsetsm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$mergedsoilmoisture")))), FUN = log, epsilon = "Pushpalatha2012", na.rm=TRUE))
#  valsmlnNSElist[[i]]<- eval(parse(text = paste0("vsmlnNSEobs",i))) }

for(i in 1:validationruns) {  assign(paste0("vsmKGEobs",i), KGE(sim = as.numeric(eval(parse(text = paste0("((valmergesm",i,"$root_zone.S","*valmergesm",i,"$potential_rz_store)","/valmergesm",i,"$root.depth)")))), obs = as.numeric(eval(parse(text = paste0("valmergesm",i,"$Site3"))))))
  validationsmKGElistsite3[[i]]<- eval(parse(text = paste0("vsmKGEobs",i))) }


validationsmKGElistsite3
## [[1]]
## [1] NA
## 
## [[2]]
## [1] -0.4038537
## 
## [[3]]
## [1] NA
## 
## [[4]]
## [1] -0.4441176
## 
## [[5]]
## [1] -0.2829998
## 
## [[6]]
## [1] NA
## 
## [[7]]
## [1] NA
## 
## [[8]]
## [1] -0.4949275
## 
## [[9]]
## [1] -0.1682098
## 
## [[10]]
## [1] -0.3541458
## 
## [[11]]
## [1] NA
## 
## [[12]]
## [1] -0.3073557
## 
## [[13]]
## [1] -3.759889
## 
## [[14]]
## [1] -0.3797762
## 
## [[15]]
## [1] -0.006189591
## 
## [[16]]
## [1] NA
## 
## [[17]]
## [1] -0.4839551
## 
## [[18]]
## [1] -2.485865
## 
## [[19]]
## [1] -2.22001
## 
## [[20]]
## [1] -0.1513397
## 
## [[21]]
## [1] NA
## 
## [[22]]
## [1] -0.3709702
## 
## [[23]]
## [1] -0.2616589
## 
## [[24]]
## [1] -3.78139
## 
## [[25]]
## [1] -2.957832
## 
## [[26]]
## [1] -3.195682
## 
## [[27]]
## [1] 0.002148149
## 
## [[28]]
## [1] -0.4518511
## 
## [[29]]
## [1] -3.608331
## 
## [[30]]
## [1] -1.541154
## 
## [[31]]
## [1] -1.751062
## 
## [[32]]
## [1] -0.4481715
## 
## [[33]]
## [1] NA
## 
## [[34]]
## [1] -0.2667164
## 
## [[35]]
## [1] -1.583679
## 
## [[36]]
## [1] NA
## 
## [[37]]
## [1] NA
## 
## [[38]]
## [1] -3.058543
## 
## [[39]]
## [1] NA
## 
## [[40]]
## [1] -0.3584334
## 
## [[41]]
## [1] NA
## 
## [[42]]
## [1] -0.3549047
## 
## [[43]]
## [1] -1.564499
## 
## [[44]]
## [1] -0.2867178
## 
## [[45]]
## [1] -3.017881
## 
## [[46]]
## [1] NA
## 
## [[47]]
## [1] NA
## 
## [[48]]
## [1] NA
## 
## [[49]]
## [1] -0.06397959
## 
## [[50]]
## [1] -0.4678156
## 
## [[51]]
## [1] -2.689467
## 
## [[52]]
## [1] 0.2740707
## 
## [[53]]
## [1] -0.07242892
## 
## [[54]]
## [1] -0.02316574
## 
## [[55]]
## [1] -0.3830031
## 
## [[56]]
## [1] -2.029546
## 
## [[57]]
## [1] -0.06133135
## 
## [[58]]
## [1] NA
## 
## [[59]]
## [1] NA
## 
## [[60]]
## [1] -3.083808
## 
## [[61]]
## [1] -0.8680869
## 
## [[62]]
## [1] -0.4310636
## 
## [[63]]
## [1] -0.2647418
## 
## [[64]]
## [1] NA
## 
## [[65]]
## [1] -2.54079
## 
## [[66]]
## [1] -0.2643258
## 
## [[67]]
## [1] NA
## 
## [[68]]
## [1] -0.3231448
## 
## [[69]]
## [1] -0.5916765
## 
## [[70]]
## [1] -0.2741952
## 
## [[71]]
## [1] -4.109573
## 
## [[72]]
## [1] -2.834185
## 
## [[73]]
## [1] NA
## 
## [[74]]
## [1] -0.2454775
## 
## [[75]]
## [1] NA
## 
## [[76]]
## [1] -1.443026
## 
## [[77]]
## [1] -1.138745
## 
## [[78]]
## [1] -3.081481
## 
## [[79]]
## [1] -2.261106
## 
## [[80]]
## [1] -2.252952
## 
## [[81]]
## [1] -0.1091676
## 
## [[82]]
## [1] NA
## 
## [[83]]
## [1] -0.284409
## 
## [[84]]
## [1] -1.128685
## 
## [[85]]
## [1] -1.779215
## 
## [[86]]
## [1] -1.689436
## 
## [[87]]
## [1] -0.1580944
## 
## [[88]]
## [1] NA
## 
## [[89]]
## [1] -0.3010353
## 
## [[90]]
## [1] NA
## 
## [[91]]
## [1] -0.3039084
## 
## [[92]]
## [1] NA
## 
## [[93]]
## [1] NA
## 
## [[94]]
## [1] NA
## 
## [[95]]
## [1] -1.459609
## 
## [[96]]
## [1] -1.654818
## 
## [[97]]
## [1] NA
## 
## [[98]]
## [1] -0.3603222
## 
## [[99]]
## [1] -1.689316
## 
## [[100]]
## [1] -0.3167996
## 
## [[101]]
## [1] -0.2940424
## 
## [[102]]
## [1] -0.4843722
## 
## [[103]]
## [1] -0.1143271
## 
## [[104]]
## [1] -2.103603
## 
## [[105]]
## [1] -1.845447
## 
## [[106]]
## [1] NA
## 
## [[107]]
## [1] -0.3178305
## 
## [[108]]
## [1] -0.3510311
## 
## [[109]]
## [1] NA
## 
## [[110]]
## [1] -0.2713909
## 
## [[111]]
## [1] NA
## 
## [[112]]
## [1] -0.1594653
## 
## [[113]]
## [1] -0.1825748
## 
## [[114]]
## [1] -1.951727
## 
## [[115]]
## [1] -1.283334
## 
## [[116]]
## [1] -3.211268
## 
## [[117]]
## [1] NA
## 
## [[118]]
## [1] -1.00045
## 
## [[119]]
## [1] -0.05135736
## 
## [[120]]
## [1] NA
## 
## [[121]]
## [1] -3.031575
## 
## [[122]]
## [1] -1.689026
## 
## [[123]]
## [1] -0.1028503
## 
## [[124]]
## [1] -0.1569929
## 
## [[125]]
## [1] -1.816362
## 
## [[126]]
## [1] -0.2010366
## 
## [[127]]
## [1] -0.5930048
## 
## [[128]]
## [1] NA
## 
## [[129]]
## [1] -0.6161866
## 
## [[130]]
## [1] NA
## 
## [[131]]
## [1] -1.816511
## 
## [[132]]
## [1] -0.4179308
## 
## [[133]]
## [1] NA
## 
## [[134]]
## [1] NA
## 
## [[135]]
## [1] NA
## 
## [[136]]
## [1] -0.8488456
## 
## [[137]]
## [1] -0.2660911
## 
## [[138]]
## [1] NA
## 
## [[139]]
## [1] -0.5258089
## 
## [[140]]
## [1] -0.5929616
## 
## [[141]]
## [1] -2.43113
## 
## [[142]]
## [1] -0.3307133
## 
## [[143]]
## [1] -0.4676901
## 
## [[144]]
## [1] -1.319835
## 
## [[145]]
## [1] -0.1728919
## 
## [[146]]
## [1] NA
## 
## [[147]]
## [1] -0.02601086
## 
## [[148]]
## [1] NA
## 
## [[149]]
## [1] -0.4158942
## 
## [[150]]
## [1] -0.07444531
## 
## [[151]]
## [1] NA
## 
## [[152]]
## [1] NA
## 
## [[153]]
## [1] NA
## 
## [[154]]
## [1] NA
## 
## [[155]]
## [1] -0.4780017
## 
## [[156]]
## [1] NA
## 
## [[157]]
## [1] -1.052292
## 
## [[158]]
## [1] NA
## 
## [[159]]
## [1] NA
## 
## [[160]]
## [1] -0.5279825
## 
## [[161]]
## [1] -0.3158908
## 
## [[162]]
## [1] NA
## 
## [[163]]
## [1] NA
## 
## [[164]]
## [1] NA
## 
## [[165]]
## [1] NA
## 
## [[166]]
## [1] NA
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## [[167]]
## [1] NA
## 
## [[168]]
## [1] NA
## 
## [[169]]
## [1] NA
## 
## [[170]]
## [1] -0.2389063
## 
## [[171]]
## [1] NA
## 
## [[172]]
## [1] NA
## 
## [[173]]
## [1] NA
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## [[174]]
## [1] NA
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## [[175]]
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## [[176]]
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## [[177]]
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## [[178]]
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## [[179]]
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## [[180]]
## [1] NA
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## [[181]]
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## [[182]]
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## [[184]]
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## [[185]]
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## [[189]]
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## [[190]]
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## [[194]]
## [1] NA
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## [[195]]
## [1] NA
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## [[196]]
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## [[197]]
## [1] NA
## 
## [[198]]
## [1] NA
## 
## [[199]]
## [1] NA
## 
## [[200]]
## [1] NA
valmergesm2
##           Date mergedsoilmoisture     Site3     Site2     Site1 day month year
## 1   2017-12-17          0.1812803 0.2184210 0.1298160 0.1827378  17    12 2017
## 2   2017-12-18          0.1813529 0.2184097 0.1318113 0.1814523  18    12 2017
## 3   2017-12-19          0.1786329 0.2147977 0.1310752 0.1781363  19    12 2017
## 4   2017-12-20          0.2045600 0.2352214 0.1611586 0.2064497  20    12 2017
## 5   2017-12-21          0.2121985 0.2435130 0.1689051 0.2133542  21    12 2017
## 6   2017-12-22          0.2034018 0.2369948 0.1599421 0.2024036  22    12 2017
## 7   2017-12-23          0.2159135 0.2474115 0.1737037 0.2160729  23    12 2017
## 8   2017-12-24          0.2180366 0.2508741 0.1779583 0.2152578  24    12 2017
## 9   2017-12-25          0.2051297 0.2392457 0.1649375 0.2011580  25    12 2017
## 10  2017-12-26          0.1967778 0.2311780 0.1564815 0.1925998  26    12 2017
## 11  2017-12-27          0.1907229 0.2253247 0.1504178 0.1863498  27    12 2017
## 12  2017-12-28          0.1860186 0.2206840 0.1457465 0.1815573  28    12 2017
## 13  2017-12-29          0.1822263 0.2169158 0.1421042 0.1776285  29    12 2017
## 14  2017-12-30          0.1789890 0.2136771 0.1389468 0.1743325  30    12 2017
## 15  2017-12-31          0.1760297 0.2104852 0.1361690 0.1714696  31    12 2017
## 16  2018-01-01          0.1730221 0.2068863 0.1335336 0.1687743   1     1 2018
## 17  2018-01-02          0.1699094 0.2026606 0.1310185 0.1663264   2     1 2018
## 18  2018-01-03          0.1674965 0.1998021 0.1287234 0.1642708   3     1 2018
## 19  2018-01-04          0.1650735 0.1969184 0.1264468 0.1621988   4     1 2018
## 20  2018-01-05          0.1623993 0.1935668 0.1236840 0.1602682   5     1 2018
## 21  2018-01-06          0.1599766 0.1904905 0.1211806 0.1585599   6     1 2018
## 22  2018-01-07          0.1576960 0.1877726 0.1186574 0.1568984   7     1 2018
## 23  2018-01-08          0.1568914 0.1872422 0.1174618 0.1561128   8     1 2018
## 24  2018-01-09          0.1574485 0.1894384 0.1169259 0.1558507   9     1 2018
## 25  2018-01-10          0.1592184 0.1939688 0.1176424 0.1556502  10     1 2018
## 26  2018-01-11          0.2106263 0.2476406 0.1661053 0.2070026  11     1 2018
## 27  2018-01-12          0.2585713 0.3023993 0.2126192 0.2492075  12     1 2018
## 28  2018-01-13          0.2298163 0.2697049 0.1885231 0.2208976  13     1 2018
## 29  2018-01-14          0.2101749 0.2461050 0.1714329 0.2033012  14     1 2018
## 30  2018-01-15          0.2000193 0.2340321 0.1618090 0.1946641  15     1 2018
## 31  2018-01-16          0.1934378 0.2271962 0.1552234 0.1883403  16     1 2018
## 32  2018-01-17          0.1884672 0.2222873 0.1504387 0.1831684  17     1 2018
## 33  2018-01-18          0.1847465 0.2177543 0.1464155 0.1804870  18     1 2018
## 34  2018-01-19          0.1827311 0.2160347 0.1430255 0.1792066  19     1 2018
## 35  2018-01-20          0.1806938 0.2148377 0.1400914 0.1770017  20     1 2018
## 36  2018-01-21          0.1788930 0.2141354 0.1381655 0.1741962  21     1 2018
## 37  2018-01-22          0.1816379 0.2176727 0.1396944 0.1770608  22     1 2018
## 38  2018-01-23          0.2099719 0.2426632 0.1698900 0.2073420  23     1 2018
## 39  2018-01-24          0.2042055 0.2377882 0.1643600 0.2005069  24     1 2018
## 40  2018-01-25          0.1978362 0.2319010 0.1582002 0.1934983  25     1 2018
## 41  2018-01-26          0.1925960 0.2267535 0.1530544 0.1880946  26     1 2018
## 42  2018-01-27          0.1913684 0.2261970 0.1498113 0.1877075  27     1 2018
## 43  2018-01-28          0.2227986 0.2548967 0.1778299 0.2244271  28     1 2018
## 44  2018-01-29          0.2251622 0.2590182 0.1841771 0.2220451  29     1 2018
## 45  2018-01-30          0.2114195 0.2458255 0.1703889 0.2077865  30     1 2018
## 46  2018-01-31          0.2024122 0.2366563 0.1618900 0.1985599  31     1 2018
## 47  2018-02-01          0.1966335 0.2307604 0.1560451 0.1929479   1     2 2018
## 48  2018-02-02          0.1958087 0.2303811 0.1535116 0.1929592   2     2 2018
## 49  2018-02-03          0.1918223 0.2255894 0.1503773 0.1891389   3     2 2018
## 50  2018-02-04          0.2215597 0.2586415 0.1716586 0.2219036   4     2 2018
## 51  2018-02-05          0.2242181 0.2588863 0.1816354 0.2214870   5     2 2018
## 52  2018-02-06          0.2119706 0.2460191 0.1716088 0.2081936   6     2 2018
## 53  2018-02-07          0.2403602 0.2747222 0.1988044 0.2371649   7     2 2018
## 54  2018-02-08          0.2277506 0.2657526 0.1858970 0.2211389   8     2 2018
## 55  2018-02-09          0.2117093 0.2479861 0.1712176 0.2058012   9     2 2018
## 56  2018-02-10          0.2263567 0.2620903 0.1832708 0.2229375  10     2 2018
## 57  2018-02-11          0.2594152        NA 0.2386782 0.2749679  11     2 2018
## 58  2018-02-12          0.2177703        NA 0.1980856 0.2325339  12     2 2018
## 59  2018-02-13          0.2526821 0.3420382 0.1811157 0.2170009  13     2 2018
## 60  2018-02-14          0.2187074 0.2685182 0.1701852 0.2052882  14     2 2018
## 61  2018-02-15          0.2141866 0.2565538 0.1676806 0.2066988  15     2 2018
## 62  2018-02-16          0.2078769 0.2455486 0.1646400 0.2026328  16     2 2018
## 63  2018-02-17          0.2023741 0.2391111 0.1590405 0.1981372  17     2 2018
## 64  2018-02-18          0.2103213 0.2463655 0.1647130 0.2084835  18     2 2018
## 65  2018-02-19          0.2066506 0.2421328 0.1613194 0.2051667  19     2 2018
## 66  2018-02-20          0.2011578 0.2357995 0.1573102 0.1994019  20     2 2018
## 67  2018-02-21          0.2304523 0.2652378 0.1867384 0.2284523  21     2 2018
## 68  2018-02-22          0.2259672 0.2614158 0.1850486 0.2212075  22     2 2018
## 69  2018-02-23          0.2114646 0.2466120 0.1711169 0.2065781  23     2 2018
## 70  2018-02-24          0.2029441 0.2381710 0.1622558 0.1982335  24     2 2018
## 71  2018-02-25          0.2018564 0.2393038 0.1585914 0.1968576  25     2 2018
## 72  2018-02-26          0.2042301 0.2415321 0.1595822 0.2004141  26     2 2018
## 73  2018-02-27          0.1995574 0.2352457 0.1563762 0.1962552  27     2 2018
## 74  2018-02-28          0.2057860 0.2428750 0.1602326 0.2028620  28     2 2018
## 75  2018-03-01          0.2489119 0.2840321 0.2047778 0.2468924   1     3 2018
## 76  2018-03-02          0.2292061 0.2686840 0.1862639 0.2219349   2     3 2018
## 77  2018-03-03          0.2128520 0.2514045 0.1705255 0.2060443   3     3 2018
## 78  2018-03-04          0.2033614 0.2409384 0.1614676 0.1972049   4     3 2018
## 79  2018-03-05          0.1965865 0.2332422 0.1551944 0.1909748   5     3 2018
## 80  2018-03-06          0.2052393 0.2435052 0.1590255 0.2016337   6     3 2018
## 81  2018-03-07          0.2119353 0.2464280 0.1661713 0.2117656   7     3 2018
## 82  2018-03-08          0.2067156 0.2389826 0.1597778 0.2096519   8     3 2018
## 83  2018-03-09          0.2004845 0.2327387 0.1543472 0.2028333   9     3 2018
## 84  2018-03-10          0.1957295 0.2281016 0.1500116 0.1976458  10     3 2018
## 85  2018-03-11          0.1919861 0.2243811 0.1463588 0.1938116  11     3 2018
## 86  2018-03-12          0.2025691 0.2368247 0.1501875 0.2075998  12     3 2018
## 87  2018-03-13          0.2017443 0.2339063 0.1517373 0.2070877  13     3 2018
## 88  2018-03-14          0.1974754 0.2298194 0.1485509 0.2018247  14     3 2018
## 89  2018-03-15          0.1936638 0.2264358 0.1453831 0.1971024  15     3 2018
## 90  2018-03-16          0.1900477 0.2228429 0.1423264 0.1930434  16     3 2018
## 91  2018-03-17          0.1877393 0.2206745 0.1395810 0.1909227  17     3 2018
## 92  2018-03-18          0.1905354 0.2259635 0.1386458 0.1940243  18     3 2018
## 93  2018-03-19          0.1901329 0.2256233 0.1380532 0.1937023  19     3 2018
## 94  2018-03-20          0.2072206 0.2431823 0.1490359 0.2148976  20     3 2018
## 95  2018-03-21          0.2128883 0.2453212 0.1578299 0.2217491  21     3 2018
## 96  2018-03-22          0.2075410 0.2405356 0.1544282 0.2143811  22     3 2018
## 97  2018-03-23          0.2024549 0.2355833 0.1507025 0.2081406  23     3 2018
## 98  2018-03-24          0.1993210 0.2326936 0.1475405 0.2047839  24     3 2018
## 99  2018-03-25          0.2166313 0.2498394 0.1597975 0.2260486  25     3 2018
## 100 2018-03-26          0.2121376 0.2440990 0.1599988 0.2192804  26     3 2018
## 101 2018-03-27          0.2056414 0.2378082 0.1552662 0.2112561  27     3 2018
## 102 2018-03-28          0.2002648 0.2323446 0.1511817 0.2049974  28     3 2018
## 103 2018-03-29          0.2006057 0.2330764 0.1502801 0.2058793  29     3 2018
## 104 2018-03-30          0.2255177 0.2530920 0.1760208 0.2350660  30     3 2018
## 105 2018-03-31          0.2150303 0.2447335 0.1675706 0.2209219  31     3 2018
## 106 2018-04-01          0.2069646 0.2373377 0.1602535 0.2116250   1     4 2018
## 107 2018-04-02          0.2005587 0.2311814 0.1541250 0.2047613   2     4 2018
## 108 2018-04-03          0.1953756 0.2262899 0.1490255 0.1992240   3     4 2018
## 109 2018-04-04          0.1962923 0.2295095 0.1461979 0.2006458   4     4 2018
## 110 2018-04-05          0.1934653 0.2269696 0.1437060 0.1972804   5     4 2018
## 111 2018-04-06          0.1907393 0.2251259 0.1406759 0.1939002   6     4 2018
## 112 2018-04-07          0.2162749 0.2500877 0.1606632 0.2241710   7     4 2018
## 113 2018-04-08          0.2142361 0.2459740 0.1637072 0.2203950   8     4 2018
## 114 2018-04-09          0.2083649 0.2414036 0.1575637 0.2134271   9     4 2018
## 115 2018-04-10          0.2035641 0.2366189 0.1536088 0.2079757  10     4 2018
## 116 2018-04-11          0.1985177 0.2312960 0.1493970 0.2025799  11     4 2018
## 117 2018-04-12          0.1938879 0.2266094 0.1450822 0.1977708  12     4 2018
## 118 2018-04-13          0.1897607 0.2225330 0.1410868 0.1934939  13     4 2018
## 119 2018-04-14          0.1861888 0.2190686 0.1376424 0.1897187  14     4 2018
## 120 2018-04-15          0.2267652 0.2573394 0.1796586 0.2315208  15     4 2018
## 121 2018-04-16          0.2352825 0.2709479 0.1876516 0.2353403  16     4 2018
## 122 2018-04-17          0.2187042 0.2539436 0.1719479 0.2185321  17     4 2018
## 123 2018-04-18          0.2088741 0.2433733 0.1627118 0.2089965  18     4 2018
## 124 2018-04-19          0.2016534 0.2354809 0.1558704 0.2021632  19     4 2018
## 125 2018-04-20          0.1961351 0.2297092 0.1502894 0.1969453  20     4 2018
## 126 2018-04-21          0.1915013 0.2250877 0.1454896 0.1924236  21     4 2018
## 127 2018-04-22          0.1883138 0.2221033 0.1417083 0.1894783  22     4 2018
## 128 2018-04-23          0.2570006 0.2928273 0.2113310 0.2554262  23     4 2018
## 129 2018-04-24          0.2662503 0.3156189 0.2124942 0.2571988  24     4 2018
## 130 2018-04-25          0.2356152 0.2778342 0.1868507 0.2299696  25     4 2018
## 131 2018-04-26          0.2246237 0.2655755 0.1754988 0.2205156  26     4 2018
## 132 2018-04-27          0.2251174 0.2625469 0.1765451 0.2241172  27     4 2018
## 133 2018-04-28          0.2142165 0.2513707 0.1661273 0.2131293  28     4 2018
## 134 2018-04-29          0.2061856 0.2437292 0.1575150 0.2051450  29     4 2018
## 135 2018-04-30          0.1998873 0.2375208 0.1509155 0.1989826  30     4 2018
## 136 2018-05-01          0.1946701 0.2322135 0.1456887 0.1938628   1     5 2018
## 137 2018-05-02          0.1905331 0.2286172 0.1412465 0.1894141   2     5 2018
## 138 2018-05-03          0.1862787 0.2238941 0.1374086 0.1853160   3     5 2018
## 139 2018-05-04          0.1821768 0.2190781 0.1339653 0.1814340   4     5 2018
## 140 2018-05-05          0.1787459 0.2156814 0.1309086 0.1776884   5     5 2018
## 141 2018-05-06          0.1771430 0.2143819 0.1283380 0.1765078   6     5 2018
## 142 2018-05-07          0.1816304 0.2184427 0.1335903 0.1808481   7     5 2018
## 143 2018-05-08          0.1969321 0.2361970 0.1438322 0.1974922   8     5 2018
## 144 2018-05-09          0.1949738 0.2357708 0.1394086 0.1958507   9     5 2018
## 145 2018-05-10          0.1898592 0.2300799 0.1351667 0.1906580  10     5 2018
## 146 2018-05-11          0.1844252 0.2234852 0.1313345 0.1851832  11     5 2018
## 147 2018-05-12          0.1788747 0.2176962 0.1274792 0.1785998  12     5 2018
## 148 2018-05-13          0.1733239 0.2124896 0.1235127 0.1715165  13     5 2018
## 149 2018-05-14          0.1679975 0.2079583 0.1197731 0.1642049  14     5 2018
## 150 2018-05-15          0.1646196 0.2067674 0.1166227 0.1584696  15     5 2018
##     basinID hillID zoneID patchID familyID family_horizon   rain_thr
## 1         1    108 149478  149478    -9999              0   0.236950
## 2         1    108 149478  149478    -9999              0   0.744942
## 3         1    108 149478  149478    -9999              0   0.000000
## 4         1    108 149478  149478    -9999              0  32.748942
## 5         1    108 149478  149478    -9999              0   0.000000
## 6         1    108 149478  149478    -9999              0   6.078942
## 7         1    108 149478  149478    -9999              0  23.096942
## 8         1    108 149478  149478    -9999              0   0.000000
## 9         1    108 149478  149478    -9999              0   0.000000
## 10        1    108 149478  149478    -9999              0   0.000000
## 11        1    108 149478  149478    -9999              0   0.000000
## 12        1    108 149478  149478    -9999              0   0.000000
## 13        1    108 149478  149478    -9999              0   0.000000
## 14        1    108 149478  149478    -9999              0   0.000000
## 15        1    108 149478  149478    -9999              0   0.370675
## 16        1    108 149478  149478    -9999              0   0.000000
## 17        1    108 149478  149478    -9999              0   0.000000
## 18        1    108 149478  149478    -9999              0   0.000000
## 19        1    108 149478  149478    -9999              0   0.000000
## 20        1    108 149478  149478    -9999              0   0.000000
## 21        1    108 149478  149478    -9999              0   0.000000
## 22        1    108 149478  149478    -9999              0   0.000000
## 23        1    108 149478  149478    -9999              0   1.252964
## 24        1    108 149478  149478    -9999              0   0.000000
## 25        1    108 149478  149478    -9999              0   2.522964
## 26        1    108 149478  149478    -9999              0  84.322139
## 27        1    108 149478  149478    -9999              0  35.288964
## 28        1    108 149478  149478    -9999              0   0.508794
## 29        1    108 149478  149478    -9999              0   0.000000
## 30        1    108 149478  149478    -9999              0   0.054064
## 31        1    108 149478  149478    -9999              0   0.998978
## 32        1    108 149478  149478    -9999              0   0.210012
## 33        1    108 149478  149478    -9999              0   0.000000
## 34        1    108 149478  149478    -9999              0   0.000000
## 35        1    108 149478  149478    -9999              0   0.000000
## 36        1    108 149478  149478    -9999              0   0.000000
## 37        1    108 149478  149478    -9999              0  27.414978
## 38        1    108 149478  149478    -9999              0   0.494571
## 39        1    108 149478  149478    -9999              0   0.000000
## 40        1    108 149478  149478    -9999              0   0.000000
## 41        1    108 149478  149478    -9999              0   0.000000
## 42        1    108 149478  149478    -9999              0  14.969003
## 43        1    108 149478  149478    -9999              0  27.669003
## 44        1    108 149478  149478    -9999              0   0.000000
## 45        1    108 149478  149478    -9999              0   0.000000
## 46        1    108 149478  149478    -9999              0   0.000000
## 47        1    108 149478  149478    -9999              0   3.285024
## 48        1    108 149478  149478    -9999              0   0.000000
## 49        1    108 149478  149478    -9999              0   0.000000
## 50        1    108 149478  149478    -9999              0  36.813024
## 51        1    108 149478  149478    -9999              0   0.000000
## 52        1    108 149478  149478    -9999              0   2.015024
## 53        1    108 149478  149478    -9999              0  49.259024
## 54        1    108 149478  149478    -9999              0   0.000000
## 55        1    108 149478  149478    -9999              0   0.000000
## 56        1    108 149478  149478    -9999              0  83.041044
## 57        1    108 149478  149478    -9999              0 107.933044
## 58        1    108 149478  149478    -9999              0  11.926953
## 59        1    108 149478  149478    -9999              0   3.285044
## 60        1    108 149478  149478    -9999              0   0.000000
## 61        1    108 149478  149478    -9999              0   8.365044
## 62        1    108 149478  149478    -9999              0   0.000000
## 63        1    108 149478  149478    -9999              0  13.445069
## 64        1    108 149478  149478    -9999              0   2.777069
## 65        1    108 149478  149478    -9999              0   1.761069
## 66        1    108 149478  149478    -9999              0   2.777069
## 67        1    108 149478  149478    -9999              0  38.591069
## 68        1    108 149478  149478    -9999              0   0.000000
## 69        1    108 149478  149478    -9999              0   0.000000
## 70        1    108 149478  149478    -9999              0   0.237069
## 71        1    108 149478  149478    -9999              0  10.397091
## 72        1    108 149478  149478    -9999              0   4.047091
## 73        1    108 149478  149478    -9999              0   0.000000
## 74        1    108 149478  149478    -9999              0  31.987091
## 75        1    108 149478  149478    -9999              0  34.019091
## 76        1    108 149478  149478    -9999              0   0.000000
## 77        1    108 149478  149478    -9999              0   0.000000
## 78        1    108 149478  149478    -9999              0   0.000000
## 79        1    108 149478  149478    -9999              0   0.000000
## 80        1    108 149478  149478    -9999              0  19.287109
## 81        1    108 149478  149478    -9999              0   1.209462
## 82        1    108 149478  149478    -9999              0   0.000000
## 83        1    108 149478  149478    -9999              0   0.000000
## 84        1    108 149478  149478    -9999              0   0.000000
## 85        1    108 149478  149478    -9999              0   3.031109
## 86        1    108 149478  149478    -9999              0  11.667109
## 87        1    108 149478  149478    -9999              0   0.000000
## 88        1    108 149478  149478    -9999              0   0.000000
## 89        1    108 149478  149478    -9999              0   0.000000
## 90        1    108 149478  149478    -9999              0   0.000000
## 91        1    108 149478  149478    -9999              0   8.619125
## 92        1    108 149478  149478    -9999              0   0.000000
## 93        1    108 149478  149478    -9999              0  17.001125
## 94        1    108 149478  149478    -9999              0   8.873125
## 95        1    108 149478  149478    -9999              0   0.464429
## 96        1    108 149478  149478    -9999              0   0.000000
## 97        1    108 149478  149478    -9999              0   0.000000
## 98        1    108 149478  149478    -9999              0  14.461138
## 99        1    108 149478  149478    -9999              0   6.587138
## 100       1    108 149478  149478    -9999              0   0.000000
## 101       1    108 149478  149478    -9999              0   0.000000
## 102       1    108 149478  149478    -9999              0   0.000000
## 103       1    108 149478  149478    -9999              0  25.129150
## 104       1    108 149478  149478    -9999              0   0.000000
## 105       1    108 149478  149478    -9999              0   0.000000
## 106       1    108 149478  149478    -9999              0   0.000000
## 107       1    108 149478  149478    -9999              0   0.000000
## 108       1    108 149478  149478    -9999              0   0.000000
## 109       1    108 149478  149478    -9999              0   5.825150
## 110       1    108 149478  149478    -9999              0   0.000000
## 111       1    108 149478  149478    -9999              0   6.841160
## 112       1    108 149478  149478    -9999              0  19.541160
## 113       1    108 149478  149478    -9999              0   0.000000
## 114       1    108 149478  149478    -9999              0   2.777160
## 115       1    108 149478  149478    -9999              0   0.000000
## 116       1    108 149478  149478    -9999              0   0.000000
## 117       1    108 149478  149478    -9999              0   0.000000
## 118       1    108 149478  149478    -9999              0   0.000000
## 119       1    108 149478  149478    -9999              0   0.000000
## 120       1    108 149478  149478    -9999              0  64.753169
## 121       1    108 149478  149478    -9999              0   0.000000
## 122       1    108 149478  149478    -9999              0   0.000000
## 123       1    108 149478  149478    -9999              0   0.000000
## 124       1    108 149478  149478    -9999              0   0.000000
## 125       1    108 149478  149478    -9999              0   0.000000
## 126       1    108 149478  149478    -9999              0   0.000000
## 127       1    108 149478  149478    -9999              0   5.317176
## 128       1    108 149478  149478    -9999              0 113.267176
## 129       1    108 149478  149478    -9999              0  23.605176
## 130       1    108 149478  149478    -9999              0   0.000000
## 131       1    108 149478  149478    -9999              0  16.747176
## 132       1    108 149478  149478    -9999              0   0.000000
## 133       1    108 149478  149478    -9999              0   0.000000
## 134       1    108 149478  149478    -9999              0   0.000000
## 135       1    108 149478  149478    -9999              0   0.000000
## 136       1    108 149478  149478    -9999              0   0.000000
## 137       1    108 149478  149478    -9999              0   0.000000
## 138       1    108 149478  149478    -9999              0   0.000000
## 139       1    108 149478  149478    -9999              0   0.000000
## 140       1    108 149478  149478    -9999              0   0.000000
## 141       1    108 149478  149478    -9999              0   2.523180
## 142       1    108 149478  149478    -9999              0  18.271180
## 143       1    108 149478  149478    -9999              0   4.809186
## 144       1    108 149478  149478    -9999              0   0.237186
## 145       1    108 149478  149478    -9999              0   0.491186
## 146       1    108 149478  149478    -9999              0   0.000000
## 147       1    108 149478  149478    -9999              0   0.000000
## 148       1    108 149478  149478    -9999              0   0.000000
## 149       1    108 149478  149478    -9999              0   0.000000
## 150       1    108 149478  149478    -9999              0  10.905186
##     detention_store sat_def_z  sat_def rz_storage potential_rz_store
## 1                 0  0.000000 0.000000   0.000000           61.14937
## 2                 0  0.000000 0.000000   0.000000           61.14937
## 3                 0  0.000000 0.000000   0.000000           61.14937
## 4                 0  0.000000 0.000000   0.000000           61.14937
## 5                 0  0.000000 0.000000   0.000000           61.14937
## 6                 0  0.000000 0.000000   0.000000           61.14937
## 7                 0  0.000000 0.000000   0.000000           61.14937
## 8                 0  0.000000 0.000000   0.000000           61.14937
## 9                 0  0.000000 0.000000   0.000000           61.14937
## 10                0  0.000000 0.000000   0.000000           61.14937
## 11                0  0.000000 0.000000   0.000000           61.14937
## 12                0  0.000000 0.000000   0.000000           61.14937
## 13                0  0.000000 0.000000   0.000000           61.14937
## 14                0  0.000000 0.000000   0.000000           61.14937
## 15                0  0.000000 0.000000   0.000000           61.14937
## 16                0  1.337672 0.603290   0.163487           61.14937
## 17                0  1.316542 0.593761   0.160907           61.14937
## 18                0  1.536833 0.693112   0.026921           61.14937
## 19                0  1.841831 0.830666   0.225107           61.14937
## 20                0  2.127607 0.959551   0.260035           61.14937
## 21                0  2.167669 0.977619   0.264931           61.14937
## 22                0  2.340174 1.055418   0.286014           61.14937
## 23                0  2.230962 1.006164   0.272667           61.14937
## 24                0  2.342434 1.056438   0.286291           61.14937
## 25                0  2.214927 0.998932   0.270707           61.14937
## 26                0  0.000000 0.000000   0.000000           61.14937
## 27                0  0.000000 0.000000   0.000000           61.14937
## 28                0  0.000000 0.000000   0.000000           61.14937
## 29                0  0.000000 0.000000   0.000000           61.14937
## 30                0  0.000000 0.000000   0.000000           61.14937
## 31                0  0.000000 0.000000   0.000000           61.14937
## 32                0  0.000000 0.000000   0.000000           61.14937
## 33                0  0.000000 0.000000   0.000000           61.14937
## 34                0  0.000000 0.000000   0.000000           61.14937
## 35                0  0.000000 0.000000   0.000000           61.14937
## 36                0  0.000000 0.000000   0.000000           61.14937
## 37                0  0.000000 0.000000   0.000000           61.14937
## 38                0  0.000000 0.000000   0.000000           61.14937
## 39                0  0.000000 0.000000   0.000000           61.14937
## 40                0  0.000000 0.000000   0.000000           61.14937
## 41                0  0.000000 0.000000   0.000000           61.14937
## 42                0  0.000000 0.000000   0.000000           61.14937
## 43                0  0.000000 0.000000   0.000000           61.14937
## 44                0  0.000000 0.000000   0.000000           61.14937
## 45                0  0.000000 0.000000   0.000000           61.14937
## 46                0  0.000000 0.000000   0.000000           61.14937
## 47                0  0.000000 0.000000   0.000000           61.14937
## 48                0  0.000000 0.000000   0.000000           61.14937
## 49                0  0.000000 0.000000   0.000000           61.14937
## 50                0  0.000000 0.000000   0.000000           61.14937
## 51                0  0.000000 0.000000   0.000000           61.14937
## 52                0  0.000000 0.000000   0.000000           61.14937
## 53                0  0.000000 0.000000   0.000000           61.14937
## 54                0  0.000000 0.000000   0.000000           61.14937
## 55                0  0.000000 0.000000   0.000000           61.14937
## 56                0  0.000000 0.000000   0.000000           61.14937
## 57                0  0.000000 0.000000   0.000000           61.14937
## 58                0  0.000000 0.000000   0.000000           61.14937
## 59                0  0.000000 0.000000   0.000000           61.14937
## 60                0  0.000000 0.000000   0.000000           61.14937
## 61                0  0.000000 0.000000   0.000000           61.14937
## 62                0  0.000000 0.000000   0.000000           61.14937
## 63                0  0.000000 0.000000   0.000000           61.14937
## 64                0  0.000000 0.000000   0.000000           61.14937
## 65                0  0.000000 0.000000   0.000000           61.14937
## 66                0  0.000000 0.000000   0.000000           61.14937
## 67                0  0.000000 0.000000   0.000000           61.14937
## 68                0  0.000000 0.000000   0.000000           61.14937
## 69                0  0.000000 0.000000   0.000000           61.14937
## 70                0  0.000000 0.000000   0.000000           61.14937
## 71                0  0.000000 0.000000   0.000000           61.14937
## 72                0  0.000000 0.000000   0.000000           61.14937
## 73                0  0.000000 0.000000   0.000000           61.14937
## 74                0  0.000000 0.000000   0.000000           61.14937
## 75                0  0.000000 0.000000   0.000000           61.14937
## 76                0  0.000000 0.000000   0.000000           61.14937
## 77                0  0.000000 0.000000   0.000000           61.14937
## 78                0  0.000000 0.000000   0.000000           61.14937
## 79                0  0.000000 0.000000   0.000000           61.14937
## 80                0  0.000000 0.000000   0.000000           61.14937
## 81                0  0.000000 0.000000   0.000000           61.14937
## 82                0  0.000000 0.000000   0.000000           61.14937
## 83                0  0.000000 0.000000   0.000000           61.14937
## 84                0  0.000000 0.000000   0.000000           61.14937
## 85                0  0.000000 0.000000   0.000000           61.14937
## 86                0  0.000000 0.000000   0.000000           61.14937
## 87                0  0.000000 0.000000   0.000000           61.14937
## 88                0  0.000000 0.000000   0.000000           61.14937
## 89                0  0.000000 0.000000   0.000000           61.14937
## 90                0  0.000000 0.000000   0.000000           61.14937
## 91                0  0.000000 0.000000   0.000000           61.14937
## 92                0  0.000000 0.000000   0.000000           61.14937
## 93                0  0.000000 0.000000   0.000000           61.14937
## 94                0  0.000000 0.000000   0.000000           61.14937
## 95                0  0.000000 0.000000   0.000000           61.14937
## 96                0  0.000000 0.000000   0.000000           61.14937
## 97                0  0.000000 0.000000   0.000000           61.14937
## 98                0  0.000000 0.000000   0.000000           61.14937
## 99                0  0.000000 0.000000   0.000000           61.14937
## 100               0  0.000000 0.000000   0.000000           61.14937
## 101               0  0.000000 0.000000   0.000000           61.14937
## 102               0  0.000000 0.000000   0.000000           61.14937
## 103               0  0.000000 0.000000   0.000000           61.14937
## 104               0  0.000000 0.000000   0.000000           61.14937
## 105               0  0.000000 0.000000   0.000000           61.14937
## 106               0  0.000000 0.000000   0.000000           61.14937
## 107               0  0.000000 0.000000   0.000000           61.14937
## 108               0  0.000000 0.000000   0.000000           61.14937
## 109               0  0.000000 0.000000   0.000000           61.14937
## 110               0  0.000000 0.000000   0.000000           61.14937
## 111               0  0.000000 0.000000   0.000000           61.14937
## 112               0  0.000000 0.000000   0.000000           61.14937
## 113               0  0.000000 0.000000   0.000000           61.14937
## 114               0  0.000000 0.000000   0.000000           61.14937
## 115               0  0.000000 0.000000   0.000000           61.14937
## 116               0  0.000000 0.000000   0.000000           61.14937
## 117               0  0.000000 0.000000   0.000000           61.14937
## 118               0  0.000000 0.000000   0.000000           61.14937
## 119               0  0.000000 0.000000   0.000000           61.14937
## 120               0  0.000000 0.000000   0.000000           61.14937
## 121               0  0.000000 0.000000   0.000000           61.14937
## 122               0  0.000000 0.000000   0.000000           61.14937
## 123               0  0.000000 0.000000   0.000000           61.14937
## 124               0  0.000000 0.000000   0.000000           61.14937
## 125               0  0.000000 0.000000   0.000000           61.14937
## 126               0  0.000000 0.000000   0.000000           61.14937
## 127               0  0.000000 0.000000   0.000000           61.14937
## 128               0  0.000000 0.000000   0.000000           61.14937
## 129               0  0.000000 0.000000   0.000000           61.14937
## 130               0  0.000000 0.000000   0.000000           61.14937
## 131               0  0.000000 0.000000   0.000000           61.14937
## 132               0  0.000000 0.000000   0.000000           61.14937
## 133               0  0.000000 0.000000   0.000000           61.14937
## 134               0  0.000000 0.000000   0.000000           61.14937
## 135               0  0.000000 0.000000   0.000000           61.14937
## 136               0  0.000000 0.000000   0.000000           61.14937
## 137               0  0.000000 0.000000   0.000000           61.14937
## 138               0  0.000000 0.000000   0.000000           61.14937
## 139               0  0.000000 0.000000   0.000000           61.14937
## 140               0  0.000000 0.000000   0.000000           61.14937
## 141               0  0.000000 0.000000   0.000000           61.14937
## 142               0  0.000000 0.000000   0.000000           61.14937
## 143               0  0.000000 0.000000   0.000000           61.14937
## 144               0  0.000000 0.000000   0.000000           61.14937
## 145               0  0.000000 0.000000   0.000000           61.14937
## 146               0  0.000000 0.000000   0.000000           61.14937
## 147               0  0.000000 0.000000   0.000000           61.14937
## 148               0  0.000000 0.000000   0.000000           61.14937
## 149               0  0.000000 0.000000   0.000000           61.14937
## 150               0  0.000000 0.000000   0.000000           61.14937
##     rz_field_capacity rz_wilting_point unsat_stor rz_drainage unsat_drain
## 1            0.000000         0.000000          0           0           0
## 2            0.000000         0.000000          0           0           0
## 3            0.000000         0.008087          0           0           0
## 4            0.000000         0.000000          0           0           0
## 5            0.000000         0.001994          0           0           0
## 6            0.000000         0.000000          0           0           0
## 7            0.000000         0.000000          0           0           0
## 8            0.000000         0.003379          0           0           0
## 9            0.000000         0.000001          0           0           0
## 10           0.000000         0.000716          0           0           0
## 11           0.000000         0.000895          0           0           0
## 12           0.000000         0.000209          0           0           0
## 13           0.000000         0.001257          0           0           0
## 14           0.000000         0.001064          0           0           0
## 15           0.000000         0.000001          0           0           0
## 16           0.224264         0.000001          0           0           0
## 17           0.220722         0.062537          0           0           0
## 18           0.257654         0.061549          0           0           0
## 19           0.308787         0.071848          0           0           0
## 20           0.356698         0.086107          0           0           0
## 21           0.363415         0.099467          0           0           0
## 22           0.392336         0.101340          0           0           0
## 23           0.374026         0.000000          0           0           0
## 24           0.392715         0.105484          0           0           0
## 25           0.371338         0.000000          0           0           0
## 26           0.000000         0.000000          0           0           0
## 27           0.000000         0.000000          0           0           0
## 28           0.000000         0.000001          0           0           0
## 29           0.000000         0.000001          0           0           0
## 30           0.000000         0.000002          0           0           0
## 31           0.000000         0.000000          0           0           0
## 32           0.000000         0.000001          0           0           0
## 33           0.000000         0.000003          0           0           0
## 34           0.000000         0.001619          0           0           0
## 35           0.000000         0.003019          0           0           0
## 36           0.000000         0.003265          0           0           0
## 37           0.000000         0.000000          0           0           0
## 38           0.000000         0.000000          0           0           0
## 39           0.000000         0.002155          0           0           0
## 40           0.000000         0.003472          0           0           0
## 41           0.000000         0.002510          0           0           0
## 42           0.000000         0.000000          0           0           0
## 43           0.000000         0.000000          0           0           0
## 44           0.000000         0.001988          0           0           0
## 45           0.000000         0.000001          0           0           0
## 46           0.000000         0.002966          0           0           0
## 47           0.000000         0.000000          0           0           0
## 48           0.000000         0.000003          0           0           0
## 49           0.000000         0.000507          0           0           0
## 50           0.000000         0.001032          0           0           0
## 51           0.000000         0.003261          0           0           0
## 52           0.000000         0.000000          0           0           0
## 53           0.000000         0.000000          0           0           0
## 54           0.000000         0.005368          0           0           0
## 55           0.000000         0.006167          0           0           0
## 56           0.000000         0.000000          0           0           0
## 57           0.000000         0.000000          0           0           0
## 58           0.000000         0.000000          0           0           0
## 59           0.000000         0.000000          0           0           0
## 60           0.000000         0.006371          0           0           0
## 61           0.000000         0.000000          0           0           0
## 62           0.000000         0.008194          0           0           0
## 63           0.000000         0.000000          0           0           0
## 64           0.000000         0.000000          0           0           0
## 65           0.000000         0.000000          0           0           0
## 66           0.000000         0.000000          0           0           0
## 67           0.000000         0.000000          0           0           0
## 68           0.000000         0.007747          0           0           0
## 69           0.000000         0.008320          0           0           0
## 70           0.000000         0.000000          0           0           0
## 71           0.000000         0.000000          0           0           0
## 72           0.000000         0.000000          0           0           0
## 73           0.000000         0.006106          0           0           0
## 74           0.000000         0.000000          0           0           0
## 75           0.000000         0.000000          0           0           0
## 76           0.000000         0.005312          0           0           0
## 77           0.000000         0.008810          0           0           0
## 78           0.000000         0.010670          0           0           0
## 79           0.000000         0.009299          0           0           0
## 80           0.000000         0.000000          0           0           0
## 81           0.000000         0.000666          0           0           0
## 82           0.000000         0.000001          0           0           0
## 83           0.000000         0.003904          0           0           0
## 84           0.000000         0.004900          0           0           0
## 85           0.000000         0.000000          0           0           0
## 86           0.000000         0.000984          0           0           0
## 87           0.000000         0.002941          0           0           0
## 88           0.000000         0.000003          0           0           0
## 89           0.000000         0.013455          0           0           0
## 90           0.000000         0.015530          0           0           0
## 91           0.000000         0.000000          0           0           0
## 92           0.000000         0.018251          0           0           0
## 93           0.000000         0.000000          0           0           0
## 94           0.000000         0.000000          0           0           0
## 95           0.000000         0.000002          0           0           0
## 96           0.000000         0.003428          0           0           0
## 97           0.000000         0.009479          0           0           0
## 98           0.000000         0.000000          0           0           0
## 99           0.000000         0.000000          0           0           0
## 100          0.000000         0.005055          0           0           0
## 101          0.000000         0.007714          0           0           0
## 102          0.000000         0.016538          0           0           0
## 103          0.000000         0.000000          0           0           0
## 104          0.000000         0.012980          0           0           0
## 105          0.000000         0.013758          0           0           0
## 106          0.000000         0.018936          0           0           0
## 107          0.000000         0.018683          0           0           0
## 108          0.000000         0.015391          0           0           0
## 109          0.000000         0.000000          0           0           0
## 110          0.000000         0.015519          0           0           0
## 111          0.000000         0.000000          0           0           0
## 112          0.000000         0.000000          0           0           0
## 113          0.000000         0.008945          0           0           0
## 114          0.000000         0.000000          0           0           0
## 115          0.000000         0.012748          0           0           0
## 116          0.000000         0.014579          0           0           0
## 117          0.000000         0.019522          0           0           0
## 118          0.000000         0.017024          0           0           0
## 119          0.000000         0.012630          0           0           0
## 120          0.000000         0.000000          0           0           0
## 121          0.000000         0.000059          0           0           0
## 122          0.000000         0.018824          0           0           0
## 123          0.000000         0.022273          0           0           0
## 124          0.000000         0.014711          0           0           0
## 125          0.000000         0.019766          0           0           0
## 126          0.000000         0.015050          0           0           0
## 127          0.000000         0.000000          0           0           0
## 128          0.000000         0.000000          0           0           0
## 129          0.000000         0.000000          0           0           0
## 130          0.000000         0.011103          0           0           0
## 131          0.000000         0.000000          0           0           0
## 132          0.000000         0.017339          0           0           0
## 133          0.000000         0.019007          0           0           0
## 134          0.000000         0.015898          0           0           0
## 135          0.000000         0.022079          0           0           0
## 136          0.000000         0.021786          0           0           0
## 137          0.000000         0.019126          0           0           0
## 138          0.000000         0.019450          0           0           0
## 139          0.000000         0.019132          0           0           0
## 140          0.000000         0.013299          0           0           0
## 141          0.000000         0.000000          0           0           0
## 142          0.000000         0.000000          0           0           0
## 143          0.000000         0.000000          0           0           0
## 144          0.000000         0.000000          0           0           0
## 145          0.000000         0.000000          0           0           0
## 146          0.000000         0.019965          0           0           0
## 147          0.000000         0.018134          0           0           0
## 148          0.000000         0.017483          0           0           0
## 149          0.000000         0.016140          0           0           0
## 150          0.000000         0.000000          0           0           0
##     rz_transfer unsat_transfer sat_transfer sublimation return     evap
## 1             0              0            0    0.000000      0 0.017050
## 2             0              0            0    0.000000      0 0.017058
## 3             0              0            0    0.000000      0 0.000000
## 4             0              0            0    0.000000      0 0.008241
## 5             0              0            0    0.000000      0 0.008816
## 6             0              0            0    0.000000      0 0.017058
## 7             0              0            0    0.000000      0 0.017058
## 8             0              0            0    0.000000      0 0.000000
## 9             0              0            0    0.000000      0 0.000000
## 10            0              0            0    0.000000      0 0.000000
## 11            0              0            0    0.000000      0 0.000000
## 12            0              0            0    0.000000      0 0.000000
## 13            0              0            0    0.000000      0 0.000000
## 14            0              0            0    0.000000      0 0.000000
## 15            0              0            0    0.044080      0 0.044080
## 16            0              0            0    0.031709      0 0.031709
## 17            0              0            0    0.101659      0 0.101659
## 18            0              0            0    0.046906      0 0.046906
## 19            0              0            0    0.050919      0 0.050919
## 20            0              0            0    0.116052      0 0.116052
## 21            0              0            0    0.000000      0 0.000000
## 22            0              0            0    0.000000      0 0.000000
## 23            0              0            0    0.000000      0 0.017036
## 24            0              0            0    0.000000      0 0.000000
## 25            0              0            0    0.000000      0 0.005861
## 26            0              0            0    0.000000      0 0.017036
## 27            0              0            0    0.000000      0 0.017036
## 28            0              0            0    0.044023      0 0.044023
## 29            0              0            0    0.070924      0 0.070924
## 30            0              0            0    0.084195      0 0.084195
## 31            0              0            0    0.000000      0 0.017022
## 32            0              0            0    0.043988      0 0.043988
## 33            0              0            0    0.000000      0 0.000000
## 34            0              0            0    0.000000      0 0.000000
## 35            0              0            0    0.000000      0 0.000000
## 36            0              0            0    0.000000      0 0.000000
## 37            0              0            0    0.000000      0 0.013429
## 38            0              0            0    0.000000      0 0.017022
## 39            0              0            0    0.000000      0 0.000000
## 40            0              0            0    0.000000      0 0.000000
## 41            0              0            0    0.000000      0 0.000000
## 42            0              0            0    0.000000      0 0.016997
## 43            0              0            0    0.000000      0 0.011245
## 44            0              0            0    0.000000      0 0.005752
## 45            0              0            0    0.000000      0 0.000000
## 46            0              0            0    0.000000      0 0.000000
## 47            0              0            0    0.000000      0 0.016976
## 48            0              0            0    0.000000      0 0.000000
## 49            0              0            0    0.000000      0 0.000000
## 50            0              0            0    0.000000      0 0.016976
## 51            0              0            0    0.000000      0 0.000000
## 52            0              0            0    0.000000      0 0.016976
## 53            0              0            0    0.000000      0 0.016976
## 54            0              0            0    0.000000      0 0.000000
## 55            0              0            0    0.000000      0 0.000000
## 56            0              0            0    0.000000      0 0.016956
## 57            0              0            0    0.000000      0 0.011047
## 58            0              0            0    0.000000      0 0.016956
## 59            0              0            0    0.000000      0 0.016956
## 60            0              0            0    0.000000      0 0.000000
## 61            0              0            0    0.000000      0 0.016956
## 62            0              0            0    0.000000      0 0.000000
## 63            0              0            0    0.000000      0 0.016931
## 64            0              0            0    0.000000      0 0.016931
## 65            0              0            0    0.000000      0 0.016931
## 66            0              0            0    0.000000      0 0.016931
## 67            0              0            0    0.000000      0 0.016931
## 68            0              0            0    0.000000      0 0.000000
## 69            0              0            0    0.000000      0 0.000000
## 70            0              0            0    0.000000      0 0.016931
## 71            0              0            0    0.000000      0 0.016909
## 72            0              0            0    0.000000      0 0.016909
## 73            0              0            0    0.000000      0 0.000000
## 74            0              0            0    0.000000      0 0.016909
## 75            0              0            0    0.000000      0 0.016909
## 76            0              0            0    0.000000      0 0.000000
## 77            0              0            0    0.000000      0 0.000000
## 78            0              0            0    0.000000      0 0.000000
## 79            0              0            0    0.000000      0 0.000000
## 80            0              0            0    0.000000      0 0.016891
## 81            0              0            0    0.043647      0 0.060538
## 82            0              0            0    0.000000      0 0.000000
## 83            0              0            0    0.000000      0 0.000000
## 84            0              0            0    0.000000      0 0.000000
## 85            0              0            0    0.000000      0 0.016891
## 86            0              0            0    0.000000      0 0.016891
## 87            0              0            0    0.000000      0 0.000000
## 88            0              0            0    0.000000      0 0.000000
## 89            0              0            0    0.000000      0 0.000000
## 90            0              0            0    0.000000      0 0.000000
## 91            0              0            0    0.000000      0 0.016875
## 92            0              0            0    0.000000      0 0.000000
## 93            0              0            0    0.000000      0 0.016875
## 94            0              0            0    0.000000      0 0.016875
## 95            0              0            0    0.043571      0 0.043571
## 96            0              0            0    0.000000      0 0.000000
## 97            0              0            0    0.000000      0 0.000000
## 98            0              0            0    0.000000      0 0.016862
## 99            0              0            0    0.000000      0 0.016862
## 100           0              0            0    0.000000      0 0.000000
## 101           0              0            0    0.000000      0 0.000000
## 102           0              0            0    0.000000      0 0.000000
## 103           0              0            0    0.000000      0 0.016850
## 104           0              0            0    0.000000      0 0.000000
## 105           0              0            0    0.000000      0 0.000000
## 106           0              0            0    0.000000      0 0.000000
## 107           0              0            0    0.000000      0 0.000000
## 108           0              0            0    0.000000      0 0.000000
## 109           0              0            0    0.000000      0 0.016850
## 110           0              0            0    0.000000      0 0.000000
## 111           0              0            0    0.000000      0 0.016840
## 112           0              0            0    0.000000      0 0.016840
## 113           0              0            0    0.000000      0 0.000000
## 114           0              0            0    0.000000      0 0.016840
## 115           0              0            0    0.000000      0 0.000000
## 116           0              0            0    0.000000      0 0.000000
## 117           0              0            0    0.000000      0 0.000000
## 118           0              0            0    0.000000      0 0.000000
## 119           0              0            0    0.000000      0 0.000000
## 120           0              0            0    0.000000      0 0.016831
## 121           0              0            0    0.000000      0 0.000000
## 122           0              0            0    0.000000      0 0.000000
## 123           0              0            0    0.000000      0 0.000000
## 124           0              0            0    0.000000      0 0.000000
## 125           0              0            0    0.000000      0 0.000000
## 126           0              0            0    0.000000      0 0.000000
## 127           0              0            0    0.000000      0 0.016824
## 128           0              0            0    0.000000      0 0.016824
## 129           0              0            0    0.000000      0 0.016824
## 130           0              0            0    0.000000      0 0.000000
## 131           0              0            0    0.000000      0 0.016824
## 132           0              0            0    0.000000      0 0.000000
## 133           0              0            0    0.000000      0 0.000000
## 134           0              0            0    0.000000      0 0.000000
## 135           0              0            0    0.000000      0 0.000000
## 136           0              0            0    0.000000      0 0.000000
## 137           0              0            0    0.000000      0 0.000000
## 138           0              0            0    0.000000      0 0.000000
## 139           0              0            0    0.000000      0 0.000000
## 140           0              0            0    0.000000      0 0.000000
## 141           0              0            0    0.000000      0 0.016820
## 142           0              0            0    0.000000      0 0.016820
## 143           0              0            0    0.000000      0 0.016814
## 144           0              0            0    0.000000      0 0.016814
## 145           0              0            0    0.000000      0 0.016814
## 146           0              0            0    0.000000      0 0.000000
## 147           0              0            0    0.000000      0 0.000000
## 148           0              0            0    0.000000      0 0.000000
## 149           0              0            0    0.000000      0 0.000000
## 150           0              0            0    0.000000      0 0.016814
##     evap_surface soil_evap     snow snow_melt trans_sat trans_unsat       Qin
## 1       0.000000         0 0.000000  0.000000  0.000000     0.00000 1074.7885
## 2       0.000000         0 0.000000  0.000000  0.000000     0.00000 1073.7917
## 3       0.007115         0 0.000000  0.000000  0.056874     0.00000 1055.7415
## 4       0.000000         0 0.000000  0.000000  0.000000     0.00000 1365.9817
## 5       0.007115         0 0.000000  0.000000  0.014023     0.00000 1102.8138
## 6       0.000000         0 0.000000  0.000000  0.000000     0.00000 1113.0395
## 7       0.000000         0 0.000000  0.000000  0.000000     0.00000 1291.2890
## 8       0.007115         0 0.000000  0.000000  0.023762     0.00000 1098.3493
## 9       0.000000         0 0.000000  0.000000  0.000006     0.00000 1069.2047
## 10      0.000000         0 0.000000  0.000000  0.005034     0.00000 1050.5842
## 11      0.000000         0 0.000000  0.000000  0.006297     0.00000 1046.1920
## 12      0.000000         0 0.000000  0.000000  0.001468     0.00000 1032.8110
## 13      0.000000         0 0.000000  0.000000  0.008843     0.00000 1015.0464
## 14      0.000000         0 0.000000  0.000000  0.007484     0.00000  996.3358
## 15      0.000000         0 0.347245  0.370675  0.000006     0.00000  990.5246
## 16      0.000000         0 0.315536  0.000000  0.000006     0.00000  986.7554
## 17      0.000000         0 0.213877  0.000000  0.000010     0.00000  970.3453
## 18      0.000000         0 0.166971  0.000000  0.000008     0.00000  966.0332
## 19      0.000000         0 0.116052  0.000000  0.000006     0.00000  958.0488
## 20      0.000000         0 0.000000  0.000000  0.000011     0.00000  951.8995
## 21      0.007115         0 0.000000  0.000000  0.000010     0.00000  944.1653
## 22      0.000000         0 0.000000  0.000000  0.000013     0.00000  937.5342
## 23      0.000000         0 0.000000  0.000000  0.000000     0.00000  939.2521
## 24      0.007115         0 0.000000  0.000000  0.008344     0.00014  926.0613
## 25      0.000000         0 0.000000  0.000000  0.000000     0.00000  936.6159
## 26      0.000000         0 0.000000  0.000000  0.000000     0.00000 1667.8970
## 27      0.000000         0 0.000000  0.000000  0.000000     0.00000 1470.9857
## 28      0.000000         0 0.209183  0.508794  0.000007     0.00000 1102.3570
## 29      0.000000         0 0.138259  0.000000  0.000010     0.00000 1066.1460
## 30      0.000000         0 0.000000  0.000000  0.000011     0.00000 1052.2328
## 31      0.000000         0 0.000000  0.000000  0.000000     0.00000 1057.0636
## 32      0.000000         0 0.000000  0.210012  0.000009     0.00000 1043.0515
## 33      0.007115         0 0.000000  0.000000  0.000019     0.00000 1032.6381
## 34      0.000000         0 0.000000  0.000000  0.011387     0.00000 1025.9706
## 35      0.000000         0 0.000000  0.000000  0.021230     0.00000 1020.2294
## 36      0.000000         0 0.000000  0.000000  0.022965     0.00000 1014.8063
## 37      0.000000         0 0.000000  0.000000  0.000000     0.00000 1257.1462
## 38      0.000000         0 0.000000  0.000000  0.000000     0.00000 1069.5451
## 39      0.007115         0 0.000000  0.000000  0.015157     0.00000 1028.8810
## 40      0.000000         0 0.000000  0.000000  0.024416     0.00000 1024.6756
## 41      0.000000         0 0.000000  0.000000  0.017653     0.00000 1019.8608
## 42      0.000000         0 0.000000  0.000000  0.000000     0.00000 1145.8509
## 43      0.000000         0 0.000000  0.000000  0.000000     0.00000 1308.4949
## 44      0.007115         0 0.000000  0.000000  0.013978     0.00000 1080.6237
## 45      0.000000         0 0.000000  0.000000  0.000010     0.00000 1058.4496
## 46      0.000000         0 0.000000  0.000000  0.020859     0.00000 1056.1419
## 47      0.000000         0 0.000000  0.000000  0.000000     0.00000 1084.3350
## 48      0.007115         0 0.000000  0.000000  0.000018     0.00000 1055.1415
## 49      0.000000         0 0.000000  0.000000  0.003565     0.00000 1048.7780
## 50      0.000000         0 0.000000  6.642403  0.007259     0.00000 1409.5588
## 51      0.007115         0 0.000000  0.000000  0.022931     0.00000 1123.8331
## 52      0.000000         0 0.000000  0.000000  0.000000     0.00000 1097.0360
## 53      0.000000         0 0.000000  0.000000  0.000000     0.00000 1604.4063
## 54      0.007115         0 0.000000  0.000000  0.037749     0.00000 1225.1336
## 55      0.000000         0 0.000000  0.000000  0.043375     0.00000 1153.4962
## 56      0.000000         0 0.000000  0.000000  0.000000     0.00000 2127.3922
## 57      0.000000         0 0.000000  0.000000  0.000000     0.00000 3122.1825
## 58      0.000000         0 0.000000  0.000000  0.000000     0.00000 1957.7432
## 59      0.000000         0 0.000000  0.000000  0.000000     0.00000 1817.6148
## 60      0.007115         0 0.000000  0.000000  0.044806     0.00000 1677.6249
## 61      0.000000         0 0.000000  0.000000  0.000000     0.00000 1758.0318
## 62      0.007115         0 0.000000  0.000000  0.057624     0.00000 1652.0652
## 63      0.000000         0 0.000000  0.000000  0.000000     0.00000 1828.7578
## 64      0.000000         0 0.000000  0.000000  0.000000     0.00000 1699.8952
## 65      0.000000         0 0.000000  0.000000  0.000000     0.00000 1649.8056
## 66      0.000000         0 0.000000  0.000000  0.000000     0.00000 1672.9179
## 67      0.000000         0 0.000000  0.000000  0.000000     0.00000 2232.0348
## 68      0.007115         0 0.000000  0.000000  0.054485     0.00000 1818.7801
## 69      0.000000         0 0.000000  0.000000  0.058510     0.00000 1653.8974
## 70      0.000000         0 0.000000  0.000000  0.000000     0.00000 1660.4129
## 71      0.000000         0 0.000000  0.000000  0.000000     0.00000 1806.5936
## 72      0.000000         0 0.000000  0.000000  0.000000     0.00000 1726.6093
## 73      0.007115         0 0.000000  0.000000  0.042940     0.00000 1648.7420
## 74      0.000000         0 0.000000  0.000000  0.000000     0.00000 2134.0945
## 75      0.000000         0 0.000000  0.000000  0.000000     0.00000 2415.9965
## 76      0.007115         0 0.000000  0.000000  0.037356     0.00000 1829.0052
## 77      0.000000         0 0.000000  0.000000  0.061955     0.00000 1736.7016
## 78      0.000000         0 0.000000  0.000000  0.075039     0.00000 1735.3338
## 79      0.000000         0 0.000000  0.000000  0.065396     0.00000 1718.5391
## 80      0.000000         0 0.000000  0.000000  0.000000     0.00000 2046.4243
## 81      0.000000         0 0.000000  0.821914  0.004686     0.00000 1829.2691
## 82      0.007115         0 0.000000  0.000000  0.000009     0.00000 1725.5521
## 83      0.000000         0 0.000000  0.000000  0.027453     0.00000 1730.0922
## 84      0.000000         0 0.000000  0.000000  0.034464     0.00000 1720.2273
## 85      0.000000         0 0.000000  0.000000  0.000000     0.00000 1774.3707
## 86      0.000000         0 0.000000  2.369614  0.006919     0.00000 1928.3080
## 87      0.007115         0 0.000000  0.000000  0.020686     0.00000 1745.3168
## 88      0.000000         0 0.000000  0.000000  0.000021     0.00000 1705.6650
## 89      0.000000         0 0.000000  0.000000  0.094627     0.00000 1701.0450
## 90      0.000000         0 0.000000  0.000000  0.109218     0.00000 1691.1019
## 91      0.000000         0 0.000000  0.000000  0.000000     0.00000 1830.3614
## 92      0.007115         0 0.000000  0.000000  0.128356     0.00000 1701.5915
## 93      0.000000         0 0.000000  0.000000  0.000000     0.00000 1963.8442
## 94      0.000000         0 0.000000  0.000000  0.000000     0.00000 1890.5973
## 95      0.000000         0 0.000000  0.464429  0.000012     0.00000 1720.6444
## 96      0.007115         0 0.000000  0.000000  0.024108     0.00000 1669.4889
## 97      0.000000         0 0.000000  0.000000  0.066661     0.00000 1672.7485
## 98      0.000000         0 0.000000  0.000000  0.000000     0.00000 1898.3161
## 99      0.000000         0 0.000000  0.000000  0.000000     0.00000 1827.8851
## 100     0.007115         0 0.000000  0.000000  0.035553     0.00000 1667.4968
## 101     0.000000         0 0.000000  0.000000  0.054252     0.00000 1646.1033
## 102     0.000000         0 0.000000  0.000000  0.116308     0.00000 1640.5327
## 103     0.000000         0 0.000000  0.000000  0.000000     0.00000 2051.2758
## 104     0.007115         0 0.000000  0.000000  0.091285     0.00000 1729.4553
## 105     0.000000         0 0.000000  0.000000  0.096755     0.00000 1630.0260
## 106     0.000000         0 0.000000  0.000000  0.133169     0.00000 1627.6955
## 107     0.000000         0 0.000000  0.000000  0.131390     0.00000 1610.7053
## 108     0.000000         0 0.000000  0.000000  0.108239     0.00000 1601.9112
## 109     0.000000         0 0.000000  0.000000  0.000000     0.00000 1686.4636
## 110     0.007115         0 0.000000  0.000000  0.109145     0.00000 1595.3499
## 111     0.000000         0 0.000000  0.000000  0.000000     0.00000 1683.1338
## 112     0.000000         0 0.000000  0.000000  0.000000     0.00000 1920.1359
## 113     0.007115         0 0.000000  0.000000  0.062908     0.00000 1649.5416
## 114     0.000000         0 0.000000  0.000000  0.000000     0.00000 1613.2216
## 115     0.007115         0 0.000000  0.000000  0.089654     0.00000 1563.1579
## 116     0.000000         0 0.000000  0.000000  0.102531     0.00000 1552.4588
## 117     0.000000         0 0.000000  0.000000  0.137291     0.00000 1540.1555
## 118     0.000000         0 0.000000  0.000000  0.119727     0.00000 1525.9046
## 119     0.000000         0 0.000000  0.000000  0.088823     0.00000 1520.8595
## 120     0.000000         0 0.000000  0.000000  0.000000     0.00000 2565.6219
## 121     0.007115         0 0.000000  0.000000  0.000412     0.00000 1778.7734
## 122     0.000000         0 0.000000  0.000000  0.132384     0.00000 1614.6298
## 123     0.000000         0 0.000000  0.000000  0.156642     0.00000 1561.2522
## 124     0.000000         0 0.000000  0.000000  0.103457     0.00000 1553.8790
## 125     0.000000         0 0.000000  0.000000  0.139012     0.00000 1534.6415
## 126     0.000000         0 0.000000  0.000000  0.105840     0.00000 1529.2053
## 127     0.000000         0 0.000000  0.000000  0.000000     0.00000 1593.6496
## 128     0.000000         0 0.000000  0.000000  0.000000     0.00000 3577.0370
## 129     0.000000         0 0.000000  0.000000  0.000000     0.00000 2363.9022
## 130     0.007115         0 0.000000  0.000000  0.078083     0.00000 1915.5762
## 131     0.000000         0 0.000000  0.000000  0.000000     0.00000 2075.7978
## 132     0.007115         0 0.000000  0.000000  0.121942     0.00000 1904.1826
## 133     0.000000         0 0.000000  0.000000  0.133669     0.00000 1814.4307
## 134     0.000000         0 0.000000  0.000000  0.111808     0.00000 1773.2838
## 135     0.000000         0 0.000000  0.000000  0.155274     0.00000 1743.8028
## 136     0.000000         0 0.000000  0.000000  0.153218     0.00000 1722.1617
## 137     0.000000         0 0.000000  0.000000  0.134507     0.00000 1702.5106
## 138     0.000000         0 0.000000  0.000000  0.136785     0.00000 1700.2322
## 139     0.000000         0 0.000000  0.000000  0.134551     0.00000 1679.2705
## 140     0.000000         0 0.000000  0.000000  0.093527     0.00000 1671.0544
## 141     0.000000         0 0.000000  0.000000  0.000000     0.00000 1707.9310
## 142     0.000000         0 0.000000  0.000000  0.000000     0.00000 1990.8070
## 143     0.000000         0 0.000000  0.000000  0.000000     0.00000 1781.7127
## 144     0.000000         0 0.000000  0.000000  0.000000     0.00000 1677.9978
## 145     0.000000         0 0.000000  0.000000  0.000000     0.00000 1658.8058
## 146     0.007115         0 0.000000  0.000000  0.140409     0.00000 1611.6047
## 147     0.000000         0 0.000000  0.000000  0.127531     0.00000 1599.5311
## 148     0.000000         0 0.000000  0.000000  0.122955     0.00000 1577.7091
## 149     0.000000         0 0.000000  0.000000  0.113508     0.00000 1562.8732
## 150     0.000000         0 0.000000  0.000000  0.000000     0.00000 1746.4654
##          Qout       psn root_zone.S root.depth litter.rain_stor litter.S area
## 1   1074.9788  0.039648    1.000000   135.5862         0.007115        1  100
## 2   1074.4087  0.090653    1.000000   135.5862         0.007115        1  100
## 3   1055.6846  0.121039    1.000000   135.5862         0.000000        0  100
## 4   1393.1007  0.029438    1.000000   135.5862         0.007115        1  100
## 5   1102.7997  0.040742    1.000000   135.5862         0.000000        0  100
## 6   1118.0686  0.055630    1.000000   135.5862         0.007115        1  100
## 7   1310.4195  0.068283    1.000000   135.5862         0.007115        1  100
## 8   1098.3255  0.026852    1.000000   135.5862         0.000000        0  100
## 9   1069.2047 -0.008375    1.000000   135.5862         0.000000        0  100
## 10  1050.5791  0.014032    1.000000   135.5862         0.000000        0  100
## 11  1046.1857  0.015835    1.000000   135.5862         0.000000        0  100
## 12  1032.8095  0.010081    1.000000   135.5862         0.000000        0  100
## 13  1015.0376  0.016752    1.000000   135.5862         0.000000        0  100
## 14   996.3283  0.015421    1.000000   135.5862         0.000000        0  100
## 15   990.8257 -0.007710    1.000000   135.5862         0.007115        1  100
## 16   987.1952 -0.006599    0.992808   135.5862         0.007115        1  100
## 17   970.3383 -0.006776    0.992921   135.5862         0.007115        1  100
## 18   966.2666 -0.007735    0.989106   135.5862         0.007115        1  100
## 19   957.9881 -0.006546    0.990097   135.5862         0.007115        1  100
## 20   951.9934 -0.006720    0.988561   135.5862         0.007115        1  100
## 21   944.1784 -0.006681    0.988345   135.5862         0.000000        0  100
## 22   937.5909 -0.007592    0.987418   135.5862         0.000000        0  100
## 23   940.2481  0.023657    0.988005   135.5862         0.007115        1  100
## 24   926.0894  0.043991    0.987405   135.5862         0.000000        0  100
## 25   938.6578  0.019030    0.988091   135.5862         0.007115        1  100
## 26  1737.0100  0.055889    1.000000   135.5862         0.007115        1  100
## 27  1500.2144  0.048277    1.000000   135.5862         0.007115        1  100
## 28  1102.7784 -0.007635    1.000000   135.5862         0.007115        1  100
## 29  1066.1460 -0.007231    1.000000   135.5862         0.007115        1  100
## 30  1052.2775 -0.007899    1.000000   135.5862         0.007115        1  100
## 31  1057.8910  0.018317    1.000000   135.5862         0.007115        1  100
## 32  1043.2254 -0.006857    1.000000   135.5862         0.007115        1  100
## 33  1032.6381 -0.007666    1.000000   135.5862         0.000000        0  100
## 34  1025.9592  0.025569    1.000000   135.5862         0.000000        0  100
## 35  1020.2082  0.037764    1.000000   135.5862         0.000000        0  100
## 36  1014.7834  0.071858    1.000000   135.5862         0.000000        0  100
## 37  1279.8472  0.041793    1.000000   135.5862         0.007115        1  100
## 38  1069.9547  0.039327    1.000000   135.5862         0.007115        1  100
## 39  1028.8659  0.020558    1.000000   135.5862         0.000000        0  100
## 40  1024.6512  0.026729    1.000000   135.5862         0.000000        0  100
## 41  1019.8432  0.029822    1.000000   135.5862         0.000000        0  100
## 42  1158.2434  0.034004    1.000000   135.5862         0.007115        1  100
## 43  1331.4122  0.032955    1.000000   135.5862         0.007115        1  100
## 44  1080.6097  0.020972    1.000000   135.5862         0.000000        0  100
## 45  1058.4496 -0.008084    1.000000   135.5862         0.000000        0  100
## 46  1056.1210  0.023635    1.000000   135.5862         0.000000        0  100
## 47  1087.0499  0.049283    1.000000   135.5862         0.007115        1  100
## 48  1055.1415 -0.007494    1.000000   135.5862         0.000000        0  100
## 49  1048.7744  0.019876    1.000000   135.5862         0.000000        0  100
## 50  1440.0366  0.025745    1.000000   135.5862         0.007115        1  100
## 51  1123.8101  0.035154    1.000000   135.5862         0.000000        0  100
## 52  1098.6991  0.056172    1.000000   135.5862         0.007115        1  100
## 53  1645.2059  0.072794    1.000000   135.5862         0.007115        1  100
## 54  1225.0959  0.055493    1.000000   135.5862         0.000000        0  100
## 55  1153.4529  0.069518    1.000000   135.5862         0.000000        0  100
## 56  2196.1664  0.097591    1.000000   135.5862         0.007115        1  100
## 57  3211.5799  0.045038    1.000000   135.5862         0.007115        1  100
## 58  1967.6219  0.122313    1.000000   135.5862         0.007115        1  100
## 59  1820.3357  0.079576    1.000000   135.5862         0.007115        1  100
## 60  1677.5801  0.125963    1.000000   135.5862         0.000000        0  100
## 61  1764.9544  0.185495    1.000000   135.5862         0.007115        1  100
## 62  1652.0076  0.129281    1.000000   135.5862         0.000000        0  100
## 63  1839.8880  0.107151    1.000000   135.5862         0.007115        1  100
## 64  1702.1954  0.103519    1.000000   135.5862         0.007115        1  100
## 65  1651.2642  0.129492    1.000000   135.5862         0.007115        1  100
## 66  1675.2180  0.098927    1.000000   135.5862         0.007115        1  100
## 67  2263.9985  0.071306    1.000000   135.5862         0.007115        1  100
## 68  1818.7256  0.190910    1.000000   135.5862         0.000000        0  100
## 69  1653.8389  0.186580    1.000000   135.5862         0.000000        0  100
## 70  1660.6034  0.186724    1.000000   135.5862         0.007115        1  100
## 71  1815.2051  0.139408    1.000000   135.5862         0.007115        1  100
## 72  1729.9613  0.094496    1.000000   135.5862         0.007115        1  100
## 73  1648.6991  0.083707    1.000000   135.5862         0.000000        0  100
## 74  2160.5824  0.076442    1.000000   135.5862         0.007115        1  100
## 75  2444.1734  0.094506    1.000000   135.5862         0.007115        1  100
## 76  1828.9679  0.054431    1.000000   135.5862         0.000000        0  100
## 77  1736.6396  0.081877    1.000000   135.5862         0.000000        0  100
## 78  1735.2588  0.103761    1.000000   135.5862         0.000000        0  100
## 79  1718.4737  0.124962    1.000000   135.5862         0.000000        0  100
## 80  2062.3933  0.051539    1.000000   135.5862         0.007115        1  100
## 81  1830.2662  0.021372    1.000000   135.5862         0.007115        1  100
## 82  1725.5521 -0.007891    1.000000   135.5862         0.000000        0  100
## 83  1730.0647  0.033540    1.000000   135.5862         0.000000        0  100
## 84  1720.1928  0.068543    1.000000   135.5862         0.000000        0  100
## 85  1776.8754  0.057835    1.000000   135.5862         0.007115        1  100
## 86  1937.9645  0.024759    1.000000   135.5862         0.007115        1  100
## 87  1745.2961  0.040659    1.000000   135.5862         0.000000        0  100
## 88  1705.6650 -0.006904    1.000000   135.5862         0.000000        0  100
## 89  1700.9504  0.106368    1.000000   135.5862         0.000000        0  100
## 90  1690.9926  0.204231    1.000000   135.5862         0.000000        0  100
## 91  1837.4945  0.232439    1.000000   135.5862         0.007115        1  100
## 92  1701.4632  0.237108    1.000000   135.5862         0.000000        0  100
## 93  1977.9198  0.155254    1.000000   135.5862         0.007115        1  100
## 94  1897.9466  0.148606    1.000000   135.5862         0.007115        1  100
## 95  1721.0291 -0.007419    1.000000   135.5862         0.007115        1  100
## 96  1669.4648  0.042773    1.000000   135.5862         0.000000        0  100
## 97  1672.6819  0.078835    1.000000   135.5862         0.000000        0  100
## 98  1910.2879  0.066560    1.000000   135.5862         0.007115        1  100
## 99  1833.3410  0.111260    1.000000   135.5862         0.007115        1  100
## 100 1667.4613  0.055374    1.000000   135.5862         0.000000        0  100
## 101 1646.0490  0.082632    1.000000   135.5862         0.000000        0  100
## 102 1640.4164  0.240932    1.000000   135.5862         0.000000        0  100
## 103 2072.0836  0.216166    1.000000   135.5862         0.007115        1  100
## 104 1729.3640  0.135848    1.000000   135.5862         0.000000        0  100
## 105 1629.9293  0.129802    1.000000   135.5862         0.000000        0  100
## 106 1627.5623  0.163934    1.000000   135.5862         0.000000        0  100
## 107 1610.5739  0.175968    1.000000   135.5862         0.000000        0  100
## 108 1601.8030  0.171837    1.000000   135.5862         0.000000        0  100
## 109 1691.2825  0.061881    1.000000   135.5862         0.007115        1  100
## 110 1595.2407  0.040950    1.000000   135.5862         0.000000        0  100
## 111 1688.7942  0.059196    1.000000   135.5862         0.007115        1  100
## 112 1936.3212  0.007675    1.000000   135.5862         0.007115        1  100
## 113 1649.4787 -0.026755    1.000000   135.5862         0.000000        0  100
## 114 1615.5159 -0.037151    1.000000   135.5862         0.007115        1  100
## 115 1563.0682  0.035656    1.000000   135.5862         0.000000        0  100
## 116 1552.3562  0.032152    1.000000   135.5862         0.000000        0  100
## 117 1540.0183  0.123200    1.000000   135.5862         0.000000        0  100
## 118 1525.7849  0.119035    1.000000   135.5862         0.000000        0  100
## 119 1520.7707  0.110852    1.000000   135.5862         0.000000        0  100
## 120 2619.2489  0.003822    1.000000   135.5862         0.007115        1  100
## 121 1778.7730 -0.144914    1.000000   135.5862         0.000000        0  100
## 122 1614.4974 -0.020001    1.000000   135.5862         0.000000        0  100
## 123 1561.0955  0.076107    1.000000   135.5862         0.000000        0  100
## 124 1553.7755 -0.044664    1.000000   135.5862         0.000000        0  100
## 125 1534.5025 -0.021069    1.000000   135.5862         0.000000        0  100
## 126 1529.0994 -0.021911    1.000000   135.5862         0.000000        0  100
## 127 1598.0478 -0.147179    1.000000   135.5862         0.007115        1  100
## 128 3670.8524 -0.179320    1.000000   135.5862         0.007115        1  100
## 129 2383.4536 -0.178952    1.000000   135.5862         0.007115        1  100
## 130 1915.4981 -0.185324    1.000000   135.5862         0.000000        0  100
## 131 2089.6630 -0.312026    1.000000   135.5862         0.007115        1  100
## 132 1904.0606 -0.351537    1.000000   135.5862         0.000000        0  100
## 133 1814.2970 -0.517268    1.000000   135.5862         0.000000        0  100
## 134 1773.1720 -0.972654    1.000000   135.5862         0.000000        0  100
## 135 1743.6476 -2.040535    1.000000   135.5862         0.000000        0  100
## 136 1722.0085  0.252409    1.000000   135.5862         0.000000        0  100
## 137 1702.3761  0.252285    1.000000   135.5862         0.000000        0  100
## 138 1700.0954  0.248467    1.000000   135.5862         0.000000        0  100
## 139 1679.1359  0.239804    1.000000   135.5862         0.000000        0  100
## 140 1670.9609  0.258045    1.000000   135.5862         0.000000        0  100
## 141 1710.0150  0.240705    1.000000   135.5862         0.007115        1  100
## 142 2005.9404  0.251386    1.000000   135.5862         0.007115        1  100
## 143 1785.6960  0.301830    1.000000   135.5862         0.007115        1  100
## 144 1678.1943  0.315734    1.000000   135.5862         0.007115        1  100
## 145 1659.2126  0.310706    1.000000   135.5862         0.007115        1  100
## 146 1611.4643  0.297974    1.000000   135.5862         0.000000        0  100
## 147 1599.4036  0.274272    1.000000   135.5862         0.000000        0  100
## 148 1577.5861  0.262500    1.000000   135.5862         0.000000        0  100
## 149 1562.7597  0.250802    1.000000   135.5862         0.000000        0  100
## 150 1755.4919  0.319302    1.000000   135.5862         0.007115        1  100
##          pet      lai baseflow streamflow     pcp recharge  Kdowndirpch
## 1   0.000000 0.070340        0          0   0.254 0.000000   245.418510
## 2   0.000000 0.070371        0          0   0.762 0.000000   265.813108
## 3   0.068674 0.070371        0          0   0.000 0.000000     0.000000
## 4   0.000000 0.070371        0          0  32.766 0.000000     3.146046
## 5   0.022832 0.070371        0          0   0.000 0.000000     0.000000
## 6   0.000000 0.070371        0          0   6.096 0.000000   228.106621
## 7   0.000000 0.070371        0          0  23.114 0.000000   369.399514
## 8   0.038484 0.070371        0          0   0.000 0.000000     0.000000
## 9   0.013664 0.070371        0          0   0.000 0.000000     0.000000
## 10  0.026963 0.070371        0          0   0.000 0.000000     0.000000
## 11  0.025159 0.070371        0          0   0.000 0.000000     0.000000
## 12  0.024832 0.070371        0          0   0.000 0.000000     0.000000
## 13  0.032231 0.070371        0          0   0.000 0.000000     0.000000
## 14  0.033370 0.070371        0          0   0.000 0.000000     0.000000
## 15  0.012430 0.070371        0          0   0.762 0.000000     0.000000
## 16  0.011956 0.070340        0          0   0.000 0.000000     0.000000
## 17  0.022817 0.070340        0          0   0.000 0.000000     0.000000
## 18  0.017141 0.070340        0          0   0.000 0.000000     0.000000
## 19  0.013685 0.070340        0          0   0.000 0.000000     0.000000
## 20  0.023326 0.070340        0          0   0.000 0.000000     0.000000
## 21  0.021455 0.070340        0          0   0.000 0.000000     0.000000
## 22  0.027362 0.070340        0          0   0.000 0.000000     0.000000
## 23  0.000000 0.070279        0          0   1.270 0.001032   194.429616
## 24  0.023949 0.070279        0          0   0.000 0.000000     0.000000
## 25  0.000000 0.070279        0          0   2.540 0.002084     1.743963
## 26  0.000000 0.070279        0          0  84.328 0.069841    14.981392
## 27  0.000000 0.070279        0          0  35.306 0.000000  1759.578323
## 28  0.013925 0.070279        0          0   0.762 0.000000     0.000000
## 29  0.020739 0.070279        0          0   0.000 0.000000     0.000000
## 30  0.024304 0.070279        0          0   0.000 0.000000     0.000000
## 31  0.000000 0.070223        0          0   1.016 0.000000   484.234943
## 32  0.019068 0.070223        0          0   0.254 0.000000     0.000000
## 33  0.040960 0.070223        0          0   0.000 0.000000     0.000000
## 34  0.034846 0.070223        0          0   0.000 0.000000     0.000000
## 35  0.048878 0.070223        0          0   0.000 0.000000     0.000000
## 36  0.043736 0.070223        0          0   0.000 0.000000     0.000000
## 37  0.000000 0.070223        0          0  27.432 0.000000     8.068879
## 38  0.000000 0.070223        0          0   0.508 0.000000  1470.944294
## 39  0.037595 0.070120        0          0   0.000 0.000000     0.000000
## 40  0.040138 0.070120        0          0   0.000 0.000000     0.000000
## 41  0.027374 0.070120        0          0   0.000 0.000000     0.000000
## 42  0.000000 0.070120        0          0  14.986 0.000000    81.371251
## 43  0.000000 0.070120        0          0  27.686 0.000000     5.809255
## 44  0.032807 0.070120        0          0   0.000 0.000000     0.000000
## 45  0.020750 0.070120        0          0   0.000 0.000000     0.000000
## 46  0.041289 0.070120        0          0   0.000 0.000000     0.000000
## 47  0.000000 0.070029        0          0   3.302 0.000000   639.033677
## 48  0.038819 0.070029        0          0   0.000 0.000000     0.000000
## 49  0.049316 0.070029        0          0   0.000 0.000000     0.000000
## 50  0.033849 0.070029        0          0  36.830 0.000000     0.000000
## 51  0.051816 0.070029        0          0   0.000 0.000000     0.000000
## 52  0.000000 0.070029        0          0   2.032 0.000000   983.618665
## 53  0.000000 0.070029        0          0  49.276 0.000000   566.775803
## 54  0.054461 0.070029        0          0   0.000 0.000000     0.000000
## 55  0.058498 0.069949        0          0   0.000 0.000000     0.000000
## 56  0.000000 0.069949        0          0  83.058 0.000000   334.354933
## 57  0.000000 0.069949        0          0 107.950 0.000000     4.031571
## 58  0.000000 0.069949        0          0  11.938 0.000000    77.053273
## 59  0.000000 0.069949        0          0   3.302 0.000000   191.085589
## 60  0.054965 0.069949        0          0   0.000 0.000000     0.000000
## 61  0.000000 0.069949        0          0   8.382 0.000000   629.000917
## 62  0.069242 0.069949        0          0   0.000 0.000000     0.000000
## 63  0.000000 0.069843        0          0  13.462 0.000000   524.036591
## 64  0.000000 0.069843        0          0   2.794 0.000000  2875.981728
## 65  0.000000 0.069843        0          0   1.778 0.000000   727.226406
## 66  0.000000 0.069843        0          0   2.794 0.000000    24.360773
## 67  0.000000 0.069843        0          0  38.608 0.000000     9.181862
## 68  0.069411 0.069843        0          0   0.000 0.000000     0.000000
## 69  0.071424 0.069843        0          0   0.000 0.000000     0.000000
## 70  0.000000 0.069843        0          0   0.254 0.000000   550.516132
## 71  0.000000 0.069754        0          0  10.414 0.000000   816.467828
## 72  0.000000 0.069754        0          0   4.064 0.000000  1049.440998
## 73  0.054662 0.069754        0          0   0.000 0.000000     0.000000
## 74  0.000000 0.069754        0          0  32.004 0.000000   334.359869
## 75  0.000000 0.069754        0          0  34.036 0.000000   678.331190
## 76  0.053052 0.069754        0          0   0.000 0.000000     0.000000
## 77  0.079623 0.069754        0          0   0.000 0.000000     0.000000
## 78  0.092522 0.069754        0          0   0.000 0.000000     0.000000
## 79  0.077398 0.069677        0          0   0.000 0.000000     0.000000
## 80  0.000000 0.069677        0          0  19.304 0.000000   243.756765
## 81  0.036034 0.069677        0          0   1.270 0.000000     0.000000
## 82  0.020130 0.069677        0          0   0.000 0.000000     0.000000
## 83  0.067112 0.069677        0          0   0.000 0.000000     0.000000
## 84  0.045994 0.069677        0          0   0.000 0.000000     0.000000
## 85  0.000000 0.069677        0          0   3.048 0.000000   340.517492
## 86  0.032616 0.069677        0          0  11.684 0.000000     0.000000
## 87  0.067494 0.069612        0          0   0.000 0.000000     0.000000
## 88  0.044383 0.069612        0          0   0.000 0.000000     0.000000
## 89  0.124168 0.069612        0          0   0.000 0.000000     0.000000
## 90  0.128982 0.069612        0          0   0.000 0.000000     0.000000
## 91  0.000000 0.069612        0          0   8.636 0.000000  4979.140712
## 92  0.154199 0.069612        0          0   0.000 0.000000     0.000000
## 93  0.000000 0.069612        0          0  17.018 0.000000   611.685374
## 94  0.000000 0.069612        0          0   8.890 0.000000  9178.530416
## 95  0.024537 0.069555        0          0   0.508 0.000000     0.000000
## 96  0.069227 0.069555        0          0   0.000 0.000000     0.000000
## 97  0.093211 0.069555        0          0   0.000 0.000000     0.000000
## 98  0.000000 0.069555        0          0  14.478 0.000000   671.357720
## 99  0.000000 0.069555        0          0   6.604 0.000000  4025.081251
## 100 0.060986 0.069555        0          0   0.000 0.000000     0.000000
## 101 0.074353 0.069555        0          0   0.000 0.000000     0.000000
## 102 0.138657 0.069555        0          0   0.000 0.000000     0.000000
## 103 0.000000 0.069506        0          0  25.146 0.000000   889.184440
## 104 0.111997 0.069506        0          0   0.000 0.000000     0.000000
## 105 0.120429 0.069506        0          0   0.000 0.000000     0.000000
## 106 0.160762 0.069506        0          0   0.000 0.000000     0.000000
## 107 0.173372 0.069506        0          0   0.000 0.000000     0.000000
## 108 0.135344 0.069506        0          0   0.000 0.000000     0.000000
## 109 0.000000 0.069506        0          0   5.842 0.000000 10204.513329
## 110 0.137719 0.069506        0          0   0.000 0.000000     0.000000
## 111 0.000000 0.069464        0          0   6.858 0.000000  2800.222580
## 112 0.000000 0.069464        0          0  19.558 0.000000  5094.034785
## 113 0.089670 0.069464        0          0   0.000 0.000000     0.000000
## 114 0.000000 0.069464        0          0   2.794 0.000000  1289.443776
## 115 0.108334 0.069464        0          0   0.000 0.000000     0.000000
## 116 0.124878 0.069464        0          0   0.000 0.000000     0.000000
## 117 0.167574 0.069464        0          0   0.000 0.000000     0.000000
## 118 0.144500 0.069464        0          0   0.000 0.000000     0.000000
## 119 0.104159 0.069428        0          0   0.000 0.000000     0.000000
## 120 0.000000 0.069428        0          0  64.770 0.000000  7036.369058
## 121 0.030171 0.069428        0          0   0.000 0.000000     0.000000
## 122 0.166837 0.069428        0          0   0.000 0.000000     0.000000
## 123 0.241717 0.069428        0          0   0.000 0.000000     0.000000
## 124 0.125997 0.069428        0          0   0.000 0.000000     0.000000
## 125 0.168834 0.069428        0          0   0.000 0.000000     0.000000
## 126 0.123356 0.069428        0          0   0.000 0.000000     0.000000
## 127 0.000000 0.069397        0          0   5.334 0.000000   150.825770
## 128 0.000000 0.069397        0          0 113.284 0.000000   130.778509
## 129 0.000000 0.069397        0          0  23.622 0.000000   409.270245
## 130 0.089609 0.069397        0          0   0.000 0.000000     0.000000
## 131 0.000000 0.069397        0          0  16.764 0.000000  2093.504725
## 132 0.143529 0.069397        0          0   0.000 0.000000     0.000000
## 133 0.162288 0.069397        0          0   0.000 0.000000     0.000000
## 134 0.133451 0.069397        0          0   0.000 0.000000     0.000000
## 135 0.194052 0.069379        0          0   0.000 0.000000     0.000000
## 136 0.233103 0.069379        0          0   0.000 0.000000     0.000000
## 137 0.210694 0.069379        0          0   0.000 0.000000     0.000000
## 138 0.227428 0.069379        0          0   0.000 0.000000     0.000000
## 139 0.249289 0.069379        0          0   0.000 0.000000     0.000000
## 140 0.121854 0.069379        0          0   0.000 0.000000     0.000000
## 141 0.000000 0.069379        0          0   2.540 0.000000  3600.676165
## 142 0.000000 0.069379        0          0  18.288 0.000000  6432.003743
## 143 0.000000 0.069356        0          0   4.826 0.000000  3821.423735
## 144 0.000000 0.069356        0          0   0.254 0.000000  6737.959114
## 145 0.000000 0.069356        0          0   0.508 0.000000  8025.305507
## 146 0.261655 0.069356        0          0   0.000 0.000000     0.000000
## 147 0.286031 0.069356        0          0   0.000 0.000000     0.000000
## 148 0.299132 0.069356        0          0   0.000 0.000000     0.000000
## 149 0.298266 0.069356        0          0   0.000 0.000000     0.000000
## 150 0.000000 0.069356        0          0  10.922 0.000000  4047.518217
##     Kdowndiffpch   Kupdirpch Kupdifpch Luppch Kdowndirsubcan Kdowndifsubcan
## 1      1308.7585   29.357753 171.69565      0     245.418510      1308.7585
## 2      1340.6716   31.831888 175.99614      0     265.813108      1340.6716
## 3       588.2542   80.091180 245.06860      0     668.803726      1852.2265
## 4       168.7355    0.376748  21.95789      0       3.146046       168.7355
## 5       170.1344    3.704184  67.45940      0      30.931895       517.3516
## 6      1261.5365   27.316427 165.46767      0     228.106621      1261.5365
## 7      1519.1101   44.236660 199.85446      0     369.399514      1519.1101
## 8       582.6635   77.303855 242.38350      0     645.528087      1832.7128
## 9       223.8876    6.688820  89.09168      0      55.855184       682.5171
## 10      458.1262   36.821474 186.36719      0     307.478788      1418.4021
## 11      383.9075   23.257549 154.83966      0     194.212840      1181.4493
## 12      450.1442   35.104631 182.93115      0     293.142242      1392.6752
## 13      558.7339   66.717682 231.12680      0     557.127942      1750.4568
## 14      598.9462   85.832513 250.27591      0     716.746896      1889.9329
## 15        0.0000    8.400258  98.95652      0      70.146594       757.6935
## 16        0.0000   23.719203 157.28692      0     198.282594      1200.2149
## 17        0.0000  153.955563 292.44019      0    1287.003980      2186.9829
## 18        0.0000   21.200955 150.04427      0     177.231095      1145.5264
## 19        0.0000   34.136659 182.36503      0     285.368164      1388.8882
## 20        0.0000  150.050953 291.00891      0    1254.363080      2177.5571
## 21      648.9744  116.874860 275.22534      0     977.024842      2069.6059
## 22      637.1819  106.682338 268.81601      0     891.819630      2024.4395
## 23     1207.2845   23.210458 158.14658      0     194.429616      1207.2845
## 24      198.9698    4.955044  78.97388      0      41.507468       605.5351
## 25      127.7798    0.208189  16.62154      0       1.743963       127.7798
## 26      371.6230    1.788436  48.40200      0      14.981392       371.6230
## 27     2329.2416  210.053491 313.70139      0    1759.578323      2329.2416
## 28        0.0000   15.225064 131.92589      0     127.537482      1008.7701
## 29        0.0000   79.307089 251.12722      0     664.340466      1900.1312
## 30        0.0000   70.921893 242.18955      0     594.099268      1834.7280
## 31     1741.3784   57.695374 229.30414      0     484.234943      1741.3784
## 32        0.0000   97.919790 272.61384      0     821.836840      2058.7301
## 33      655.9186  366.162472 319.73038      0    3073.186822      2315.5659
## 34      595.9439   70.638869 245.96601      0     592.869174      1864.4652
## 35      716.3874  162.377983 308.84044      0    1362.831843      2312.0452
## 36      484.5988   38.359504 196.76765      0     321.949768      1498.6813
## 37      277.5406    0.961387  36.12493      0       8.068879       277.5406
## 38     2340.3197  175.259309 313.17508      0    1470.944294      2340.3197
## 39      739.3670  146.733978 314.50983      0    1235.847747      2363.8366
## 40      731.8220  138.388532 310.16687      0    1165.559320      2333.6138
## 41      430.4783   26.216578 173.31438      0     220.805698      1323.5342
## 42      856.1695    9.661325 111.75083      0      81.371251       856.1695
## 43      241.1005    0.689741  31.36842      0       5.809255       241.1005
## 44      655.9787   86.946814 271.88168      0     732.298174      2058.7170
## 45      579.5476   58.239219 237.12866      0     490.512212      1802.2972
## 46      759.1218  177.676272 327.38564      0    1496.455177      2451.0668
## 47     2296.1057   75.639378 302.02500      0     639.033677      2296.1057
## 48      919.6001  157.583713 386.33547      0    1331.334320      2914.4235
## 49     1004.1636  277.611095 438.88377      0    2345.376756      3274.1377
## 50        0.0000   20.704588 175.11002      0     174.921175      1339.8679
## 51      938.7384  172.794470 396.30011      0    1459.841273      2985.4456
## 52     2664.9837  116.426265 351.93144      0     983.618665      2664.9837
## 53     2195.1511   67.086557 288.49282      0     566.775803      2195.1511
## 54      839.8305  112.281400 347.72114      0     948.601083      2634.1257
## 55      897.6182  124.997059 371.90356      0    1058.927841      2817.0944
## 56     1824.3362   39.467640 238.89057      0     334.354933      1824.3362
## 57      217.1372    0.475891  28.23467      0       4.031571       217.1372
## 58      938.3385    9.095457 122.34486      0      77.053273       938.3385
## 59     1429.4957   22.555963 186.79363      0     191.085589      1429.4957
## 60      589.5682   38.924210 237.48188      0     329.751197      1813.6910
## 61     2349.7067   74.247991 308.78808      0     629.000917      2349.7067
## 62      815.1947   91.888962 334.35219      0     778.448555      2540.0718
## 63     2275.9051   61.637549 298.44531      0     524.036591      2275.9051
## 64     3724.0775  338.274976 499.09069      0    2875.981728      3724.0775
## 65     2580.7166   85.536877 339.12390      0     727.226406      2580.7166
## 66      553.3867    2.865331  72.01853      0      24.360773       553.3867
## 67      339.8371    1.079977  44.19612      0       9.181862       339.8371
## 68      620.8842   40.153312 249.69584      0     341.379650      1908.1245
## 69      708.4867   55.700736 286.42394      0     473.562373      2185.4349
## 70     2320.6516   64.752091 304.39912      0     550.516132      2320.6516
## 71     2791.6692   95.743163 366.78017      0     816.467828      2791.6692
## 72     3049.0461  123.062780 401.40129      0    1049.440998      3049.0461
## 73      952.2636  113.502471 390.18282      0     967.913666      2965.8843
## 74     1953.3721   39.208736 255.43056      0     334.359869      1953.3721
## 75     2581.3543   79.544560 338.75657      0     678.331190      2581.3543
## 76     1069.7789  175.030043 445.28564      0    1492.601604      3369.4690
## 77     1201.5949  403.502906 530.42130      0    3440.946903      3948.2554
## 78     1185.1064  481.922101 535.42476      0    4109.681331      3960.4635
## 79     1206.7131  246.593647 508.22323      0    2108.317977      3833.3469
## 80     1736.1707   28.510343 226.68206      0     243.756765      1736.1707
## 81        0.0000  178.537413 464.76767      0    1526.453103      3520.7900
## 82      741.0913   53.706716 298.29626      0     459.179859      2279.4246
## 83     1142.4224  719.144108 549.84370      0    6148.513845      4000.7683
## 84      931.6676   98.454548 379.38085      0     841.763345      2889.2662
## 85     2009.5367   39.827697 262.66115      0     340.517492      2009.5367
## 86        0.0000  107.563432 391.96663      0     919.642177      2983.2239
## 87     1517.1287  492.982648 662.58860      0    4224.244252      4947.8824
## 88     1401.6696  280.062006 588.13183      0    2399.780850      4441.2220
## 89     1276.4785 1006.258547 638.52310      0    8622.376262      4601.7749
## 90     1518.5373  514.604915 666.10348      0    4409.520012      4968.1756
## 91     5004.7833  581.081450 673.56165      0    4979.140712      5004.7833
## 92     1498.2606  649.448807 676.62504      0    5564.963393      5006.9563
## 93     2739.3181   71.385615 358.63292      0     611.685374      2739.3181
## 94     4472.0634 1071.163494 624.31907      0    9178.530416      4472.0634
## 95        0.0000   55.390537 330.98383      0     475.533763      2532.1714
## 96     1604.5956  560.209460 703.78786      0    4809.458920      5249.9425
## 97     1582.2327  693.221389 712.70386      0    5951.380741      5278.2180
## 98     2931.0762   78.200262 383.68056      0     671.357720      2931.0762
## 99     5148.0640  468.844549 686.95667      0    4025.081251      5148.0640
## 100    1470.2335  288.166753 614.92001      0    2473.942802      4648.1540
## 101    1517.7403  334.345597 639.69175      0    2870.393182      4824.9053
## 102    1598.0107  491.154413 692.02323      0    4216.613857      5180.3086
## 103    3374.3440  103.402938 442.08240      0     889.184440      3374.3440
## 104    1673.6578  691.956803 745.81482      0    5950.287618      5540.0231
## 105    1591.6858  891.249459 739.44101      0    7664.048679      5432.1433
## 106    1602.3115  811.984237 733.35758      0    6982.429735      5408.6723
## 107    1656.0793  643.401402 732.64226      0    5532.749129      5452.8936
## 108    1576.9979  354.810304 664.31038      0    3051.091272      5011.7447
## 109    4860.8195 1186.679177 676.57624      0   10204.513329      4860.8195
## 110    1276.9906 1246.769909 662.00660      0   10721.246655      4730.8802
## 111    5063.2718  325.177218 669.49499      0    2800.222580      5063.2718
## 112    5646.9558  591.547284 755.20900      0    5094.034785      5646.9558
## 113    1700.5452  792.986564 766.78101      0    6828.703729      5678.2241
## 114    3953.1007  149.737290 518.81793      0    1289.443776      3953.1007
## 115    1735.7881  630.598149 760.13345      0    5430.316383      5673.6682
## 116    1641.9831  918.469142 759.63284      0    7909.281118      5587.1216
## 117    1649.6566  904.470886 760.87750      0    7788.736897      5600.7294
## 118    1734.9380  578.705733 753.25960      0    4983.451391      5635.6295
## 119    1562.0485  261.803713 644.72470      0    2257.222162      4892.7631
## 120    5903.9696  816.112644 796.17975      0    7036.369058      5903.9696
## 121    1171.9512  111.590455 473.26996      0     962.111828      3614.2031
## 122     826.8841 1876.848257 555.31077      0   16181.831152      3751.2015
## 123    1409.0168 1353.350539 719.11454      0   11668.332705      5159.7231
## 124    1679.5828 1010.696529 783.01679      0    8714.034557      5748.0209
## 125    1190.0423 1568.378189 659.72794      0   13522.260491      4641.9921
## 126    1806.5855  635.730393 786.64848      0    5481.147361      5881.1281
## 127    1613.5200   17.475456 210.08500      0     150.825770      1613.5200
## 128    1507.0538   15.152677 196.18114      0     130.778509      1507.0538
## 129    2562.7234   47.420174 334.37441      0     409.270245      2562.7234
## 130    1662.0114  300.681421 687.90481      0    2595.097158      5216.5356
## 131    4887.9400  242.564319 643.17760      0    2093.504725      4887.9400
## 132    1798.1762  946.515290 819.15321      0    8169.108459      6050.3759
## 133    1805.4115  931.123216 820.13448      0    8036.263777      6062.1576
## 134    1738.9722 1054.572792 808.96708      0    9101.722508      5942.2651
## 135    1482.9772 1455.065129 754.64602      0   12565.777885      5419.3023
## 136    1526.8753 1360.108841 760.55434      0   11745.746115      5490.5286
## 137    1799.4589  975.102319 821.59900      0    8420.873337      6065.0294
## 138    1727.1955 1100.204192 808.15766      0    9501.238967      5927.6109
## 139    1639.1806 1224.231685 788.41258      0   10572.326364      5741.9234
## 140    1659.1716  294.252751 685.55051      0    2541.133478      5201.3605
## 141    5690.2848  416.943414 753.33222      0    3600.676165      5690.2848
## 142    6151.4588  744.799442 824.72332      0    6432.003743      6151.4588
## 143    6141.7808  442.162752 812.53012      0    3821.423735      6141.7808
## 144    6769.1296  779.624232 905.62140      0    6737.959114      6769.1296
## 145    6811.8506  928.578303 916.31179      0    8025.305507      6811.8506
## 146    2063.6499  911.717555 915.77896      0    7879.585263      6812.2322
## 147    2051.3792  962.485999 916.90944      0    8318.355231      6807.4325
## 148    2035.4695 1013.748284 916.67097      0    8761.393259      6791.9555
## 149    2055.8835  945.502550 916.68786      0    8171.574543      6810.2445
## 150    6227.3939  468.323305 824.54704      0    4047.518217      6227.3939
##     Ldownsubcan    Kstarcan Kstardirsno Kstardiffsno Lstarcanopy Lstarsnow
## 1             0  212.935880     0.00000       0.0000           0         0
## 2             0  221.817730     0.00000       0.0000           0         0
## 3             0  265.166619     0.00000       0.0000           0         0
## 4             0    8.722429     0.00000       0.0000           0         0
## 5             0   35.484869     0.00000       0.0000           0         0
## 6             0  203.118349     0.00000       0.0000           0         0
## 7             0  266.069029     0.00000       0.0000           0         0
## 8             0  339.766169     0.00000       0.0000           0         0
## 9             0  123.635848     0.00000       0.0000           0         0
## 10            0  270.241160     0.00000       0.0000           0         0
## 11            0  211.492785     0.00000       0.0000           0         0
## 12            0  272.834199     0.00000       0.0000           0         0
## 13            0  350.939560     0.00000       0.0000           0         0
## 14            0  399.605340     0.00000       0.0000           0         0
## 15            0   13.335686    10.52199     113.6540           0         0
## 16            0  230.543492    39.85480     241.2432           0         0
## 17            0  543.548235   289.69666     492.2764           0         0
## 18            0  218.429207    43.22052     279.3542           0         0
## 19            0  274.242610    74.12793     360.7810           0         0
## 20            0  537.591307   343.40693     596.1497           0         0
## 21            0  482.245927     0.00000       0.0000           0         0
## 22            0  463.193949     0.00000       0.0000           0         0
## 23            0  188.047754     0.00000       0.0000           0         0
## 24            0   87.261878     0.00000       0.0000           0         0
## 25            0    7.389436     0.00000       0.0000           0         0
## 26            0   22.968690     0.00000       0.0000           0         0
## 27            0  582.677935     0.00000       0.0000           0         0
## 28            0   63.181245    19.13062     151.3155           0         0
## 29            0  409.412763   133.53243     381.9264           0         0
## 30            0  389.147129   133.72808     412.9860           0         0
## 31            0  314.907513     0.00000       0.0000           0         0
## 32            0  329.428509   123.27553     308.8095           0         0
## 33            0  784.235383     0.00000       0.0000           0         0
## 34            0  363.740875     0.00000       0.0000           0         0
## 35            0  513.307563     0.00000       0.0000           0         0
## 36            0  238.671832     0.00000       0.0000           0         0
## 37            0   14.888392     0.00000       0.0000           0         0
## 38            0  542.335473     0.00000       0.0000           0         0
## 39            0  513.707454     0.00000       0.0000           0         0
## 40            0  477.010312     0.00000       0.0000           0         0
## 41            0  207.501636     0.00000       0.0000           0         0
## 42            0  112.903276     0.00000       0.0000           0         0
## 43            0   13.702465     0.00000       0.0000           0         0
## 44            0  389.241061     0.00000       0.0000           0         0
## 45            0  365.477184     0.00000       0.0000           0         0
## 46            0  546.044213     0.00000       0.0000           0         0
## 47            0  421.598707     0.00000       0.0000           0         0
## 48            0  649.469296     0.00000       0.0000           0         0
## 49            0  820.024250     0.00000       0.0000           0         0
## 50            0  187.025784    26.23818     200.9802           0         0
## 51            0  619.387080     0.00000       0.0000           0         0
## 52            0  524.407505     0.00000       0.0000           0         0
## 53            0  396.149728     0.00000       0.0000           0         0
## 54            0  463.426423     0.00000       0.0000           0         0
## 55            0  488.380034     0.00000       0.0000           0         0
## 56            0  304.533822     0.00000       0.0000           0         0
## 57            0    9.947177     0.00000       0.0000           0         0
## 58            0  125.689927     0.00000       0.0000           0         0
## 59            0  221.512500     0.00000       0.0000           0         0
## 60            0  233.453148     0.00000       0.0000           0         0
## 61            0  426.871076     0.00000       0.0000           0         0
## 62            0  375.199474     0.00000       0.0000           0         0
## 63            0  398.893985     0.00000       0.0000           0         0
## 64            0  894.301166     0.00000       0.0000           0         0
## 65            0  472.151196     0.00000       0.0000           0         0
## 66            0   54.394771     0.00000       0.0000           0         0
## 67            0   16.735796     0.00000       0.0000           0         0
## 68            0  225.214651     0.00000       0.0000           0         0
## 69            0  276.125122     0.00000       0.0000           0         0
## 70            0  409.524736     0.00000       0.0000           0         0
## 71            0  512.797511     0.00000       0.0000           0         0
## 72            0  579.791681     0.00000       0.0000           0         0
## 73            0  492.885509     0.00000       0.0000           0         0
## 74            0  322.069555     0.00000       0.0000           0         0
## 75            0  463.128390     0.00000       0.0000           0         0
## 76            0  627.873842     0.00000       0.0000           0         0
## 77            0  862.434411     0.00000       0.0000           0         0
## 78            0  900.137688     0.00000       0.0000           0         0
## 79            0  689.960948     0.00000       0.0000           0         0
## 80            0  274.794161     0.00000       0.0000           0         0
## 81            0  564.854088   228.96796     528.1185           0         0
## 82            0  429.398770     0.00000       0.0000           0         0
## 83            0 1203.137132     0.00000       0.0000           0         0
## 84            0  483.911186     0.00000       0.0000           0         0
## 85            0  330.362061     0.00000       0.0000           0         0
## 86            0  533.435961   137.94633     447.4836           0         0
## 87            0 1176.385285     0.00000       0.0000           0         0
## 88            0  972.689894     0.00000       0.0000           0         0
## 89            0 1344.096468     0.00000       0.0000           0         0
## 90            0  979.014330     0.00000       0.0000           0         0
## 91            0 1266.247912     0.00000       0.0000           0         0
## 92            0 1046.402279     0.00000       0.0000           0         0
## 93            0  477.421002     0.00000       0.0000           0         0
## 94            0 1566.977779     0.00000       0.0000           0         0
## 95            0  346.108901    71.33006     379.8257           0         0
## 96            0 1256.421531     0.00000       0.0000           0         0
## 97            0 1258.008699     0.00000       0.0000           0         0
## 98            0  512.537281     0.00000       0.0000           0         0
## 99            0 1187.244703     0.00000       0.0000           0         0
## 100           0  917.110790     0.00000       0.0000           0         0
## 101           0  936.214624     0.00000       0.0000           0         0
## 102           0  965.168526     0.00000       0.0000           0         0
## 103           0  604.270452     0.00000       0.0000           0         0
## 104           0 1223.539271     0.00000       0.0000           0         0
## 105           0 1340.297105     0.00000       0.0000           0         0
## 106           0 1188.920306     0.00000       0.0000           0         0
## 107           0 1076.065809     0.00000       0.0000           0         0
## 108           0  843.226200     0.00000       0.0000           0         0
## 109           0 1662.253404     0.00000       0.0000           0         0
## 110           0 1456.419882     0.00000       0.0000           0         0
## 111           0 1046.881107     0.00000       0.0000           0         0
## 112           0 1338.027427     0.00000       0.0000           0         0
## 113           0 1374.512476     0.00000       0.0000           0         0
## 114           0  732.550159     0.00000       0.0000           0         0
## 115           0 1190.646384     0.00000       0.0000           0         0
## 116           0 1352.699592     0.00000       0.0000           0         0
## 117           0 1260.652150     0.00000       0.0000           0         0
## 118           0 1073.926203     0.00000       0.0000           0         0
## 119           0  790.099924     0.00000       0.0000           0         0
## 120           0 1528.627956     0.00000       0.0000           0         0
## 121           0  686.397225     0.00000       0.0000           0         0
## 122           0 1628.613500     0.00000       0.0000           0         0
## 123           0 1440.152731     0.00000       0.0000           0         0
## 124           0 1425.250494     0.00000       0.0000           0         0
## 125           0 1545.201110     0.00000       0.0000           0         0
## 126           0 1177.836581     0.00000       0.0000           0         0
## 127           0  241.982332     0.00000       0.0000           0         0
## 128           0  222.456779     0.00000       0.0000           0         0
## 129           0  422.530260     0.00000       0.0000           0         0
## 130           0  892.802208     0.00000       0.0000           0         0
## 131           0  948.587597     0.00000       0.0000           0         0
## 132           0 1370.625250     0.00000       0.0000           0         0
## 133           0 1333.844008     0.00000       0.0000           0         0
## 134           0 1451.398683     0.00000       0.0000           0         0
## 135           0 1520.144518     0.00000       0.0000           0         0
## 136           0 1474.086409     0.00000       0.0000           0         0
## 137           0 1354.916853     0.00000       0.0000           0         0
## 138           0 1411.519143     0.00000       0.0000           0         0
## 139           0 1470.445327     0.00000       0.0000           0         0
## 140           0  846.197476     0.00000       0.0000           0         0
## 141           0 1200.087736     0.00000       0.0000           0         0
## 142           0 1500.895432     0.00000       0.0000           0         0
## 143           0 1287.630530     0.00000       0.0000           0         0
## 144           0 1618.827850     0.00000       0.0000           0         0
## 145           0 1725.688532     0.00000       0.0000           0         0
## 146           0 1412.338737     0.00000       0.0000           0         0
## 147           0 1477.383001     0.00000       0.0000           0         0
## 148           0 1520.362439     0.00000       0.0000           0         0
## 149           0 1501.030854     0.00000       0.0000           0         0
## 150           0 1319.677143     0.00000       0.0000           0         0
##     Lstarsoil     wind windsnow windzone      ga gasnow trans_reduc_perc
## 1           0 0.516859        1        1 4.72406      0         1.000000
## 2           0 0.516859        1        1 4.72406      0         1.000000
## 3           0 0.516859        1        1 4.72406      0         1.000000
## 4           0 0.516859        1        1 4.72406      0         1.000000
## 5           0 0.516859        1        1 4.72406      0         1.000000
## 6           0 0.516859        1        1 4.72406      0         1.000000
## 7           0 0.516859        1        1 4.72406      0         1.000000
## 8           0 0.516859        1        1 4.72406      0         1.000000
## 9           0 0.516859        1        1 4.72406      0         1.000000
## 10          0 0.516859        1        1 4.72406      0         1.000000
## 11          0 0.516859        1        1 4.72406      0         1.000000
## 12          0 0.516859        1        1 4.72406      0         1.000000
## 13          0 0.516859        1        1 4.72406      0         1.000000
## 14          0 0.516859        1        1 4.72406      0         1.000000
## 15          0 0.000000        1        1 0.10000      0         1.000000
## 16          0 0.000000        1        1 0.10000      0         1.000000
## 17          0 0.000000        1        1 0.10000      0         1.000000
## 18          0 0.000000        1        1 0.10000      0         1.000000
## 19          0 0.000000        1        1 0.10000      0         0.988665
## 20          0 0.000000        1        1 0.10000      0         1.000000
## 21          0 0.516859        1        1 4.72406      0         1.000000
## 22          0 0.516859        1        1 4.72406      0         1.000000
## 23          0 0.516859        1        1 4.72406      0         1.000000
## 24          0 0.516859        1        1 4.72406      0         1.000000
## 25          0 0.516859        1        1 4.72406      0         1.000000
## 26          0 0.516859        1        1 4.72406      0         1.000000
## 27          0 0.516859        1        1 4.72406      0         1.000000
## 28          0 0.000000        1        1 0.10000      0         1.000000
## 29          0 0.000000        1        1 0.10000      0         1.000000
## 30          0 0.000000        1        1 0.10000      0         1.000000
## 31          0 0.516859        1        1 4.72406      0         1.000000
## 32          0 0.000000        1        1 0.10000      0         1.000000
## 33          0 0.516859        1        1 4.72406      0         1.000000
## 34          0 0.516859        1        1 4.72406      0         1.000000
## 35          0 0.516859        1        1 4.72406      0         1.000000
## 36          0 0.516859        1        1 4.72406      0         1.000000
## 37          0 0.516859        1        1 4.72406      0         1.000000
## 38          0 0.516859        1        1 4.72406      0         1.000000
## 39          0 0.516859        1        1 4.72406      0         1.000000
## 40          0 0.516859        1        1 4.72406      0         1.000000
## 41          0 0.516859        1        1 4.72406      0         1.000000
## 42          0 0.516859        1        1 4.72406      0         1.000000
## 43          0 0.516859        1        1 4.72406      0         1.000000
## 44          0 0.516859        1        1 4.72406      0         1.000000
## 45          0 0.516859        1        1 4.72406      0         1.000000
## 46          0 0.516859        1        1 4.72406      0         1.000000
## 47          0 0.516859        1        1 4.72406      0         1.000000
## 48          0 0.516859        1        1 4.72406      0         1.000000
## 49          0 0.516859        1        1 4.72406      0         1.000000
## 50          0 0.000000        1        1 0.10000      0         1.000000
## 51          0 0.516859        1        1 4.72406      0         1.000000
## 52          0 0.516859        1        1 4.72406      0         1.000000
## 53          0 0.516859        1        1 4.72406      0         1.000000
## 54          0 0.516859        1        1 4.72406      0         1.000000
## 55          0 0.516859        1        1 4.72406      0         1.000000
## 56          0 0.516859        1        1 4.72406      0         1.000000
## 57          0 0.516859        1        1 4.72406      0         1.000000
## 58          0 0.516859        1        1 4.72406      0         1.000000
## 59          0 0.516859        1        1 4.72406      0         1.000000
## 60          0 0.516859        1        1 4.72406      0         1.000000
## 61          0 0.516859        1        1 4.72406      0         1.000000
## 62          0 0.516859        1        1 4.72406      0         1.000000
## 63          0 0.516859        1        1 4.72406      0         1.000000
## 64          0 0.516859        1        1 4.72406      0         1.000000
## 65          0 0.516859        1        1 4.72406      0         1.000000
## 66          0 0.516859        1        1 4.72406      0         1.000000
## 67          0 0.516859        1        1 4.72406      0         1.000000
## 68          0 0.516859        1        1 4.72406      0         1.000000
## 69          0 0.516859        1        1 4.72406      0         1.000000
## 70          0 0.516859        1        1 4.72406      0         1.000000
## 71          0 0.516859        1        1 4.72406      0         1.000000
## 72          0 0.516859        1        1 4.72406      0         1.000000
## 73          0 0.516859        1        1 4.72406      0         1.000000
## 74          0 0.516859        1        1 4.72406      0         1.000000
## 75          0 0.516859        1        1 4.72406      0         1.000000
## 76          0 0.516859        1        1 4.72406      0         1.000000
## 77          0 0.516859        1        1 4.72406      0         1.000000
## 78          0 0.516859        1        1 4.72406      0         1.000000
## 79          0 0.516859        1        1 4.72406      0         1.000000
## 80          0 0.516859        1        1 4.72406      0         1.000000
## 81          0 0.000000        1        1 0.10000      0         1.000000
## 82          0 0.516859        1        1 4.72406      0         1.000000
## 83          0 0.516859        1        1 4.72406      0         1.000000
## 84          0 0.516859        1        1 4.72406      0         1.000000
## 85          0 0.516859        1        1 4.72406      0         1.000000
## 86          0 0.000000        1        1 0.10000      0         1.000000
## 87          0 0.516859        1        1 4.72406      0         1.000000
## 88          0 0.516859        1        1 4.72406      0         1.000000
## 89          0 0.516859        1        1 4.72406      0         1.000000
## 90          0 0.516859        1        1 4.72406      0         1.000000
## 91          0 0.516859        1        1 4.72406      0         1.000000
## 92          0 0.516859        1        1 4.72406      0         1.000000
## 93          0 0.516859        1        1 4.72406      0         1.000000
## 94          0 0.516859        1        1 4.72406      0         1.000000
## 95          0 0.000000        1        1 0.10000      0         1.000000
## 96          0 0.516859        1        1 4.72406      0         1.000000
## 97          0 0.516859        1        1 4.72406      0         1.000000
## 98          0 0.516859        1        1 4.72406      0         1.000000
## 99          0 0.516859        1        1 4.72406      0         1.000000
## 100         0 0.516859        1        1 4.72406      0         1.000000
## 101         0 0.516859        1        1 4.72406      0         1.000000
## 102         0 0.516859        1        1 4.72406      0         1.000000
## 103         0 0.516859        1        1 4.72406      0         1.000000
## 104         0 0.516859        1        1 4.72406      0         1.000000
## 105         0 0.516859        1        1 4.72406      0         1.000000
## 106         0 0.516859        1        1 4.72406      0         1.000000
## 107         0 0.516859        1        1 4.72406      0         1.000000
## 108         0 0.516859        1        1 4.72406      0         1.000000
## 109         0 0.516859        1        1 4.72406      0         1.000000
## 110         0 0.516859        1        1 4.72406      0         1.000000
## 111         0 0.516859        1        1 4.72406      0         1.000000
## 112         0 0.516859        1        1 4.72406      0         1.000000
## 113         0 0.516859        1        1 4.72406      0         1.000000
## 114         0 0.516859        1        1 4.72406      0         1.000000
## 115         0 0.516859        1        1 4.72406      0         1.000000
## 116         0 0.516859        1        1 4.72406      0         1.000000
## 117         0 0.516859        1        1 4.72406      0         1.000000
## 118         0 0.516859        1        1 4.72406      0         1.000000
## 119         0 0.516859        1        1 4.72406      0         1.000000
## 120         0 0.516859        1        1 4.72406      0         1.000000
## 121         0 0.516859        1        1 4.72406      0         1.000000
## 122         0 0.516859        1        1 4.72406      0         1.000000
## 123         0 0.516859        1        1 4.72406      0         1.000000
## 124         0 0.516859        1        1 4.72406      0         1.000000
## 125         0 0.516859        1        1 4.72406      0         1.000000
## 126         0 0.516859        1        1 4.72406      0         1.000000
## 127         0 0.516859        1        1 4.72406      0         1.000000
## 128         0 0.516859        1        1 4.72406      0         1.000000
## 129         0 0.516859        1        1 4.72406      0         1.000000
## 130         0 0.516859        1        1 4.72406      0         1.000000
## 131         0 0.516859        1        1 4.72406      0         1.000000
## 132         0 0.516859        1        1 4.72406      0         1.000000
## 133         0 0.516859        1        1 4.72406      0         1.000000
## 134         0 0.516859        1        1 4.72406      0         1.000000
## 135         0 0.516859        1        1 4.72406      0         1.000000
## 136         0 0.516859        1        1 4.72406      0         1.000000
## 137         0 0.516859        1        1 4.72406      0         1.000000
## 138         0 0.516859        1        1 4.72406      0         1.000000
## 139         0 0.516859        1        1 4.72406      0         1.000000
## 140         0 0.516859        1        1 4.72406      0         1.000000
## 141         0 0.516859        1        1 4.72406      0         1.000000
## 142         0 0.516859        1        1 4.72406      0         1.000000
## 143         0 0.516859        1        1 4.72406      0         1.000000
## 144         0 0.516859        1        1 4.72406      0         1.000000
## 145         0 0.516859        1        1 4.72406      0         1.000000
## 146         0 0.516859        1        1 4.72406      0         1.000000
## 147         0 0.516859        1        1 4.72406      0         1.000000
## 148         0 0.516859        1        1 4.72406      0         1.000000
## 149         0 0.516859        1        1 4.72406      0         1.000000
## 150         0 0.516859        1        1 4.72406      0         1.000000
##     pch_field_cap overland_flow   height ustar snow_albedo  Kstarsoil
## 1               0      619.3479 3.763784     0    0.000000     0.0000
## 2               0      615.6893 3.763784     0    0.000000     0.0000
## 3               0      595.2037 3.763784     0    0.000000  1680.6730
## 4               0      986.1141 3.763784     0    0.000000     0.0000
## 5               0      647.0488 3.763784     0    0.000000   323.3208
## 6               0      661.6896 3.763784     0    0.000000     0.0000
## 7               0      914.7999 3.763784     0    0.000000     0.0000
## 8               0      647.7040 3.763784     0    0.000000  1647.7533
## 9               0      608.3903 3.763784     0    0.000000   440.6475
## 10              0      593.4743 3.763784     0    0.000000  1095.1666
## 11              0      584.7886 3.763784     0    0.000000   854.1885
## 12              0      570.0408 3.763784     0    0.000000  1067.0915
## 13              0      549.5877 3.763784     0    0.000000  1518.0923
## 14              0      529.1886 3.763784     0    0.000000  1747.0657
## 15              0      527.8325 3.763784     0    0.850000     0.0000
## 16              0      493.8121 3.763784     0    0.799000     0.0000
## 17              0      474.5343 3.763784     0    0.774906     0.0000
## 18              0      456.3280 3.763784     0    0.756135     0.0000
## 19              0      453.4719 3.763784     0    0.740238     0.0000
## 20              0      442.7184 3.763784     0    0.726230     0.0000
## 21              0      435.8395 3.763784     0    0.000000  2092.9933
## 22              0      426.8557 3.763784     0    0.000000  1987.4513
## 23              0      432.9963 3.763784     0    0.000000     0.0000
## 24              0      416.4136 3.763784     0    0.000000   383.3685
## 25              0      432.8168 3.763784     0    0.000000     0.0000
## 26              0     1348.6881 3.763784     0    0.000000     0.0000
## 27              0     1135.4329 3.763784     0    0.000000     0.0000
## 28              0      689.4492 3.763784     0    0.850000     0.0000
## 29              0      600.2607 3.763784     0    0.799000     0.0000
## 30              0      599.5778 3.763784     0    0.774906     0.0000
## 31              0      597.4063 3.763784     0    0.000000     0.0000
## 32              0      586.1464 3.763784     0    0.850000     0.0000
## 33              0      567.1985 3.763784     0    0.000000  4193.9589
## 34              0      563.0670 3.763784     0    0.000000  1615.6570
## 35              0      554.8187 3.763784     0    0.000000  2591.0020
## 36              0      548.7374 3.763784     0    0.000000  1153.9691
## 37              0      868.7160 3.763784     0    0.000000     0.0000
## 38              0      609.5866 3.763784     0    0.000000     0.0000
## 39              0      562.4321 3.763784     0    0.000000  2500.3489
## 40              0      563.5093 3.763784     0    0.000000  2417.4338
## 41              0      554.9927 3.763784     0    0.000000   959.4275
## 42              0      711.6262 3.763784     0    0.000000     0.0000
## 43              0      934.8806 3.763784     0    0.000000     0.0000
## 44              0      628.4365 3.763784     0    0.000000  1855.9349
## 45              0      595.8061 3.763784     0    0.000000  1483.9808
## 46              0      600.5656 3.763784     0    0.000000  2793.6480
## 47              0      631.7111 3.763784     0    0.000000     0.0000
## 48              0      594.9743 3.763784     0    0.000000  2901.5819
## 49              0      588.5406 3.763784     0    0.000000  4053.3994
## 50              0     1043.5715 3.763784     0    0.850000     0.0000
## 51              0      676.3893 3.763784     0    0.000000  3062.0197
## 52              0      641.9812 3.763784     0    0.000000     0.0000
## 53              0     1279.9057 3.763784     0    0.000000     0.0000
## 54              0      816.0699 3.763784     0    0.000000  2384.6236
## 55              0      697.8655 3.763784     0    0.000000  2590.8018
## 56              0     1832.7890 3.763784     0    0.000000     0.0000
## 57              0     2851.2779 3.763784     0    0.000000     0.0000
## 58              0     1606.8670 3.763784     0    0.000000     0.0000
## 59              0     1458.6459 3.763784     0    0.000000     0.0000
## 60              0     1314.2620 3.763784     0    0.000000  1339.5298
## 61              0     1403.0892 3.763784     0    0.000000     0.0000
## 62              0     1288.5064 3.763784     0    0.000000  2171.4735
## 63              0     1477.9642 3.763784     0    0.000000     0.0000
## 64              0     1339.6838 3.763784     0    0.000000     0.0000
## 65              0     1287.8057 3.763784     0    0.000000     0.0000
## 66              0     1312.2671 3.763784     0    0.000000     0.0000
## 67              0     1902.4958 3.763784     0    0.000000     0.0000
## 68              0     1455.5166 3.763784     0    0.000000  1403.6695
## 69              0     1290.0753 3.763784     0    0.000000  1684.6108
## 70              0     1296.7162 3.763784     0    0.000000     0.0000
## 71              0     1453.0252 3.763784     0    0.000000     0.0000
## 72              0     1367.5400 3.763784     0    0.000000     0.0000
## 73              0     1284.7012 3.763784     0    0.000000  2588.1546
## 74              0     1798.9730 3.763784     0    0.000000     0.0000
## 75              0     2083.4036 3.763784     0    0.000000     0.0000
## 76              0     1465.9174 3.763784     0    0.000000  3306.0847
## 77              0     1373.1295 3.763784     0    0.000000  5448.6872
## 78              0     1371.4783 3.763784     0    0.000000  6078.0240
## 79              0     1354.5903 3.763784     0    0.000000  4140.7853
## 80              0     1700.6050 3.763784     0    0.000000     0.0000
## 81              0     1467.3181 3.763784     0    0.850000     0.0000
## 82              0     1361.7839 3.763784     0    0.000000  1723.6527
## 83              0     1366.2096 3.763784     0    0.000000  7991.9315
## 84              0     1356.2343 3.763784     0    0.000000  2426.2589
## 85              0     1413.8957 3.763784     0    0.000000     0.0000
## 86              0     1575.8557 3.763784     0    0.850000     0.0000
## 87              0     1381.8939 3.763784     0    0.000000  6737.7852
## 88              0     1341.6870 3.763784     0    0.000000  4755.2330
## 89              0     1336.9313 3.763784     0    0.000000 10625.2575
## 90              0     1326.8773 3.763784     0    0.000000  6921.3887
## 91              0     1475.1487 3.763784     0    0.000000     0.0000
## 92              0     1337.5920 3.763784     0    0.000000  8016.4672
## 93              0     1615.9309 3.763784     0    0.000000     0.0000
## 94              0     1535.9808 3.763784     0    0.000000     0.0000
## 95              0     1357.3815 3.763784     0    0.850000     0.0000
## 96              0     1305.4494 3.763784     0    0.000000  7448.8656
## 97              0     1308.5569 3.763784     0    0.000000  8524.4062
## 98              0     1548.0816 3.763784     0    0.000000     0.0000
## 99              0     1471.1417 3.763784     0    0.000000     0.0000
## 100             0     1303.6623 3.763784     0    0.000000  4939.6536
## 101             0     1281.9127 3.763784     0    0.000000  5408.0284
## 102             0     1275.4362 3.763784     0    0.000000  6859.2194
## 103             0     1710.1706 3.763784     0    0.000000     0.0000
## 104             0     1365.5472 3.763784     0    0.000000  8667.6218
## 105             0     1265.0577 3.763784     0    0.000000 10194.8870
## 106             0     1262.6277 3.763784     0    0.000000  9549.6804
## 107             0     1245.4939 3.763784     0    0.000000  8230.9992
## 108             0     1236.6484 3.763784     0    0.000000  5679.5545
## 109             0     1328.5932 3.763784     0    0.000000     0.0000
## 110             0     1230.0524 3.763784     0    0.000000 12629.9236
## 111             0     1326.1079 3.763784     0    0.000000     0.0000
## 112             0     1574.1464 3.763784     0    0.000000     0.0000
## 113             0     1285.5668 3.763784     0    0.000000  9555.6898
## 114             0     1252.2526 3.763784     0    0.000000     0.0000
## 115             0     1197.9891 3.763784     0    0.000000  8257.7980
## 116             0     1187.1202 3.763784     0    0.000000 10504.7794
## 117             0     1174.7190 3.763784     0    0.000000 10400.8631
## 118             0     1160.3998 3.763784     0    0.000000  7822.2349
## 119             0     1154.7124 3.763784     0    0.000000  4872.9382
## 120             0     2257.6503 3.763784     0    0.000000     0.0000
## 121             0     1415.1263 3.763784     0    0.000000  2946.7322
## 122             0     1250.5896 3.763784     0    0.000000 17112.8454
## 123             0     1196.0870 3.763784     0    0.000000 13736.2334
## 124             0     1188.6240 3.763784     0    0.000000 11336.2672
## 125             0     1169.2278 3.763784     0    0.000000 15157.7851
## 126             0     1163.7443 3.763784     0    0.000000  8419.4624
## 127             0     1235.1798 3.763784     0    0.000000     0.0000
## 128             0     3310.0669 3.763784     0    0.000000     0.0000
## 129             0     2023.0671 3.763784     0    0.000000     0.0000
## 130             0     1553.3668 3.763784     0    0.000000  5368.4581
## 131             0     1728.3052 3.763784     0    0.000000     0.0000
## 132             0     1540.9094 3.763784     0    0.000000 10999.3597
## 133             0     1450.6883 3.763784     0    0.000000 10883.1677
## 134             0     1409.4442 3.763784     0    0.000000 11800.6167
## 135             0     1379.7716 3.763784     0    0.000000 14703.5950
## 136             0     1358.0451 3.763784     0    0.000000 13985.7719
## 137             0     1338.3228 3.763784     0    0.000000 11237.8536
## 138             0     1335.9704 3.763784     0    0.000000 12158.7694
## 139             0     1314.1994 3.763784     0    0.000000 13043.6442
## 140             0     1305.9491 3.763784     0    0.000000  5309.0730
## 141             0     1346.7586 3.763784     0    0.000000     0.0000
## 142             0     1643.8495 3.763784     0    0.000000     0.0000
## 143             0     1423.5047 3.763784     0    0.000000     0.0000
## 144             0     1314.1297 3.763784     0    0.000000     0.0000
## 145             0     1295.0688 3.763784     0    0.000000     0.0000
## 146             0     1245.7183 3.763784     0    0.000000 11158.9859
## 147             0     1233.5451 3.763784     0    0.000000 11561.8298
## 148             0     1211.6334 3.763784     0    0.000000 11962.5444
## 149             0     1196.7268 3.763784     0    0.000000 11427.7536
## 150             0     1392.8493 3.763784     0    0.000000     0.0000
##     Kdowndirsurf Kdowndifsurf exfil_unsat snow_Rnet  snow_QLE snow_QH
## 1     245.418510    1308.7585           0  0.000000  0.000000       0
## 2     265.813108    1340.6716           0  0.000000  0.000000       0
## 3     668.803726    1852.2265           0  0.000000  0.000000       0
## 4       3.146046     168.7355           0  0.000000  0.000000       0
## 5      30.931895     517.3516           0  0.000000  0.000000       0
## 6     228.106621    1261.5365           0  0.000000  0.000000       0
## 7     369.399514    1519.1101           0  0.000000  0.000000       0
## 8     645.528087    1832.7128           0  0.000000  0.000000       0
## 9      55.855184     682.5171           0  0.000000  0.000000       0
## 10    307.478788    1418.4021           0  0.000000  0.000000       0
## 11    194.212840    1181.4493           0  0.000000  0.000000       0
## 12    293.142242    1392.6752           0  0.000000  0.000000       0
## 13    557.127942    1750.4568           0  0.000000  0.000000       0
## 14    716.746896    1889.9329           0  0.000000  0.000000       0
## 15     70.146594     757.6935           0  1.437222  0.000000       0
## 16    198.282594    1200.2149           0  3.253449 -0.951262       0
## 17   1287.003980    2186.9829           0  9.050614 -3.049782       0
## 18    177.231095    1145.5264           0  3.733503 -1.407194       0
## 19    285.368164    1388.8882           0  5.033668 -1.527556       0
## 20   1254.363080    2177.5571           0 10.874499 -3.481560       0
## 21    977.024842    2069.6059           0  0.000000  0.000000       0
## 22    891.819630    2024.4395           0  0.000000  0.000000       0
## 23    194.429616    1207.2845           0  0.000000  0.000000       0
## 24     41.507468     605.5351           0  0.000000  0.000000       0
## 25      1.743963     127.7798           0  0.000000  0.000000       0
## 26     14.981392     371.6230           0  0.000000  0.000000       0
## 27   1759.578323    2329.2416           0  0.000000  0.000000       0
## 28    127.537482    1008.7701           0  1.972756  0.000000       0
## 29    664.340466    1900.1312           0  5.965958 -2.127710       0
## 30    594.099268    1834.7280           0  6.327709 -2.525842       0
## 31    484.234943    1741.3784           0  0.000000  0.000000       0
## 32    821.836840    2058.7301           0  5.000984  0.000000       0
## 33   3073.186822    2315.5659           0  0.000000  0.000000       0
## 34    592.869174    1864.4652           0  0.000000  0.000000       0
## 35   1362.831843    2312.0452           0  0.000000  0.000000       0
## 36    321.949768    1498.6813           0  0.000000  0.000000       0
## 37      8.068879     277.5406           0  0.000000  0.000000       0
## 38   1470.944294    2340.3197           0  0.000000  0.000000       0
## 39   1235.847747    2363.8366           0  0.000000  0.000000       0
## 40   1165.559320    2333.6138           0  0.000000  0.000000       0
## 41    220.805698    1323.5342           0  0.000000  0.000000       0
## 42     81.371251     856.1695           0  0.000000  0.000000       0
## 43      5.809255     241.1005           0  0.000000  0.000000       0
## 44    732.298174    2058.7170           0  0.000000  0.000000       0
## 45    490.512212    1802.2972           0  0.000000  0.000000       0
## 46   1496.455177    2451.0668           0  0.000000  0.000000       0
## 47    639.033677    2296.1057           0  0.000000  0.000000       0
## 48   1331.334320    2914.4235           0  0.000000  0.000000       0
## 49   2345.376756    3274.1377           0  0.000000  0.000000       0
## 50    174.921175    1339.8679           0  2.629842  0.000000       0
## 51   1459.841273    2985.4456           0  0.000000  0.000000       0
## 52    983.618665    2664.9837           0  0.000000  0.000000       0
## 53    566.775803    2195.1511           0  0.000000  0.000000       0
## 54    948.601083    2634.1257           0  0.000000  0.000000       0
## 55   1058.927841    2817.0944           0  0.000000  0.000000       0
## 56    334.354933    1824.3362           0  0.000000  0.000000       0
## 57      4.031571     217.1372           0  0.000000  0.000000       0
## 58     77.053273     938.3385           0  0.000000  0.000000       0
## 59    191.085589    1429.4957           0  0.000000  0.000000       0
## 60    329.751197    1813.6910           0  0.000000  0.000000       0
## 61    629.000917    2349.7067           0  0.000000  0.000000       0
## 62    778.448555    2540.0718           0  0.000000  0.000000       0
## 63    524.036591    2275.9051           0  0.000000  0.000000       0
## 64   2875.981728    3724.0775           0  0.000000  0.000000       0
## 65    727.226406    2580.7166           0  0.000000  0.000000       0
## 66     24.360773     553.3867           0  0.000000  0.000000       0
## 67      9.181862     339.8371           0  0.000000  0.000000       0
## 68    341.379650    1908.1245           0  0.000000  0.000000       0
## 69    473.562373    2185.4349           0  0.000000  0.000000       0
## 70    550.516132    2320.6516           0  0.000000  0.000000       0
## 71    816.467828    2791.6692           0  0.000000  0.000000       0
## 72   1049.440998    3049.0461           0  0.000000  0.000000       0
## 73    967.913666    2965.8843           0  0.000000  0.000000       0
## 74    334.359869    1953.3721           0  0.000000  0.000000       0
## 75    678.331190    2581.3543           0  0.000000  0.000000       0
## 76   1492.601604    3369.4690           0  0.000000  0.000000       0
## 77   3440.946903    3948.2554           0  0.000000  0.000000       0
## 78   4109.681331    3960.4635           0  0.000000  0.000000       0
## 79   2108.317977    3833.3469           0  0.000000  0.000000       0
## 80    243.756765    1736.1707           0  0.000000  0.000000       0
## 81   1526.453103    3520.7900           0  8.762575  0.000000       0
## 82    459.179859    2279.4246           0  0.000000  0.000000       0
## 83   6148.513845    4000.7683           0  0.000000  0.000000       0
## 84    841.763345    2889.2662           0  0.000000  0.000000       0
## 85    340.517492    2009.5367           0  0.000000  0.000000       0
## 86    919.642177    2983.2239           0  6.775809  0.000000       0
## 87   4224.244252    4947.8824           0  0.000000  0.000000       0
## 88   2399.780850    4441.2220           0  0.000000  0.000000       0
## 89   8622.376262    4601.7749           0  0.000000  0.000000       0
## 90   4409.520012    4968.1756           0  0.000000  0.000000       0
## 91   4979.140712    5004.7833           0  0.000000  0.000000       0
## 92   5564.963393    5006.9563           0  0.000000  0.000000       0
## 93    611.685374    2739.3181           0  0.000000  0.000000       0
## 94   9178.530416    4472.0634           0  0.000000  0.000000       0
## 95    475.533763    2532.1714           0  5.221710  0.000000       0
## 96   4809.458920    5249.9425           0  0.000000  0.000000       0
## 97   5951.380741    5278.2180           0  0.000000  0.000000       0
## 98    671.357720    2931.0762           0  0.000000  0.000000       0
## 99   4025.081251    5148.0640           0  0.000000  0.000000       0
## 100  2473.942802    4648.1540           0  0.000000  0.000000       0
## 101  2870.393182    4824.9053           0  0.000000  0.000000       0
## 102  4216.613857    5180.3086           0  0.000000  0.000000       0
## 103   889.184440    3374.3440           0  0.000000  0.000000       0
## 104  5950.287618    5540.0231           0  0.000000  0.000000       0
## 105  7664.048679    5432.1433           0  0.000000  0.000000       0
## 106  6982.429735    5408.6723           0  0.000000  0.000000       0
## 107  5532.749129    5452.8936           0  0.000000  0.000000       0
## 108  3051.091272    5011.7447           0  0.000000  0.000000       0
## 109 10204.513329    4860.8195           0  0.000000  0.000000       0
## 110 10721.246655    4730.8802           0  0.000000  0.000000       0
## 111  2800.222580    5063.2718           0  0.000000  0.000000       0
## 112  5094.034785    5646.9558           0  0.000000  0.000000       0
## 113  6828.703729    5678.2241           0  0.000000  0.000000       0
## 114  1289.443776    3953.1007           0  0.000000  0.000000       0
## 115  5430.316383    5673.6682           0  0.000000  0.000000       0
## 116  7909.281118    5587.1216           0  0.000000  0.000000       0
## 117  7788.736897    5600.7294           0  0.000000  0.000000       0
## 118  4983.451391    5635.6295           0  0.000000  0.000000       0
## 119  2257.222162    4892.7631           0  0.000000  0.000000       0
## 120  7036.369058    5903.9696           0  0.000000  0.000000       0
## 121   962.111828    3614.2031           0  0.000000  0.000000       0
## 122 16181.831152    3751.2015           0  0.000000  0.000000       0
## 123 11668.332705    5159.7231           0  0.000000  0.000000       0
## 124  8714.034557    5748.0209           0  0.000000  0.000000       0
## 125 13522.260491    4641.9921           0  0.000000  0.000000       0
## 126  5481.147361    5881.1281           0  0.000000  0.000000       0
## 127   150.825770    1613.5200           0  0.000000  0.000000       0
## 128   130.778509    1507.0538           0  0.000000  0.000000       0
## 129   409.270245    2562.7234           0  0.000000  0.000000       0
## 130  2595.097158    5216.5356           0  0.000000  0.000000       0
## 131  2093.504725    4887.9400           0  0.000000  0.000000       0
## 132  8169.108459    6050.3759           0  0.000000  0.000000       0
## 133  8036.263777    6062.1576           0  0.000000  0.000000       0
## 134  9101.722508    5942.2651           0  0.000000  0.000000       0
## 135 12565.777885    5419.3023           0  0.000000  0.000000       0
## 136 11745.746115    5490.5286           0  0.000000  0.000000       0
## 137  8420.873337    6065.0294           0  0.000000  0.000000       0
## 138  9501.238967    5927.6109           0  0.000000  0.000000       0
## 139 10572.326364    5741.9234           0  0.000000  0.000000       0
## 140  2541.133478    5201.3605           0  0.000000  0.000000       0
## 141  3600.676165    5690.2848           0  0.000000  0.000000       0
## 142  6432.003743    6151.4588           0  0.000000  0.000000       0
## 143  3821.423735    6141.7808           0  0.000000  0.000000       0
## 144  6737.959114    6769.1296           0  0.000000  0.000000       0
## 145  8025.305507    6811.8506           0  0.000000  0.000000       0
## 146  7879.585263    6812.2322           0  0.000000  0.000000       0
## 147  8318.355231    6807.4325           0  0.000000  0.000000       0
## 148  8761.393259    6791.9555           0  0.000000  0.000000       0
## 149  8171.574543    6810.2445           0  0.000000  0.000000       0
## 150  4047.518217    6227.3939           0  0.000000  0.000000       0
##     snow_Qrain snow_Qmelt   LEcanopy        SED snow_age  fire_et   wy  yd
## 1     0.000000   0.000000  42.367683   0.001000        0 0.000017 2018 351
## 2     0.000000   0.000000  42.149843   0.001000        0 0.000017 2018 352
## 3     0.000000   0.000000 140.241190   0.001000        0 0.000064 2018 353
## 4     0.000000   0.000000  20.407766   0.001000        0 0.000008 2018 354
## 5     0.000000   0.000000  56.703921   0.001000        0 0.000030 2018 355
## 6     0.000000   0.000000  42.295365   0.001000        0 0.000017 2018 356
## 7     0.000000   0.000000  42.241468   0.001000        0 0.000017 2018 357
## 8     0.000000   0.000000  59.179150   0.001000        0 0.000031 2018 358
## 9     0.000000   0.000000   0.016300   0.001000        0 0.000000 2018 359
## 10    0.000000   0.000000  12.575926   0.001000        0 0.000005 2018 360
## 11    0.000000   0.000000  15.719902   0.001000        0 0.000006 2018 361
## 12    0.000000   0.000000   3.670409   0.001000        0 0.000001 2018 362
## 13    0.000000   0.000000  22.076001   0.001000        0 0.000009 2018 363
## 14    0.000000   0.000000  18.690689   0.001000        0 0.000007 2018 364
## 15    0.000000   1.437222   0.015069  -4.772088        1 0.000044 2018 365
## 16    0.000000   2.302187   0.014198 -10.000000        2 0.000032 2018   1
## 17    0.000000   6.000832   0.026687 -10.000000        3 0.000102 2018   2
## 18    0.000000   2.326309   0.020317 -10.000000        4 0.000047 2018   3
## 19    0.000000   3.506112   0.016205 -10.000000        5 0.000051 2018   4
## 20    0.000000   7.392939   0.027283   0.001000        0 0.000116 2018   5
## 21    0.000000   0.000000   0.025144   0.001000        0 0.000007 2018   6
## 22    0.000000   0.000000   0.032042   0.001000        0 0.000000 2018   7
## 23    0.000000   0.000000  42.451409   0.001000        0 0.000017 2018   8
## 24    0.000000   0.000000  21.055895   0.001000        0 0.000016 2018   9
## 25    0.000000   0.000000  14.554350   0.001000        0 0.000006 2018  10
## 26    0.000000   0.000000  42.140867   0.001000        0 0.000017 2018  11
## 27    0.000000   0.000000  42.296138   0.001000        0 0.000017 2018  12
## 28    0.000000   1.972756   0.016797  -4.322088        1 0.000044 2018  13
## 29    0.000000   3.838248   0.024356  -8.962040        2 0.000071 2018  14
## 30    0.000000   3.801867   0.028539   0.001000        0 0.000084 2018  15
## 31    0.000000   0.000000  42.474753   0.001000        0 0.000017 2018  16
## 32    0.000000   5.000984   0.022583   0.001000        0 0.000044 2018  17
## 33    0.000000   0.000000   0.047543   0.001000        0 0.000007 2018  18
## 34    0.000000   0.000000  28.368675   0.001000        0 0.000011 2018  19
## 35    0.000000   0.000000  52.781159   0.001000        0 0.000021 2018  20
## 36    0.000000   0.000000  56.841473   0.001000        0 0.000023 2018  21
## 37    0.000000   0.000000  33.278973   0.001000        0 0.000013 2018  22
## 38    0.000000   0.000000  42.310090   0.001000        0 0.000017 2018  23
## 39    0.000000   0.000000  37.802467   0.001000        0 0.000022 2018  24
## 40    0.000000   0.000000  60.815189   0.001000        0 0.000024 2018  25
## 41    0.000000   0.000000  43.937108   0.001000        0 0.000018 2018  26
## 42    0.000000   0.000000  42.265375   0.001000        0 0.000017 2018  27
## 43    0.000000   0.000000  27.911282   0.001000        0 0.000011 2018  28
## 44    0.000000   0.000000  49.200281   0.001000        0 0.000027 2018  29
## 45    0.000000   0.000000   0.024372   0.001000        0 0.000000 2018  30
## 46    0.000000   0.000000  51.991020   0.001000        0 0.000021 2018  31
## 47    0.000000   0.000000  42.241289   0.001000        0 0.000017 2018  32
## 48    0.000000   0.000000   0.045524   0.001000        0 0.000007 2018  33
## 49    0.000000   0.000000   8.915066   0.001000        0 0.000004 2018  34
## 50  112.471473   2.629842  60.516614   0.001000        0 0.000024 2018  35
## 51    0.000000   0.000000  57.177259   0.001000        0 0.000030 2018  36
## 52    0.000000   0.000000  42.209519   0.001000        0 0.000017 2018  37
## 53    0.000000   0.000000  42.137727   0.001000        0 0.000017 2018  38
## 54    0.000000   0.000000  93.869657   0.001000        0 0.000045 2018  39
## 55    0.000000   0.000000 107.703309   0.001000        0 0.000043 2018  40
## 56    0.000000   0.000000  41.998946   0.001000        0 0.000017 2018  41
## 57    0.000000   0.000000  27.279128   0.001000        0 0.000011 2018  42
## 58    0.000000   0.000000  41.881077   0.001000        0 0.000017 2018  43
## 59    0.000000   0.000000  42.052522   0.001000        0 0.000017 2018  44
## 60    0.000000   0.000000 110.759463   0.001000        0 0.000052 2018  45
## 61    0.000000   0.000000  41.745900   0.001000        0 0.000017 2018  46
## 62    0.000000   0.000000 142.450562   0.001000        0 0.000065 2018  47
## 63    0.000000   0.000000  41.910012   0.001000        0 0.000017 2018  48
## 64    0.000000   0.000000  41.930588   0.001000        0 0.000017 2018  49
## 65    0.000000   0.000000  41.852812   0.001000        0 0.000017 2018  50
## 66    0.000000   0.000000  41.812484   0.001000        0 0.000017 2018  51
## 67    0.000000   0.000000  41.730181   0.001000        0 0.000017 2018  52
## 68    0.000000   0.000000 133.923663   0.001000        0 0.000062 2018  53
## 69    0.000000   0.000000 143.999758   0.001000        0 0.000059 2018  54
## 70    0.000000   0.000000  41.668454   0.001000        0 0.000017 2018  55
## 71    0.000000   0.000000  41.775447   0.001000        0 0.000017 2018  56
## 72    0.000000   0.000000  41.897922   0.001000        0 0.000017 2018  57
## 73    0.000000   0.000000 106.484135   0.001000        0 0.000050 2018  58
## 74    0.000000   0.000000  41.952173   0.001000        0 0.000017 2018  59
## 75    0.000000   0.000000  41.896278   0.001000        0 0.000017 2018  60
## 76    0.000000   0.000000  92.896732   0.001000        0 0.000044 2018  61
## 77    0.000000   0.000000 153.681081   0.001000        0 0.000062 2018  62
## 78    0.000000   0.000000 185.839253   0.001000        0 0.000075 2018  63
## 79    0.000000   0.000000 161.726036   0.001000        0 0.000065 2018  64
## 80    0.000000   0.000000  42.010042   0.001000        0 0.000017 2018  65
## 81    1.420135   8.762575  53.927684   0.001000        0 0.000065 2018  66
## 82    0.000000   0.000000   0.023621   0.001000        0 0.000007 2018  67
## 83    0.000000   0.000000  68.471073   0.001000        0 0.000027 2018  68
## 84    0.000000   0.000000  85.577846   0.001000        0 0.000034 2018  69
## 85    0.000000   0.000000  41.983356   0.001000        0 0.000017 2018  70
## 86   34.795746   6.775809  59.468498   0.001000        0 0.000024 2018  71
## 87    0.000000   0.000000  51.629310   0.001000        0 0.000028 2018  72
## 88    0.000000   0.000000   0.051776   0.001000        0 0.000000 2018  73
## 89    0.000000   0.000000 234.787244   0.001000        0 0.000095 2018  74
## 90    0.000000   0.000000 269.665632   0.001000        0 0.000109 2018  75
## 91    0.000000   0.000000  41.615990   0.001000        0 0.000017 2018  76
## 92    0.000000   0.000000 316.342620   0.001000        0 0.000135 2018  77
## 93    0.000000   0.000000  41.742319   0.001000        0 0.000017 2018  78
## 94    0.000000   0.000000  41.771441   0.001000        0 0.000017 2018  79
## 95    0.000000   5.221710   0.029174   0.001000        0 0.000044 2018  80
## 96    0.000000   0.000000  60.152956   0.001000        0 0.000031 2018  81
## 97    0.000000   0.000000 165.719835   0.001000        0 0.000067 2018  82
## 98    0.000000   0.000000  41.956230   0.001000        0 0.000017 2018  83
## 99    0.000000   0.000000  41.820986   0.001000        0 0.000017 2018  84
## 100   0.000000   0.000000  88.573336   0.001000        0 0.000043 2018  85
## 101   0.000000   0.000000 134.823052   0.001000        0 0.000054 2018  86
## 102   0.000000   0.000000 286.507878   0.001000        0 0.000116 2018  87
## 103   0.000000   0.000000  41.569135   0.001000        0 0.000017 2018  88
## 104   0.000000   0.000000 226.094577   0.001000        0 0.000098 2018  89
## 105   0.000000   0.000000 239.725139   0.001000        0 0.000097 2018  90
## 106   0.000000   0.000000 328.053987   0.001000        0 0.000133 2018  91
## 107   0.000000   0.000000 322.684341   0.001000        0 0.000131 2018  92
## 108   0.000000   0.000000 266.023955   0.001000        0 0.000108 2018  93
## 109   0.000000   0.000000  41.712476   0.001000        0 0.000017 2018  94
## 110   0.000000   0.000000 270.441805   0.001000        0 0.000116 2018  95
## 111   0.000000   0.000000  41.674409   0.001000        0 0.000017 2018  96
## 112   0.000000   0.000000  41.788603   0.001000        0 0.000017 2018  97
## 113   0.000000   0.000000 156.467909   0.001000        0 0.000070 2018  98
## 114   0.000000   0.000000  41.902389   0.001000        0 0.000017 2018  99
## 115   0.000000   0.000000 221.953410   0.001000        0 0.000097 2018 100
## 116   0.000000   0.000000 253.815468   0.001000        0 0.000103 2018 101
## 117   0.000000   0.000000 338.016981   0.001000        0 0.000137 2018 102
## 118   0.000000   0.000000 294.680878   0.001000        0 0.000120 2018 103
## 119   0.000000   0.000000 218.670528   0.001000        0 0.000089 2018 104
## 120   0.000000   0.000000  41.664850   0.001000        0 0.000017 2018 105
## 121   0.000000   0.000000   1.031622   0.001000        0 0.000008 2018 106
## 122   0.000000   0.000000 327.785059   0.001000        0 0.000132 2018 107
## 123   0.000000   0.000000 383.977206   0.001000        0 0.000157 2018 108
## 124   0.000000   0.000000 256.113878   0.001000        0 0.000103 2018 109
## 125   0.000000   0.000000 343.501448   0.001000        0 0.000139 2018 110
## 126   0.000000   0.000000 261.297843   0.001000        0 0.000106 2018 111
## 127   0.000000   0.000000  41.716083   0.001000        0 0.000017 2018 112
## 128   0.000000   0.000000  41.715265   0.001000        0 0.000017 2018 113
## 129   0.000000   0.000000  41.627349   0.001000        0 0.000017 2018 114
## 130   0.000000   0.000000 192.841137   0.001000        0 0.000085 2018 115
## 131   0.000000   0.000000  41.644933   0.001000        0 0.000017 2018 116
## 132   0.000000   0.000000 300.906909   0.001000        0 0.000129 2018 117
## 133   0.000000   0.000000 329.053918   0.001000        0 0.000134 2018 118
## 134   0.000000   0.000000 276.472564   0.001000        0 0.000112 2018 119
## 135   0.000000   0.000000 382.175558   0.001000        0 0.000155 2018 120
## 136   0.000000   0.000000 375.607531   0.001000        0 0.000153 2018 121
## 137   0.000000   0.000000 329.492199   0.001000        0 0.000135 2018 122
## 138   0.000000   0.000000 334.887638   0.001000        0 0.000137 2018 123
## 139   0.000000   0.000000 329.103345   0.001000        0 0.000135 2018 124
## 140   0.000000   0.000000 229.537852   0.001000        0 0.000094 2018 125
## 141   0.000000   0.000000  41.431975   0.001000        0 0.000017 2018 126
## 142   0.000000   0.000000  41.346943   0.001000        0 0.000017 2018 127
## 143   0.000000   0.000000  41.400757   0.001000        0 0.000017 2018 128
## 144   0.000000   0.000000  41.294094   0.001000        0 0.000017 2018 129
## 145   0.000000   0.000000  41.166180   0.001000        0 0.000017 2018 130
## 146   0.000000   0.000000 343.312425   0.001000        0 0.000148 2018 131
## 147   0.000000   0.000000 311.388214   0.001000        0 0.000128 2018 132
## 148   0.000000   0.000000 300.062081   0.001000        0 0.000123 2018 133
## 149   0.000000   0.000000 276.863785   0.001000        0 0.000114 2018 134
## 150   0.000000   0.000000  41.243828   0.001000        0 0.000017 2018 135

merge all 3 sites

threesitevalidation1<- data.frame(cbind(site1=as.numeric(validationsmKGElistsite1),site2=as.numeric(validationsmKGElistsite2),site3=as.numeric(validationsmKGElistsite3)))


threesitevalidation<-threesitevalidation1

threesitevalidation$allsites<- rowMeans(threesitevalidation1,na.rm=FALSE)

threesitevalidation
##              site1       site2        site3     allsites
## 1    0.11905785912  0.40154753           NA           NA
## 2    0.21370014859  0.28244968 -0.403853737  0.030765364
## 3    0.18752693194  0.66697431           NA           NA
## 4    0.23657877650  0.43541242 -0.444117588  0.075957870
## 5    0.18751129064  0.20100417 -0.282999845  0.035171872
## 6    0.03106129854  0.44193980           NA           NA
## 7    0.07442044964  0.59849031           NA           NA
## 8    0.13760297416  0.50053121 -0.494927502  0.047735562
## 9    0.23554553835  0.03017316 -0.168209754  0.032502982
## 10   0.22005913684  0.27219153 -0.354145816  0.046034951
## 11   0.19297681533  0.09651556           NA           NA
## 12   0.17897586442  0.56440775 -0.307355658  0.145342652
## 13   0.11733269511  0.37409675 -3.759888626 -1.089486392
## 14  -0.18902159087  0.05184310 -0.379776226 -0.172318240
## 15   0.13953850227  0.49840581 -0.006189591  0.210584908
## 16   0.29721894168  0.17436310           NA           NA
## 17   0.20575262697  0.10256670 -0.483955120 -0.058545265
## 18   0.05901121327 -0.05972708 -2.485864600 -0.828860155
## 19   0.18480593543  0.43855591 -2.220010379 -0.532216177
## 20   0.14631540246  0.36113801 -0.151339695  0.118704572
## 21   0.12617087079  0.70105977           NA           NA
## 22   0.07562100140  0.50634160 -0.370970192  0.070330803
## 23   0.08795681616  0.32611216 -0.261658882  0.050803364
## 24   0.14860375081 -0.37297450 -3.781389574 -1.335253441
## 25   0.07951988802 -0.10160730 -2.957831944 -0.993306451
## 26   0.07031394517  0.28078712 -3.195682266 -0.948193734
## 27   0.09745667849 -0.06585403  0.002148149  0.011250266
## 28  -0.04941055368  0.51213405 -0.451851050  0.003624147
## 29   0.05419475149  0.48601671 -3.608330847 -1.022706463
## 30   0.13884083772 -0.57384894 -1.541153965 -0.658720690
## 31   0.09418933368  0.61204497 -1.751061595 -0.348275764
## 32   0.03529485849  0.57180269 -0.448171517  0.052975345
## 33  -0.06173765650  0.43379400           NA           NA
## 34   0.12066868138 -0.34881868 -0.266716372 -0.164955456
## 35   0.08739512819  0.44995232 -1.583678969 -0.348777174
## 36   0.06110233711  0.61102919           NA           NA
## 37  -0.02174230548  0.20733269           NA           NA
## 38   0.09422772740  0.57462429 -3.058543275 -0.796563752
## 39   0.10375585439  0.42575704           NA           NA
## 40  -0.05532168488  0.05696988 -0.358433442 -0.118928417
## 41  -0.22025029458  0.46892656           NA           NA
## 42  -0.07428002790 -0.04158593 -0.354904695 -0.156923550
## 43   0.14104881609 -0.10322558 -1.564498836 -0.508891867
## 44  -0.05149812551  0.44969102 -0.286717771  0.037158375
## 45   0.09136018413  0.66838058 -3.017881134 -0.752713456
## 46  -0.15556100875  0.49308486           NA           NA
## 47  -0.30377277400  0.23389867           NA           NA
## 48  -0.34922700856  0.29198772           NA           NA
## 49  -0.09833437600 -0.02382655 -0.063979591 -0.062046839
## 50   0.00671096363  0.64007339 -0.467815642  0.059656237
## 51   0.11393831067 -0.07165731 -2.689466898 -0.882395300
## 52   0.08043981797 -0.08431875  0.274070654  0.090063906
## 53   0.01769793892 -0.47941260 -0.072428916 -0.178047860
## 54  -0.02973103764 -0.46318399 -0.023165740 -0.172026922
## 55  -0.00007075342  0.29075330 -0.383003133 -0.030773529
## 56   0.06870327531 -0.04378601 -2.029546013 -0.668209581
## 57  -0.01848257659 -0.17073262 -0.061331346 -0.083515515
## 58  -0.32688901062  0.44178275           NA           NA
## 59  -0.00391747097  0.50684025           NA           NA
## 60   0.06408414255  0.29669278 -3.083808366 -0.907677147
## 61  -0.00384591024  0.14623863 -0.868086872 -0.241898051
## 62  -0.14587968963 -0.10392338 -0.431063594 -0.226955555
## 63   0.14254098152 -0.76010060 -0.264741840 -0.294100486
## 64  -0.14574829785  0.32079989           NA           NA
## 65   0.10609429883 -0.49138185 -2.540789754 -0.975359101
## 66  -0.10384738091 -0.01608215 -0.264325813 -0.128085115
## 67  -0.05153489304  0.45178253           NA           NA
## 68   0.08563231198 -0.31327201 -0.323144839 -0.183594846
## 69   0.09410229487 -0.23006644 -0.591676485 -0.242546877
## 70  -0.03164227734  0.39121201 -0.274195189  0.028458181
## 71   0.04211423413  0.02229063 -4.109573143 -1.348389428
## 72   0.05032619194  0.17910896 -2.834184803 -0.868249885
## 73   0.17981869826  0.41779891           NA           NA
## 74   0.02343968505 -0.09654682 -0.245477504 -0.106194879
## 75  -0.04372802039  0.13024197           NA           NA
## 76  -0.00361958211 -0.35919547 -1.443026475 -0.601947175
## 77   0.06058601248 -0.45822808 -1.138744536 -0.512128867
## 78   0.03796303722 -0.06192827 -3.081481165 -1.035148798
## 79   0.04757724186 -0.07718189 -2.261106163 -0.763570269
## 80   0.12545219707  0.08172917 -2.252952345 -0.681923659
## 81  -0.11364449099 -0.12079888 -0.109167606 -0.114536991
## 82              NA -0.26748440           NA           NA
## 83   0.03251266866 -0.77279153 -0.284409029 -0.341562630
## 84   0.02142922280 -0.73908832 -1.128684841 -0.615447978
## 85   0.05547279949 -0.48741406 -1.779214513 -0.737051924
## 86   0.03230396485 -0.51940918 -1.689435796 -0.725513670
## 87  -0.14065549122 -0.51220269 -0.158094417 -0.270317534
## 88  -0.21952562080  0.52555147           NA           NA
## 89  -0.03221050029  0.44915325 -0.301035283  0.038635822
## 90  -0.35267694155 -0.19391810           NA           NA
## 91   0.01555929897 -0.59322368 -0.303908375 -0.293857586
## 92  -0.01712912453  0.50458319           NA           NA
## 93  -0.13274164618  0.57102986           NA           NA
## 94   0.01931461485 -1.03198522           NA           NA
## 95  -0.10441580685 -0.49946020 -1.459608947 -0.687828317
## 96   0.01939243185 -1.05343934 -1.654817930 -0.896288279
## 97  -0.21667202404  0.04809557           NA           NA
## 98   0.03744371109 -1.01716467 -0.360322167 -0.446681042
## 99   0.02137311647 -0.47135235 -1.689316051 -0.713098427
## 100 -0.05752837561 -0.33750364 -0.316799617 -0.237277211
## 101 -0.30259424356 -0.12211282 -0.294042363 -0.239583141
## 102 -0.25537502843 -0.23392381 -0.484372180 -0.324557005
## 103 -0.25194048556 -0.33627396 -0.114327113 -0.234180521
## 104  0.03495583741 -0.50127119 -2.103603111 -0.856639488
## 105 -0.00677384839 -1.42501311 -1.845447197 -1.092411386
## 106 -0.29321991364 -0.04700391           NA           NA
## 107 -0.38846820155 -0.11010593 -0.317830514 -0.272134880
## 108 -0.23208844795 -0.13308412 -0.351031139 -0.238734568
## 109             NA -0.73131107           NA           NA
## 110 -0.02561813862 -1.30912082 -0.271390948 -0.535376635
## 111             NA -0.39092461           NA           NA
## 112 -0.04090395232 -0.88712930 -0.159465270 -0.362499508
## 113  0.25395505262 -2.74985271 -0.182574803 -0.892824153
## 114  0.09459013727  0.26415054 -1.951727077 -0.530995465
## 115 -0.22033569661 -0.47351429 -1.283334130 -0.659061372
## 116  0.08543945873  0.45194374 -3.211268032 -0.891294945
## 117 -0.14456102371  0.21001490           NA           NA
## 118             NA -0.29333845 -1.000450389           NA
## 119  0.01630368000 -1.04671298 -0.051357357 -0.360588887
## 120             NA -0.42601791           NA           NA
## 121 -0.25673286723 -0.83754377 -3.031575477 -1.375284037
## 122             NA -0.34804490 -1.689026439           NA
## 123             NA -0.39810006 -0.102850341           NA
## 124 -0.05442608534 -1.25556007 -0.156992893 -0.488993016
## 125             NA -0.24230988 -1.816361833           NA
## 126 -0.02548575979 -1.17175384 -0.201036552 -0.466092050
## 127             NA -0.51317331 -0.593004836           NA
## 128             NA -0.17137261           NA           NA
## 129             NA -0.53551390 -0.616186604           NA
## 130             NA -0.89640589           NA           NA
## 131             NA -0.13871462 -1.816511010           NA
## 132 -0.16815422384 -0.47081579 -0.417930826 -0.352300280
## 133             NA -1.06709579           NA           NA
## 134 -0.38144055758  0.38677289           NA           NA
## 135             NA  0.09388877           NA           NA
## 136 -0.27892655283 -0.69160596 -0.848845557 -0.606459355
## 137             NA -0.23630300 -0.266091098           NA
## 138             NA -0.35058135           NA           NA
## 139 -0.31383344064 -0.96160148 -0.525808922 -0.600414613
## 140             NA -0.58019838 -0.592961610           NA
## 141  0.07065480027  0.15809357 -2.431130395 -0.734127341
## 142             NA -0.43795979 -0.330713321           NA
## 143 -0.30311417155 -0.69884845 -0.467690123 -0.489884249
## 144             NA -0.51045360 -1.319835074           NA
## 145 -0.28095145361 -0.16681771 -0.172891912 -0.206887024
## 146             NA -0.71768095           NA           NA
## 147 -0.19138081590 -1.34190447 -0.026010860 -0.519765383
## 148             NA  0.27633669           NA           NA
## 149             NA  0.28629594 -0.415894162           NA
## 150             NA -0.41763989 -0.074445307           NA
## 151             NA  0.03881702           NA           NA
## 152  0.16064102750 -0.03863229           NA           NA
## 153             NA -0.22617493           NA           NA
## 154  0.00338346318 -0.11639315           NA           NA
## 155             NA -0.39005261 -0.478001747           NA
## 156             NA  0.10140078           NA           NA
## 157             NA -0.71246972 -1.052292339           NA
## 158             NA -0.44697701           NA           NA
## 159             NA -0.25654448           NA           NA
## 160             NA -1.29295345 -0.527982473           NA
## 161 -0.34335813546 -0.69092862 -0.315890818 -0.450059190
## 162             NA -0.40666854           NA           NA
## 163             NA -0.58416702           NA           NA
## 164             NA -0.56575251           NA           NA
## 165             NA -0.52947699           NA           NA
## 166 -0.16235293634 -0.68958703           NA           NA
## 167  0.08752100701 -0.23800159           NA           NA
## 168             NA -0.22042032           NA           NA
## 169             NA -0.20775650           NA           NA
## 170             NA -1.22130407 -0.238906301           NA
## 171             NA -0.23249947           NA           NA
## 172 -0.11741093524 -0.99179868           NA           NA
## 173             NA -0.97687710           NA           NA
## 174             NA -0.45773985           NA           NA
## 175  0.03692904080 -0.59235597           NA           NA
## 176             NA -0.46894465           NA           NA
## 177             NA  0.25127742           NA           NA
## 178  0.32700873817 -0.88309905           NA           NA
## 179             NA -0.55242067           NA           NA
## 180             NA -1.03906237           NA           NA
## 181             NA -1.33010905           NA           NA
## 182             NA -1.02077402           NA           NA
## 183  0.09079489834 -0.56127556           NA           NA
## 184             NA  0.33866590           NA           NA
## 185             NA -0.85320733           NA           NA
## 186  0.44373943849 -1.23502978           NA           NA
## 187  0.31399402080 -1.24302707           NA           NA
## 188  0.08617527516 -1.68918357           NA           NA
## 189 -0.01220525202 -1.15405095           NA           NA
## 190             NA -1.11465130           NA           NA
## 191  0.22253776255 -0.44894090           NA           NA
## 192 -0.27965744077 -0.48735186           NA           NA
## 193 -0.57999553796 -1.41998338           NA           NA
## 194  0.13658723853 -1.11946368           NA           NA
## 195 -0.39171696819 -1.73156758           NA           NA
## 196  0.20809391627 -1.33436393           NA           NA
## 197 -0.82947396932 -3.03630863           NA           NA
## 198 -1.50271656777 -3.05900125           NA           NA
## 199 -0.02996114783 -2.78246326           NA           NA
## 200 -1.24235879554 -2.09604471           NA           NA
boxplot(threesitevalidation1, main = "Boxplot of Patch Specific Soil Moisture KGE - Static")

boxplot(threesitevalidation, main = "Boxplot of Patch Specific Soil Moisture KGE - Static")

plot(validationsmKGElistsite1,validationsmKGElistsite3)

write.csv(threesitevalidation,'threesitevalidationstatic.csv')

SSURGO

run model 20 times for patch 1 - only for validation time series

input_rhessys = IOin_rhessys_input(
  version = rh_path,
  tec_file = "tecfiles/tec_daily",
  world_file = "CWWS32ssurgo.world.Y2018M10D31H1.state.Y2018M10D31H1.state",
  world_hdr_prefix = "CWWS32ssurgo",
  flowtable = "CWWS32ssurgo1.flow",
  start = "2015 11 1 1",
  end = "2018 11 1 1",
  output_folder = "out",
  output_prefix = "cwws32valssurgo",
commandline_options = c("-b -p 1 110 136557 136557"))

#commandline_options = c("-b -g -p 1 110 136557 136557 -p 1 108 141942 141942 -p 1 108 149478 149478"))

## TEC file dictates model output, begin output a year in to allow model SM to stabilize
# do not output_state or worldfile may be overwritten as output is created
input_tec_data = IOin_tec_std(start = "2017 11 1 1",
                              end = "2018 11 1 1",
                              output_state = FALSE)

input_hdr = IOin_hdr(
  basin = "defs/basin.def",
  hillslope = "defs/hillslope.def",
  zone = "defs/zone.def",
  soil = c("defs/soil_clay.def","defs/soil_clayloam.def","defs/soil_loam.def","defs/soil_loamysand.def","defs/soil_rock.def","defs/soil_sand.def","defs/soil_sandyclay.def","defs/soil_sandyclayloam.def","defs/soil_sandyloam.def","defs/soil_silt.def","defs/soil_siltyclay.def","defs/soil_siltyclayloam.def","defs/soil_siltyloam.def","defs/soil_water.def", "defs/soil_shallowloam.def", "defs/soil_shallowsandyclayloam.def", "defs/soil_shallowsandyloam.def"),
  landuse = "defs/lu_undev.def",
  stratum = c("defs/veg_deciduous/veg_deciduous.def","defs/veg_evergreen/veg_evergreen.def","defs/veg_deciduous_BES.def","defs/veg_eucalypt.def","defs/veg_grass.def","defs/veg_lawn_2cm.def","defs/veg_lawn_5cm.def","defs/veg_lawn_10cm.def","defs/veg_nonveg.def"),
  basestations = "clim/cwtws32local.base")

run SSURGO

n.cores <- parallel::detectCores() - 4  
  
my.cluster <- parallel::makeCluster(
    n.cores, 
    type = "PSOCK"
  )
doParallel::registerDoParallel(cl = my.cluster)

start_time = Sys.time()
  
  foreach(i = 1:validationruns, .packages = 'RHESSysIOinR') %dopar% {
    
    stdpars<- IOin_std_pars(m = topssurgo[i,]$m,
                            k = topssurgo[i,]$k,
                            soil_dep= topssurgo[i,]$soil_dep,
                            m_v = topssurgo[i,]$m_v,
                            k_v = topssurgo[i,]$k_v,
                            gw1 = topssurgo[i,]$gw1,
                            gw2 = topssurgo[i,]$gw2,
                            pa = topssurgo[i,]$pa,
                            po = topssurgo[i,]$po,
                            vgseng1 = topssurgo[i,]$vgseng1,
                            vgseng2 = topssurgo[i,]$vgseng2,
                            vgseng3 = topssurgo[i,]$vgseng3)
    
    run_rhessys_single(input_rhessys = input_rhessys,
                       hdr_files = input_hdr,
                       tec_data = input_tec_data,
                       std_pars = stdpars,
                       runID = i)
  } 
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  end_time = Sys.time()
  end_time - start_time
## Time difference of 1.12053 hours

read 20 runs, create table and append to table for site 1

setwd(system.file("extdata/", package = "RHESSysIOinR"))



getwd()
## [1] "C:/Users/Carlos/Documents/R/win-library/4.0/RHESSysIOinR/extdata"
validationruns <- 200

# Read in RHESSys Validation runs
for(i in 1:validationruns) {assign(paste0("cwws32valssurgo_run",i), readin_rhessys_output(paste0("out/cwws32valssurgo_run",i)))}
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
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## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
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## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
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## [1] "basin daily and basin daily grow have different number rows"
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## [1] "basin daily and basin daily grow have different number rows"
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## [1] "basin daily and basin daily grow have different number rows"
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## [1] "basin daily and basin daily grow have different number rows"
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## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
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## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
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## [1] "basin daily and basin daily grow have different number rows"
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## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
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## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
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## [1] "basin daily and basin daily grow have different number rows"
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## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
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## [1] "basin daily and basin daily grow have different number rows"
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## [1] "basin daily and basin daily grow have different number rows"
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## [1] "basin daily and basin daily grow have different number rows"
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## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
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## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
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## [1] "basin daily and basin daily grow have different number rows"
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## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
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## [1] "basin daily and basin daily grow have different number rows"
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## [1] "basin daily and basin daily grow have different number rows"
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## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
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## [1] "basin daily and basin daily grow have different number rows"
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## [1] "basin daily and basin daily grow have different number rows"
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## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
plot(cwws32valssurgo_run1$pd$date,cwws32valssurgo_run1$pd$rz_storage/cwws32valssurgo_run1$pd$root.depth)

##merge calibration runs with observed so dates match up, instead of subsetting 

for(i in 1:validationruns) { assign(paste0("valmergesm",i), merge(obsws32smvalclean,eval(parse(text = paste0("cwws32valssurgo_run",i,"$pd"))), by.x = "Date", by.y="date", all = FALSE))
  assign(paste0("valsubsetsm",i),eval(parse(text = paste0("valmergesm",i)))[eval(parse(text = paste0("valmergesm",i,"$date"))) >= Valdates[1] & eval(parse(text = paste0("valmergesm",i,"$date"))) <= Valdates[2], ])}


valmergesm1
##           Date mergedsoilmoisture     Site3     Site2     Site1 day month year
## 1   2017-12-17          0.1812803 0.2184210 0.1298160 0.1827378  17    12 2017
## 2   2017-12-18          0.1813529 0.2184097 0.1318113 0.1814523  18    12 2017
## 3   2017-12-19          0.1786329 0.2147977 0.1310752 0.1781363  19    12 2017
## 4   2017-12-20          0.2045600 0.2352214 0.1611586 0.2064497  20    12 2017
## 5   2017-12-21          0.2121985 0.2435130 0.1689051 0.2133542  21    12 2017
## 6   2017-12-22          0.2034018 0.2369948 0.1599421 0.2024036  22    12 2017
## 7   2017-12-23          0.2159135 0.2474115 0.1737037 0.2160729  23    12 2017
## 8   2017-12-24          0.2180366 0.2508741 0.1779583 0.2152578  24    12 2017
## 9   2017-12-25          0.2051297 0.2392457 0.1649375 0.2011580  25    12 2017
## 10  2017-12-26          0.1967778 0.2311780 0.1564815 0.1925998  26    12 2017
## 11  2017-12-27          0.1907229 0.2253247 0.1504178 0.1863498  27    12 2017
## 12  2017-12-28          0.1860186 0.2206840 0.1457465 0.1815573  28    12 2017
## 13  2017-12-29          0.1822263 0.2169158 0.1421042 0.1776285  29    12 2017
## 14  2017-12-30          0.1789890 0.2136771 0.1389468 0.1743325  30    12 2017
## 15  2017-12-31          0.1760297 0.2104852 0.1361690 0.1714696  31    12 2017
## 16  2018-01-01          0.1730221 0.2068863 0.1335336 0.1687743   1     1 2018
## 17  2018-01-02          0.1699094 0.2026606 0.1310185 0.1663264   2     1 2018
## 18  2018-01-03          0.1674965 0.1998021 0.1287234 0.1642708   3     1 2018
## 19  2018-01-04          0.1650735 0.1969184 0.1264468 0.1621988   4     1 2018
## 20  2018-01-05          0.1623993 0.1935668 0.1236840 0.1602682   5     1 2018
## 21  2018-01-06          0.1599766 0.1904905 0.1211806 0.1585599   6     1 2018
## 22  2018-01-07          0.1576960 0.1877726 0.1186574 0.1568984   7     1 2018
## 23  2018-01-08          0.1568914 0.1872422 0.1174618 0.1561128   8     1 2018
## 24  2018-01-09          0.1574485 0.1894384 0.1169259 0.1558507   9     1 2018
## 25  2018-01-10          0.1592184 0.1939688 0.1176424 0.1556502  10     1 2018
## 26  2018-01-11          0.2106263 0.2476406 0.1661053 0.2070026  11     1 2018
## 27  2018-01-12          0.2585713 0.3023993 0.2126192 0.2492075  12     1 2018
## 28  2018-01-13          0.2298163 0.2697049 0.1885231 0.2208976  13     1 2018
## 29  2018-01-14          0.2101749 0.2461050 0.1714329 0.2033012  14     1 2018
## 30  2018-01-15          0.2000193 0.2340321 0.1618090 0.1946641  15     1 2018
## 31  2018-01-16          0.1934378 0.2271962 0.1552234 0.1883403  16     1 2018
## 32  2018-01-17          0.1884672 0.2222873 0.1504387 0.1831684  17     1 2018
## 33  2018-01-18          0.1847465 0.2177543 0.1464155 0.1804870  18     1 2018
## 34  2018-01-19          0.1827311 0.2160347 0.1430255 0.1792066  19     1 2018
## 35  2018-01-20          0.1806938 0.2148377 0.1400914 0.1770017  20     1 2018
## 36  2018-01-21          0.1788930 0.2141354 0.1381655 0.1741962  21     1 2018
## 37  2018-01-22          0.1816379 0.2176727 0.1396944 0.1770608  22     1 2018
## 38  2018-01-23          0.2099719 0.2426632 0.1698900 0.2073420  23     1 2018
## 39  2018-01-24          0.2042055 0.2377882 0.1643600 0.2005069  24     1 2018
## 40  2018-01-25          0.1978362 0.2319010 0.1582002 0.1934983  25     1 2018
## 41  2018-01-26          0.1925960 0.2267535 0.1530544 0.1880946  26     1 2018
## 42  2018-01-27          0.1913684 0.2261970 0.1498113 0.1877075  27     1 2018
## 43  2018-01-28          0.2227986 0.2548967 0.1778299 0.2244271  28     1 2018
## 44  2018-01-29          0.2251622 0.2590182 0.1841771 0.2220451  29     1 2018
## 45  2018-01-30          0.2114195 0.2458255 0.1703889 0.2077865  30     1 2018
## 46  2018-01-31          0.2024122 0.2366563 0.1618900 0.1985599  31     1 2018
## 47  2018-02-01          0.1966335 0.2307604 0.1560451 0.1929479   1     2 2018
## 48  2018-02-02          0.1958087 0.2303811 0.1535116 0.1929592   2     2 2018
## 49  2018-02-03          0.1918223 0.2255894 0.1503773 0.1891389   3     2 2018
## 50  2018-02-04          0.2215597 0.2586415 0.1716586 0.2219036   4     2 2018
## 51  2018-02-05          0.2242181 0.2588863 0.1816354 0.2214870   5     2 2018
## 52  2018-02-06          0.2119706 0.2460191 0.1716088 0.2081936   6     2 2018
## 53  2018-02-07          0.2403602 0.2747222 0.1988044 0.2371649   7     2 2018
## 54  2018-02-08          0.2277506 0.2657526 0.1858970 0.2211389   8     2 2018
## 55  2018-02-09          0.2117093 0.2479861 0.1712176 0.2058012   9     2 2018
## 56  2018-02-10          0.2263567 0.2620903 0.1832708 0.2229375  10     2 2018
## 57  2018-02-11          0.2594152        NA 0.2386782 0.2749679  11     2 2018
## 58  2018-02-12          0.2177703        NA 0.1980856 0.2325339  12     2 2018
## 59  2018-02-13          0.2526821 0.3420382 0.1811157 0.2170009  13     2 2018
## 60  2018-02-14          0.2187074 0.2685182 0.1701852 0.2052882  14     2 2018
## 61  2018-02-15          0.2141866 0.2565538 0.1676806 0.2066988  15     2 2018
## 62  2018-02-16          0.2078769 0.2455486 0.1646400 0.2026328  16     2 2018
## 63  2018-02-17          0.2023741 0.2391111 0.1590405 0.1981372  17     2 2018
## 64  2018-02-18          0.2103213 0.2463655 0.1647130 0.2084835  18     2 2018
## 65  2018-02-19          0.2066506 0.2421328 0.1613194 0.2051667  19     2 2018
## 66  2018-02-20          0.2011578 0.2357995 0.1573102 0.1994019  20     2 2018
## 67  2018-02-21          0.2304523 0.2652378 0.1867384 0.2284523  21     2 2018
## 68  2018-02-22          0.2259672 0.2614158 0.1850486 0.2212075  22     2 2018
## 69  2018-02-23          0.2114646 0.2466120 0.1711169 0.2065781  23     2 2018
## 70  2018-02-24          0.2029441 0.2381710 0.1622558 0.1982335  24     2 2018
## 71  2018-02-25          0.2018564 0.2393038 0.1585914 0.1968576  25     2 2018
## 72  2018-02-26          0.2042301 0.2415321 0.1595822 0.2004141  26     2 2018
## 73  2018-02-27          0.1995574 0.2352457 0.1563762 0.1962552  27     2 2018
## 74  2018-02-28          0.2057860 0.2428750 0.1602326 0.2028620  28     2 2018
## 75  2018-03-01          0.2489119 0.2840321 0.2047778 0.2468924   1     3 2018
## 76  2018-03-02          0.2292061 0.2686840 0.1862639 0.2219349   2     3 2018
## 77  2018-03-03          0.2128520 0.2514045 0.1705255 0.2060443   3     3 2018
## 78  2018-03-04          0.2033614 0.2409384 0.1614676 0.1972049   4     3 2018
## 79  2018-03-05          0.1965865 0.2332422 0.1551944 0.1909748   5     3 2018
## 80  2018-03-06          0.2052393 0.2435052 0.1590255 0.2016337   6     3 2018
## 81  2018-03-07          0.2119353 0.2464280 0.1661713 0.2117656   7     3 2018
## 82  2018-03-08          0.2067156 0.2389826 0.1597778 0.2096519   8     3 2018
## 83  2018-03-09          0.2004845 0.2327387 0.1543472 0.2028333   9     3 2018
## 84  2018-03-10          0.1957295 0.2281016 0.1500116 0.1976458  10     3 2018
## 85  2018-03-11          0.1919861 0.2243811 0.1463588 0.1938116  11     3 2018
## 86  2018-03-12          0.2025691 0.2368247 0.1501875 0.2075998  12     3 2018
## 87  2018-03-13          0.2017443 0.2339063 0.1517373 0.2070877  13     3 2018
## 88  2018-03-14          0.1974754 0.2298194 0.1485509 0.2018247  14     3 2018
## 89  2018-03-15          0.1936638 0.2264358 0.1453831 0.1971024  15     3 2018
## 90  2018-03-16          0.1900477 0.2228429 0.1423264 0.1930434  16     3 2018
## 91  2018-03-17          0.1877393 0.2206745 0.1395810 0.1909227  17     3 2018
## 92  2018-03-18          0.1905354 0.2259635 0.1386458 0.1940243  18     3 2018
## 93  2018-03-19          0.1901329 0.2256233 0.1380532 0.1937023  19     3 2018
## 94  2018-03-20          0.2072206 0.2431823 0.1490359 0.2148976  20     3 2018
## 95  2018-03-21          0.2128883 0.2453212 0.1578299 0.2217491  21     3 2018
## 96  2018-03-22          0.2075410 0.2405356 0.1544282 0.2143811  22     3 2018
## 97  2018-03-23          0.2024549 0.2355833 0.1507025 0.2081406  23     3 2018
## 98  2018-03-24          0.1993210 0.2326936 0.1475405 0.2047839  24     3 2018
## 99  2018-03-25          0.2166313 0.2498394 0.1597975 0.2260486  25     3 2018
## 100 2018-03-26          0.2121376 0.2440990 0.1599988 0.2192804  26     3 2018
## 101 2018-03-27          0.2056414 0.2378082 0.1552662 0.2112561  27     3 2018
## 102 2018-03-28          0.2002648 0.2323446 0.1511817 0.2049974  28     3 2018
## 103 2018-03-29          0.2006057 0.2330764 0.1502801 0.2058793  29     3 2018
## 104 2018-03-30          0.2255177 0.2530920 0.1760208 0.2350660  30     3 2018
## 105 2018-03-31          0.2150303 0.2447335 0.1675706 0.2209219  31     3 2018
## 106 2018-04-01          0.2069646 0.2373377 0.1602535 0.2116250   1     4 2018
## 107 2018-04-02          0.2005587 0.2311814 0.1541250 0.2047613   2     4 2018
## 108 2018-04-03          0.1953756 0.2262899 0.1490255 0.1992240   3     4 2018
## 109 2018-04-04          0.1962923 0.2295095 0.1461979 0.2006458   4     4 2018
## 110 2018-04-05          0.1934653 0.2269696 0.1437060 0.1972804   5     4 2018
## 111 2018-04-06          0.1907393 0.2251259 0.1406759 0.1939002   6     4 2018
## 112 2018-04-07          0.2162749 0.2500877 0.1606632 0.2241710   7     4 2018
## 113 2018-04-08          0.2142361 0.2459740 0.1637072 0.2203950   8     4 2018
## 114 2018-04-09          0.2083649 0.2414036 0.1575637 0.2134271   9     4 2018
## 115 2018-04-10          0.2035641 0.2366189 0.1536088 0.2079757  10     4 2018
## 116 2018-04-11          0.1985177 0.2312960 0.1493970 0.2025799  11     4 2018
## 117 2018-04-12          0.1938879 0.2266094 0.1450822 0.1977708  12     4 2018
## 118 2018-04-13          0.1897607 0.2225330 0.1410868 0.1934939  13     4 2018
## 119 2018-04-14          0.1861888 0.2190686 0.1376424 0.1897187  14     4 2018
## 120 2018-04-15          0.2267652 0.2573394 0.1796586 0.2315208  15     4 2018
## 121 2018-04-16          0.2352825 0.2709479 0.1876516 0.2353403  16     4 2018
## 122 2018-04-17          0.2187042 0.2539436 0.1719479 0.2185321  17     4 2018
## 123 2018-04-18          0.2088741 0.2433733 0.1627118 0.2089965  18     4 2018
## 124 2018-04-19          0.2016534 0.2354809 0.1558704 0.2021632  19     4 2018
## 125 2018-04-20          0.1961351 0.2297092 0.1502894 0.1969453  20     4 2018
## 126 2018-04-21          0.1915013 0.2250877 0.1454896 0.1924236  21     4 2018
## 127 2018-04-22          0.1883138 0.2221033 0.1417083 0.1894783  22     4 2018
## 128 2018-04-23          0.2570006 0.2928273 0.2113310 0.2554262  23     4 2018
## 129 2018-04-24          0.2662503 0.3156189 0.2124942 0.2571988  24     4 2018
## 130 2018-04-25          0.2356152 0.2778342 0.1868507 0.2299696  25     4 2018
## 131 2018-04-26          0.2246237 0.2655755 0.1754988 0.2205156  26     4 2018
## 132 2018-04-27          0.2251174 0.2625469 0.1765451 0.2241172  27     4 2018
## 133 2018-04-28          0.2142165 0.2513707 0.1661273 0.2131293  28     4 2018
## 134 2018-04-29          0.2061856 0.2437292 0.1575150 0.2051450  29     4 2018
## 135 2018-04-30          0.1998873 0.2375208 0.1509155 0.1989826  30     4 2018
## 136 2018-05-01          0.1946701 0.2322135 0.1456887 0.1938628   1     5 2018
## 137 2018-05-02          0.1905331 0.2286172 0.1412465 0.1894141   2     5 2018
## 138 2018-05-03          0.1862787 0.2238941 0.1374086 0.1853160   3     5 2018
## 139 2018-05-04          0.1821768 0.2190781 0.1339653 0.1814340   4     5 2018
## 140 2018-05-05          0.1787459 0.2156814 0.1309086 0.1776884   5     5 2018
## 141 2018-05-06          0.1771430 0.2143819 0.1283380 0.1765078   6     5 2018
## 142 2018-05-07          0.1816304 0.2184427 0.1335903 0.1808481   7     5 2018
## 143 2018-05-08          0.1969321 0.2361970 0.1438322 0.1974922   8     5 2018
## 144 2018-05-09          0.1949738 0.2357708 0.1394086 0.1958507   9     5 2018
## 145 2018-05-10          0.1898592 0.2300799 0.1351667 0.1906580  10     5 2018
## 146 2018-05-11          0.1844252 0.2234852 0.1313345 0.1851832  11     5 2018
## 147 2018-05-12          0.1788747 0.2176962 0.1274792 0.1785998  12     5 2018
## 148 2018-05-13          0.1733239 0.2124896 0.1235127 0.1715165  13     5 2018
## 149 2018-05-14          0.1679975 0.2079583 0.1197731 0.1642049  14     5 2018
## 150 2018-05-15          0.1646196 0.2067674 0.1166227 0.1584696  15     5 2018
##     basinID hillID zoneID patchID familyID family_horizon   rain_thr
## 1         1    110 136557  136557    -9999              0   0.252249
## 2         1    110 136557  136557    -9999              0   0.760249
## 3         1    110 136557  136557    -9999              0   0.000000
## 4         1    110 136557  136557    -9999              0  32.764249
## 5         1    110 136557  136557    -9999              0   0.000000
## 6         1    110 136557  136557    -9999              0   6.094249
## 7         1    110 136557  136557    -9999              0  23.112249
## 8         1    110 136557  136557    -9999              0   0.000000
## 9         1    110 136557  136557    -9999              0   0.000000
## 10        1    110 136557  136557    -9999              0   0.000000
## 11        1    110 136557  136557    -9999              0   0.000000
## 12        1    110 136557  136557    -9999              0   0.000000
## 13        1    110 136557  136557    -9999              0   0.000000
## 14        1    110 136557  136557    -9999              0   0.000000
## 15        1    110 136557  136557    -9999              0   0.430974
## 16        1    110 136557  136557    -9999              0   0.000000
## 17        1    110 136557  136557    -9999              0   0.000000
## 18        1    110 136557  136557    -9999              0   0.000000
## 19        1    110 136557  136557    -9999              0   0.056786
## 20        1    110 136557  136557    -9999              0   0.000000
## 21        1    110 136557  136557    -9999              0   0.000000
## 22        1    110 136557  136557    -9999              0   0.000000
## 23        1    110 136557  136557    -9999              0   1.268249
## 24        1    110 136557  136557    -9999              0   0.000000
## 25        1    110 136557  136557    -9999              0   2.538249
## 26        1    110 136557  136557    -9999              0  84.327248
## 27        1    110 136557  136557    -9999              0  35.304249
## 28        1    110 136557  136557    -9999              0   0.598794
## 29        1    110 136557  136557    -9999              0   0.075564
## 30        1    110 136557  136557    -9999              0   0.000000
## 31        1    110 136557  136557    -9999              0   1.014249
## 32        1    110 136557  136557    -9999              0   0.250497
## 33        1    110 136557  136557    -9999              0   0.000000
## 34        1    110 136557  136557    -9999              0   0.000000
## 35        1    110 136557  136557    -9999              0   0.000000
## 36        1    110 136557  136557    -9999              0   0.000000
## 37        1    110 136557  136557    -9999              0  27.430249
## 38        1    110 136557  136557    -9999              0   0.506249
## 39        1    110 136557  136557    -9999              0   0.000000
## 40        1    110 136557  136557    -9999              0   0.000000
## 41        1    110 136557  136557    -9999              0   0.000000
## 42        1    110 136557  136557    -9999              0  14.984249
## 43        1    110 136557  136557    -9999              0  27.684249
## 44        1    110 136557  136557    -9999              0   0.000000
## 45        1    110 136557  136557    -9999              0   0.000000
## 46        1    110 136557  136557    -9999              0   0.000000
## 47        1    110 136557  136557    -9999              0   3.300249
## 48        1    110 136557  136557    -9999              0   0.000000
## 49        1    110 136557  136557    -9999              0   0.000000
## 50        1    110 136557  136557    -9999              0  36.824746
## 51        1    110 136557  136557    -9999              0   0.000000
## 52        1    110 136557  136557    -9999              0   2.030249
## 53        1    110 136557  136557    -9999              0  49.274249
## 54        1    110 136557  136557    -9999              0   0.000000
## 55        1    110 136557  136557    -9999              0   0.000000
## 56        1    110 136557  136557    -9999              0  83.056249
## 57        1    110 136557  136557    -9999              0 107.948249
## 58        1    110 136557  136557    -9999              0  11.936606
## 59        1    110 136557  136557    -9999              0   3.300249
## 60        1    110 136557  136557    -9999              0   0.000000
## 61        1    110 136557  136557    -9999              0   8.380249
## 62        1    110 136557  136557    -9999              0   0.000000
## 63        1    110 136557  136557    -9999              0  13.460249
## 64        1    110 136557  136557    -9999              0   2.792249
## 65        1    110 136557  136557    -9999              0   1.776249
## 66        1    110 136557  136557    -9999              0   2.792249
## 67        1    110 136557  136557    -9999              0  38.606249
## 68        1    110 136557  136557    -9999              0   0.000000
## 69        1    110 136557  136557    -9999              0   0.000000
## 70        1    110 136557  136557    -9999              0   0.252249
## 71        1    110 136557  136557    -9999              0  10.412249
## 72        1    110 136557  136557    -9999              0   4.062249
## 73        1    110 136557  136557    -9999              0   0.000000
## 74        1    110 136557  136557    -9999              0  32.002249
## 75        1    110 136557  136557    -9999              0  34.034249
## 76        1    110 136557  136557    -9999              0   0.000000
## 77        1    110 136557  136557    -9999              0   0.000000
## 78        1    110 136557  136557    -9999              0   0.000000
## 79        1    110 136557  136557    -9999              0   0.000000
## 80        1    110 136557  136557    -9999              0  19.302249
## 81        1    110 136557  136557    -9999              0   1.266497
## 82        1    110 136557  136557    -9999              0   0.000000
## 83        1    110 136557  136557    -9999              0   0.000000
## 84        1    110 136557  136557    -9999              0   0.000000
## 85        1    110 136557  136557    -9999              0   3.046249
## 86        1    110 136557  136557    -9999              0  11.678746
## 87        1    110 136557  136557    -9999              0   0.000000
## 88        1    110 136557  136557    -9999              0   0.000000
## 89        1    110 136557  136557    -9999              0   0.000000
## 90        1    110 136557  136557    -9999              0   0.000000
## 91        1    110 136557  136557    -9999              0   8.634249
## 92        1    110 136557  136557    -9999              0   0.000000
## 93        1    110 136557  136557    -9999              0  17.016249
## 94        1    110 136557  136557    -9999              0   8.888249
## 95        1    110 136557  136557    -9999              0   0.504497
## 96        1    110 136557  136557    -9999              0   0.000000
## 97        1    110 136557  136557    -9999              0   0.000000
## 98        1    110 136557  136557    -9999              0  14.476249
## 99        1    110 136557  136557    -9999              0   6.602249
## 100       1    110 136557  136557    -9999              0   0.000000
## 101       1    110 136557  136557    -9999              0   0.000000
## 102       1    110 136557  136557    -9999              0   0.000000
## 103       1    110 136557  136557    -9999              0  25.144249
## 104       1    110 136557  136557    -9999              0   0.000000
## 105       1    110 136557  136557    -9999              0   0.000000
## 106       1    110 136557  136557    -9999              0   0.000000
## 107       1    110 136557  136557    -9999              0   0.000000
## 108       1    110 136557  136557    -9999              0   0.000000
## 109       1    110 136557  136557    -9999              0   5.840249
## 110       1    110 136557  136557    -9999              0   0.000000
## 111       1    110 136557  136557    -9999              0   6.856249
## 112       1    110 136557  136557    -9999              0  19.556249
## 113       1    110 136557  136557    -9999              0   0.000000
## 114       1    110 136557  136557    -9999              0   2.792249
## 115       1    110 136557  136557    -9999              0   0.000000
## 116       1    110 136557  136557    -9999              0   0.000000
## 117       1    110 136557  136557    -9999              0   0.000000
## 118       1    110 136557  136557    -9999              0   0.000000
## 119       1    110 136557  136557    -9999              0   0.000000
## 120       1    110 136557  136557    -9999              0  64.768249
## 121       1    110 136557  136557    -9999              0   0.000000
## 122       1    110 136557  136557    -9999              0   0.000000
## 123       1    110 136557  136557    -9999              0   0.000000
## 124       1    110 136557  136557    -9999              0   0.000000
## 125       1    110 136557  136557    -9999              0   0.000000
## 126       1    110 136557  136557    -9999              0   0.000000
## 127       1    110 136557  136557    -9999              0   5.332249
## 128       1    110 136557  136557    -9999              0 113.282249
## 129       1    110 136557  136557    -9999              0  23.620249
## 130       1    110 136557  136557    -9999              0   0.000000
## 131       1    110 136557  136557    -9999              0  16.762249
## 132       1    110 136557  136557    -9999              0   0.000000
## 133       1    110 136557  136557    -9999              0   0.000000
## 134       1    110 136557  136557    -9999              0   0.000000
## 135       1    110 136557  136557    -9999              0   0.000000
## 136       1    110 136557  136557    -9999              0   0.000000
## 137       1    110 136557  136557    -9999              0   0.000000
## 138       1    110 136557  136557    -9999              0   0.000000
## 139       1    110 136557  136557    -9999              0   0.000000
## 140       1    110 136557  136557    -9999              0   0.000000
## 141       1    110 136557  136557    -9999              0   2.437330
## 142       1    110 136557  136557    -9999              0  18.136606
## 143       1    110 136557  136557    -9999              0   4.627241
## 144       1    110 136557  136557    -9999              0   0.009178
## 145       1    110 136557  136557    -9999              0   0.218540
## 146       1    110 136557  136557    -9999              0   0.000000
## 147       1    110 136557  136557    -9999              0   0.000000
## 148       1    110 136557  136557    -9999              0   0.000000
## 149       1    110 136557  136557    -9999              0   0.000000
## 150       1    110 136557  136557    -9999              0  10.432790
##     detention_store sat_def_z  sat_def rz_storage potential_rz_store
## 1                 0  7227.264 3143.860   48.61421           109.6602
## 2                 0  7229.651 3144.898   47.73870           109.6602
## 3                 0  7232.080 3145.955   46.17641           109.6602
## 4                 0  7233.705 3146.662   37.14141           109.6602
## 5                 0  7234.636 3147.066   36.83826           109.6602
## 6                 0  7235.715 3147.536   41.03162           109.6602
## 7                 0  7236.805 3148.010   53.04939           109.6602
## 8                 0  7237.808 3148.446   49.79090           109.6602
## 9                 0  7238.847 3148.898   47.96372           109.6602
## 10                0  7239.960 3149.383   46.52630           109.6602
## 11                0  7241.166 3149.907   45.40435           109.6602
## 12                0  7242.473 3150.476   44.45904           109.6602
## 13                0  7243.887 3151.091   43.58236           109.6602
## 14                0  7245.409 3151.753   42.78986           109.6602
## 15                0  7247.038 3152.462   42.68216           109.6602
## 16                0  7248.772 3153.216   42.31381           109.6602
## 17                0  7250.610 3154.015   41.97336           109.6602
## 18                0  7252.546 3154.858   41.66172           109.6602
## 19                0  7254.581 3155.743   41.41796           109.6602
## 20                0  7256.709 3156.668   40.86288           109.6602
## 21                0  7258.929 3157.634   40.36101           109.6602
## 22                0  7261.239 3158.639   39.84107           109.6602
## 23                0  7263.638 3159.682   40.52238           109.6602
## 24                0  7266.118 3160.761   40.09338           109.6602
## 25                0  7268.679 3161.875   41.64457           109.6602
## 26                0  7269.235 3162.117   30.66322           109.6602
## 27                0  7267.883 3161.529   52.65872           109.6602
## 28                0  7266.516 3160.934   50.17489           109.6602
## 29                0  7265.229 3160.375   48.41246           109.6602
## 30                0  7264.076 3159.873   46.87409           109.6602
## 31                0  7263.077 3159.438   46.55480           109.6602
## 32                0  7262.236 3159.073   45.83943           109.6602
## 33                0  7261.557 3158.777   44.67344           109.6602
## 34                0  7261.047 3158.556   43.76541           109.6602
## 35                0  7260.708 3158.408   42.86378           109.6602
## 36                0  7260.540 3158.335   42.13777           109.6602
## 37                0  7260.240 3158.204   52.33549           109.6602
## 38                0  7259.725 3157.980   49.95547           109.6602
## 39                0  7259.280 3157.787   47.90301           109.6602
## 40                0  7258.952 3157.644   46.39364           109.6602
## 41                0  7258.761 3157.561   45.29959           109.6602
## 42                0  7258.622 3157.501   52.51694           109.6602
## 43                0  7257.008 3156.799   30.66322           109.6602
## 44                0  7254.237 3155.593   30.32234           109.6602
## 45                0  7251.770 3154.520   30.07036           109.6602
## 46                0  7249.595 3153.574   29.65689           109.6602
## 47                0  7247.698 3152.748   31.99565           109.6602
## 48                0  7246.067 3152.039   31.65862           109.6602
## 49                0  7244.691 3151.441   31.25580           109.6602
## 50                0  7243.393 3150.876   53.08056           109.6602
## 51                0  7242.036 3150.286   49.81129           109.6602
## 52                0  7240.768 3149.734   49.26394           109.6602
## 53                0  7237.348 3148.246   30.66322           109.6602
## 54                0  7232.131 3145.977   30.29183           109.6602
## 55                0  7227.346 3143.896   29.91261           109.6602
## 56                0  7219.617 3140.533   30.66322           109.6602
## 57                0  7202.850 3133.240   30.66322           109.6602
## 58                0  7181.354 3123.889   39.18998           109.6602
## 59                0  7161.402 3115.210   41.35354           109.6602
## 60                0  7142.874 3107.150   40.78937           109.6602
## 61                0  7125.648 3099.657   46.19091           109.6602
## 62                0  7109.580 3092.667   45.02492           109.6602
## 63                0  7094.439 3086.081   51.89657           109.6602
## 64                0  7079.949 3079.778   50.85994           109.6602
## 65                0  7066.172 3073.785   49.79095           109.6602
## 66                0  7053.148 3068.119   49.68963           109.6602
## 67                0  7036.829 3061.020   30.66322           109.6602
## 68                0  7018.073 3052.862   30.34312           109.6602
## 69                0  7000.855 3045.372   29.99979           109.6602
## 70                0  6985.068 3038.504   30.15004           109.6602
## 71                0  6970.607 3032.214   37.60623           109.6602
## 72                0  6957.372 3026.457   40.37787           109.6602
## 73                0  6945.269 3021.192   39.82631           109.6602
## 74                0  6933.327 3015.997   51.55958           109.6602
## 75                0  6917.362 3009.052   30.66322           109.6602
## 76                0  6899.063 3001.092   30.28674           109.6602
## 77                0  6882.419 2993.852   29.77084           109.6602
## 78                0  6867.308 2987.279   29.20245           109.6602
## 79                0  6853.620 2981.325   28.74989           109.6602
## 80                0  6841.238 2975.938   42.44504           109.6602
## 81                0  6830.034 2971.065   42.97062           109.6602
## 82                0  6819.921 2966.666   42.40258           109.6602
## 83                0  6810.833 2962.712   41.57536           109.6602
## 84                0  6802.712 2959.180   40.99697           109.6602
## 85                0  6795.496 2956.041   42.83355           109.6602
## 86                0  6789.042 2953.233   49.78477           109.6602
## 87                0  6783.200 2950.692   47.76262           109.6602
## 88                0  6777.994 2948.427   46.36712           109.6602
## 89                0  6773.436 2946.445   44.94889           109.6602
## 90                0  6769.521 2944.742   43.81132           109.6602
## 91                0  6766.180 2943.288   48.79163           109.6602
## 92                0  6763.325 2942.047   46.86480           109.6602
## 93                0  6760.678 2940.895   53.15541           109.6602
## 94                0  6757.898 2939.686   53.10495           109.6602
## 95                0  6755.195 2938.510   50.35491           109.6602
## 96                0  6752.852 2937.491   48.14785           109.6602
## 97                0  6750.948 2936.662   46.48926           109.6602
## 98                0  6749.328 2935.958   52.77318           109.6602
## 99                0  6747.738 2935.266   52.62398           109.6602
## 100               0  6746.294 2934.638   49.58447           109.6602
## 101               0  6745.186 2934.156   47.63446           109.6602
## 102               0  6744.473 2933.846   46.04741           109.6602
## 103               0  6743.475 2933.412   50.56534           109.6602
## 104               0  6742.197 2932.856   48.19279           109.6602
## 105               0  6741.308 2932.469   46.45550           109.6602
## 106               0  6740.831 2932.262   45.01801           109.6602
## 107               0  6740.774 2932.237   43.81863           109.6602
## 108               0  6741.126 2932.390   42.87611           109.6602
## 109               0  6741.857 2932.708   46.34898           109.6602
## 110               0  6742.922 2933.171   44.90194           109.6602
## 111               0  6744.290 2933.766   48.58438           109.6602
## 112               0  6745.476 2934.282   52.15879           109.6602
## 113               0  6746.455 2934.708   49.22105           109.6602
## 114               0  6747.643 2935.225   49.30652           109.6602
## 115               0  6749.061 2935.842   47.34667           109.6602
## 116               0  6750.743 2936.573   45.79236           109.6602
## 117               0  6752.703 2937.426   44.45287           109.6602
## 118               0  6754.945 2938.401   43.38547           109.6602
## 119               0  6757.464 2939.497   42.57730           109.6602
## 120               0  6757.342 2939.444   30.66322           109.6602
## 121               0  6754.993 2938.422   30.46588           109.6602
## 122               0  6753.239 2937.659   29.67530           109.6602
## 123               0  6752.043 2937.139   28.91304           109.6602
## 124               0  6751.371 2936.847   28.32879           109.6602
## 125               0  6751.190 2936.768   27.69297           109.6602
## 126               0  6751.467 2936.888   27.17330           109.6602
## 127               0  6752.177 2937.197   30.97968           109.6602
## 128               0  6748.176 2935.457   30.66322           109.6602
## 129               0  6740.189 2931.982   47.07044           109.6602
## 130               0  6733.084 2928.891   45.73166           109.6602
## 131               0  6726.522 2926.037   53.01979           109.6602
## 132               0  6720.306 2923.333   49.59600           109.6602
## 133               0  6714.722 2920.904   47.42798           109.6602
## 134               0  6709.840 2918.780   45.81573           109.6602
## 135               0  6705.662 2916.963   44.34958           109.6602
## 136               0  6702.176 2915.447   43.04640           109.6602
## 137               0  6699.359 2914.221   41.97344           109.6602
## 138               0  6697.181 2913.274   40.94305           109.6602
## 139               0  6695.602 2912.587   39.93117           109.6602
## 140               0  6694.595 2912.149   39.16682           109.6602
## 141               0  6694.124 2911.944   40.69986           109.6602
## 142               0  6694.046 2911.910   51.50327           109.6602
## 143               0  6694.143 2911.952   51.48633           109.6602
## 144               0  6694.445 2912.084   49.20299           109.6602
## 145               0  6695.036 2912.341   47.83187           109.6602
## 146               0  6695.966 2912.745   44.71587           109.6602
## 147               0  6697.269 2913.312   41.95082           109.6602
## 148               0  6698.954 2914.045   39.26634           109.6602
## 149               0  6701.003 2914.936   36.69410           109.6602
## 150               0  6703.397 2915.978   43.87306           109.6602
##     rz_field_capacity rz_wilting_point unsat_stor rz_drainage unsat_drain
## 1            30.66322         10.28462   1428.735    1.893184    2.879147
## 2            30.66322         10.28462   1428.151    1.423622    2.859398
## 3            30.66322         10.28462   1427.233    1.064787    2.832319
## 4            30.66322         10.28462   1457.531   32.625242    3.176933
## 5            30.66322         10.28462   1454.985    0.082371    3.476331
## 6            30.66322         10.28462   1452.592    0.168765    3.408780
## 7            30.66322         10.28462   1454.683    4.645330    3.400724
## 8            30.66322         10.28462   1454.968    2.872764    3.434481
## 9            30.66322         10.28462   1454.048    1.650972    3.415943
## 10           30.66322         10.28462   1452.651    1.138738    3.379669
## 11           30.66322         10.28462   1451.005    0.845484    3.335203
## 12           30.66322         10.28462   1449.222    0.661195    3.286543
## 13           30.66322         10.28462   1447.358    0.530139    3.235638
## 14           30.66322         10.28462   1445.446    0.431514    3.183536
## 15           30.66322         10.28462   1443.541    0.386807    3.131297
## 16           30.66322         10.28462   1441.662    0.363514    3.079951
## 17           30.66322         10.28462   1439.802    0.332259    3.029351
## 18           30.66322         10.28462   1437.963    0.305704    2.979522
## 19           30.66322         10.28462   1436.151    0.284698    2.930563
## 20           30.66322         10.28462   1434.357    0.256459    2.882437
## 21           30.66322         10.28462   1432.576    0.223323    2.834934
## 22           30.66322         10.28462   1430.812    0.195052    2.788109
## 23           30.66322         10.28462   1429.098    0.201438    2.742335
## 24           30.66322         10.28462   1427.432    0.206081    2.698070
## 25           30.66322         10.28462   1425.847    0.247185    2.655279
## 26           30.66322         10.28462   1494.924   71.778278    3.525044
## 27           30.66322         10.28462   1494.846    3.457604    4.359773
## 28           30.66322         10.28462   1494.216    2.915533    4.370175
## 29           30.66322         10.28462   1492.521    1.816918    4.337937
## 30           30.66322         10.28462   1490.311    1.247686    4.283475
## 31           30.66322         10.28462   1487.938    1.018914    4.219280
## 32           30.66322         10.28462   1485.508    0.895965    4.152921
## 33           30.66322         10.28462   1482.967    0.714365    4.083771
## 34           30.66322         10.28462   1480.340    0.556476    4.011609
## 35           30.66322         10.28462   1477.676    0.445508    3.938084
## 36           30.66322         10.28462   1475.003    0.363424    3.864212
## 37           30.66322         10.28462   1481.456    9.546899    3.922698
## 38           30.66322         10.28462   1481.013    2.745004    4.016597
## 39           30.66322         10.28462   1479.522    1.667127    3.987495
## 40           30.66322         10.28462   1477.527    1.113107    3.937669
## 41           30.66322         10.28462   1475.300    0.822162    3.878476
## 42           30.66322         10.28462   1475.828    3.554145    3.855444
## 43           30.66322         10.28462   1513.968   41.813065    4.503076
## 44           30.66322         10.28462   1509.786    0.000000    5.015092
## 45           30.66322         10.28462   1505.729    0.000000    4.890878
## 46           30.66322         10.28462   1501.793    0.000000    4.771382
## 47           30.66322         10.28462   1497.983    0.008991    4.656505
## 48           30.66322         10.28462   1494.292    0.016625    4.546227
## 49           30.66322         10.28462   1490.706    0.014686    4.439976
## 50           30.66322         10.28462   1491.828    4.692955    4.411187
## 51           30.66322         10.28462   1491.119    2.888827    4.439617
## 52           30.66322         10.28462   1489.535    1.979472    4.405618
## 53           30.66322         10.28462   1539.153   54.125688    5.351323
## 54           30.66322         10.28462   1533.851    0.000000    6.150640
## 55           30.66322         10.28462   1528.725    0.000000    5.977347
## 56           30.66322         10.28462   1581.397   59.098355    7.283023
## 57           30.66322         10.28462   1648.827   77.826823   11.265039
## 58           30.66322         10.28462   1636.399    0.079105   13.389504
## 59           30.66322         10.28462   1624.729    0.215803   12.781732
## 60           30.66322         10.28462   1613.669    0.251895   12.222262
## 61           30.66322         10.28462   1603.486    0.608712   11.713503
## 62           30.66322         10.28462   1593.933    0.776716   11.263082
## 63           30.66322         10.28462   1586.768    2.801098   10.911794
## 64           30.66322         10.28462   1580.095    3.049742   10.679283
## 65           30.66322         10.28462   1572.993    2.349602   10.417521
## 66           30.66322         10.28462   1565.948    2.114428   10.136838
## 67           30.66322         10.28462   1602.169   46.860132   11.629362
## 68           30.66322         10.28462   1590.415    0.000000   12.758828
## 69           30.66322         10.28462   1579.279    0.000000   12.156601
## 70           30.66322         10.28462   1568.715    0.000000   11.596750
## 71           30.66322         10.28462   1558.735    0.050665   11.077214
## 72           30.66322         10.28462   1549.351    0.157105   10.598979
## 73           30.66322         10.28462   1540.458    0.195113   10.156846
## 74           30.66322         10.28462   1542.710   11.307594   10.134980
## 75           30.66322         10.28462   1577.288   45.433833   11.950247
## 76           30.66322         10.28462   1565.356    0.000000   13.041632
## 77           30.66322         10.28462   1554.089    0.000000   12.393788
## 78           30.66322         10.28462   1543.436    0.000000   11.793662
## 79           30.66322         10.28462   1533.353    0.000000   11.236646
## 80           30.66322         10.28462   1523.984    0.189467   10.725567
## 81           30.66322         10.28462   1515.284    0.387518   10.266189
## 82           30.66322         10.28462   1507.013    0.380939    9.840446
## 83           30.66322         10.28462   1499.093    0.319215    9.438433
## 84           30.66322         10.28462   1491.509    0.266355    9.057609
## 85           30.66322         10.28462   1484.352    0.328046    8.700530
## 86           30.66322         10.28462   1478.641    1.468737    8.402051
## 87           30.66322         10.28462   1473.313    1.609826    8.166834
## 88           30.66322         10.28462   1467.723    1.092404    7.917109
## 89           30.66322         10.28462   1462.090    0.785790    7.659615
## 90           30.66322         10.28462   1456.512    0.578604    7.402342
## 91           30.66322         10.28462   1451.804    1.213065    7.170348
## 92           30.66322         10.28462   1447.380    1.299351    6.975941
## 93           30.66322         10.28462   1447.681    5.945887    6.901806
## 94           30.66322         10.28462   1448.424    6.458577    6.975646
## 95           30.66322         10.28462   1445.844    3.113764    6.957278
## 96           30.66322         10.28462   1442.085    1.790653    6.815444
## 97           30.66322         10.28462   1437.876    1.157053    6.636000
## 98           30.66322         10.28462   1436.745    4.121333    6.523643
## 99           30.66322         10.28462   1436.408    4.909186    6.520076
## 100          30.66322         10.28462   1433.903    2.685980    6.466196
## 101          30.66322         10.28462   1430.404    1.551789    6.328058
## 102          30.66322         10.28462   1426.557    1.036323    6.162891
## 103          30.66322         10.28462   1435.122   13.578565    6.293088
## 104          30.66322         10.28462   1431.822    1.840461    6.423542
## 105          30.66322         10.28462   1428.002    1.158271    6.261675
## 106          30.66322         10.28462   1424.001    0.800550    6.085934
## 107          30.66322         10.28462   1419.964    0.584036    5.906711
## 108          30.66322         10.28462   1415.969    0.449157    5.728999
## 109          30.66322         10.28462   1412.398    0.706138    5.562585
## 110          30.66322         10.28462   1409.048    0.779787    5.413782
## 111          30.66322         10.28462   1406.282    1.229062    5.278101
## 112          30.66322         10.28462   1412.737   10.524945    5.352568
## 113          30.66322         10.28462   1411.031    2.452636    5.440231
## 114          30.66322         10.28462   1408.863    1.896030    5.344934
## 115          30.66322         10.28462   1406.358    1.455181    5.240154
## 116          30.66322         10.28462   1403.491    0.973040    5.118638
## 117          30.66322         10.28462   1400.471    0.691912    4.988927
## 118          30.66322         10.28462   1397.405    0.517126    4.856911
## 119          30.66322         10.28462   1394.361    0.410041    4.725933
## 120          30.66322         10.28462   1448.336   58.578058    5.876132
## 121          30.66322         10.28462   1442.753    0.000000    6.858028
## 122          30.66322         10.28462   1437.421    0.000000    6.609192
## 123          30.66322         10.28462   1432.327    0.000000    6.373930
## 124          30.66322         10.28462   1427.456    0.000000    6.151288
## 125          30.66322         10.28462   1422.796    0.000000    5.940366
## 126          30.66322         10.28462   1418.336    0.000000    5.740379
## 127          30.66322         10.28462   1414.072    0.006374    5.550718
## 128          30.66322         10.28462   1489.728   79.003106    7.617574
## 129          30.66322         10.28462   1482.253    0.622140    9.389390
## 130          30.66322         10.28462   1475.450    0.935977    9.039630
## 131          30.66322         10.28462   1472.689    4.765238    8.832114
## 132          30.66322         10.28462   1468.088    2.796474    8.710276
## 133          30.66322         10.28462   1462.461    1.516165    8.461524
## 134          30.66322         10.28462   1456.589    0.984898    8.179656
## 135          30.66322         10.28462   1450.710    0.685549    7.891725
## 136          30.66322         10.28462   1444.924    0.490251    7.607036
## 137          30.66322         10.28462   1439.293    0.364576    7.330337
## 138          30.66322         10.28462   1433.844    0.278886    7.064094
## 139          30.66322         10.28462   1428.587    0.213708    6.809084
## 140          30.66322         10.28462   1423.528    0.168354    6.565627
## 141          30.66322         10.28462   1418.725    0.192578    6.335101
## 142          30.66322         10.28462   1416.172    2.272430    6.165897
## 143          30.66322         10.28462   1414.776    3.353015    6.088818
## 144          30.66322         10.28462   1412.405    2.289958    6.000674
## 145          30.66322         10.28462   1409.402    1.528675    5.870403
## 146          30.66322         10.28462   1405.943    0.921995    5.719173
## 147          30.66322         10.28462   1402.188    0.458929    5.551227
## 148          30.66322         10.28462   1398.376    0.231430    5.378895
## 149          30.66322         10.28462   1394.614    0.114115    5.208858
## 150          30.66322         10.28462   1391.207    0.311093    5.049001
##     rz_transfer unsat_transfer sat_transfer sublimation return     evap
## 1             0              0            0    0.000000      0 0.001751
## 2             0              0            0    0.000000      0 0.001751
## 3             0              0            0    0.000000      0 0.000000
## 4             0              0            0    0.000000      0 0.001070
## 5             0              0            0    0.000000      0 0.000681
## 6             0              0            0    0.000000      0 0.001751
## 7             0              0            0    0.000000      0 0.001751
## 8             0              0            0    0.000000      0 0.000000
## 9             0              0            0    0.000000      0 0.000000
## 10            0              0            0    0.000000      0 0.000000
## 11            0              0            0    0.000000      0 0.000000
## 12            0              0            0    0.000000      0 0.000000
## 13            0              0            0    0.000000      0 0.000000
## 14            0              0            0    0.000000      0 0.000000
## 15            0              0            0    0.003503      0 0.003503
## 16            0              0            0    0.036186      0 0.036186
## 17            0              0            0    0.122145      0 0.122145
## 18            0              0            0    0.053767      0 0.053767
## 19            0              0            0    0.058639      0 0.058639
## 20            0              0            0    0.000000      0 0.000000
## 21            0              0            0    0.000000      0 0.000000
## 22            0              0            0    0.000000      0 0.000000
## 23            0              0            0    0.000000      0 0.001751
## 24            0              0            0    0.000000      0 0.000000
## 25            0              0            0    0.000000      0 0.000752
## 26            0              0            0    0.000000      0 0.001751
## 27            0              0            0    0.000000      0 0.001751
## 28            0              0            0    0.003503      0 0.003503
## 29            0              0            0    0.084139      0 0.084139
## 30            0              0            0    0.000000      0 0.000000
## 31            0              0            0    0.000000      0 0.001751
## 32            0              0            0    0.003503      0 0.003503
## 33            0              0            0    0.000000      0 0.000000
## 34            0              0            0    0.000000      0 0.000000
## 35            0              0            0    0.000000      0 0.000000
## 36            0              0            0    0.000000      0 0.000000
## 37            0              0            0    0.000000      0 0.001751
## 38            0              0            0    0.000000      0 0.001751
## 39            0              0            0    0.000000      0 0.000000
## 40            0              0            0    0.000000      0 0.000000
## 41            0              0            0    0.000000      0 0.000000
## 42            0              0            0    0.000000      0 0.001751
## 43            0              0            0    0.000000      0 0.001485
## 44            0              0            0    0.000000      0 0.000266
## 45            0              0            0    0.000000      0 0.000000
## 46            0              0            0    0.000000      0 0.000000
## 47            0              0            0    0.000000      0 0.001751
## 48            0              0            0    0.000000      0 0.000000
## 49            0              0            0    0.000000      0 0.000000
## 50            0              0            0    0.003503      0 0.005254
## 51            0              0            0    0.000000      0 0.000000
## 52            0              0            0    0.000000      0 0.001751
## 53            0              0            0    0.000000      0 0.001751
## 54            0              0            0    0.000000      0 0.000000
## 55            0              0            0    0.000000      0 0.000000
## 56            0              0            0    0.000000      0 0.001751
## 57            0              0            0    0.000000      0 0.001394
## 58            0              0            0    0.000000      0 0.001751
## 59            0              0            0    0.000000      0 0.001751
## 60            0              0            0    0.000000      0 0.000000
## 61            0              0            0    0.000000      0 0.001751
## 62            0              0            0    0.000000      0 0.000000
## 63            0              0            0    0.000000      0 0.001751
## 64            0              0            0    0.000000      0 0.001751
## 65            0              0            0    0.000000      0 0.001751
## 66            0              0            0    0.000000      0 0.001751
## 67            0              0            0    0.000000      0 0.001751
## 68            0              0            0    0.000000      0 0.000000
## 69            0              0            0    0.000000      0 0.000000
## 70            0              0            0    0.000000      0 0.001751
## 71            0              0            0    0.000000      0 0.001751
## 72            0              0            0    0.000000      0 0.001751
## 73            0              0            0    0.000000      0 0.000000
## 74            0              0            0    0.000000      0 0.001751
## 75            0              0            0    0.000000      0 0.001751
## 76            0              0            0    0.000000      0 0.000000
## 77            0              0            0    0.000000      0 0.000000
## 78            0              0            0    0.000000      0 0.000000
## 79            0              0            0    0.000000      0 0.000000
## 80            0              0            0    0.000000      0 0.001751
## 81            0              0            0    0.003503      0 0.003503
## 82            0              0            0    0.000000      0 0.000000
## 83            0              0            0    0.000000      0 0.000000
## 84            0              0            0    0.000000      0 0.000000
## 85            0              0            0    0.000000      0 0.001751
## 86            0              0            0    0.003503      0 0.005254
## 87            0              0            0    0.000000      0 0.000000
## 88            0              0            0    0.000000      0 0.000000
## 89            0              0            0    0.000000      0 0.000000
## 90            0              0            0    0.000000      0 0.000000
## 91            0              0            0    0.000000      0 0.001751
## 92            0              0            0    0.000000      0 0.000000
## 93            0              0            0    0.000000      0 0.001751
## 94            0              0            0    0.000000      0 0.001751
## 95            0              0            0    0.003503      0 0.003503
## 96            0              0            0    0.000000      0 0.000000
## 97            0              0            0    0.000000      0 0.000000
## 98            0              0            0    0.000000      0 0.001751
## 99            0              0            0    0.000000      0 0.001751
## 100           0              0            0    0.000000      0 0.000000
## 101           0              0            0    0.000000      0 0.000000
## 102           0              0            0    0.000000      0 0.000000
## 103           0              0            0    0.000000      0 0.001751
## 104           0              0            0    0.000000      0 0.000000
## 105           0              0            0    0.000000      0 0.000000
## 106           0              0            0    0.000000      0 0.000000
## 107           0              0            0    0.000000      0 0.000000
## 108           0              0            0    0.000000      0 0.000000
## 109           0              0            0    0.000000      0 0.001751
## 110           0              0            0    0.000000      0 0.000000
## 111           0              0            0    0.000000      0 0.001751
## 112           0              0            0    0.000000      0 0.001751
## 113           0              0            0    0.000000      0 0.000000
## 114           0              0            0    0.000000      0 0.001751
## 115           0              0            0    0.000000      0 0.000000
## 116           0              0            0    0.000000      0 0.000000
## 117           0              0            0    0.000000      0 0.000000
## 118           0              0            0    0.000000      0 0.000000
## 119           0              0            0    0.000000      0 0.000000
## 120           0              0            0    0.000000      0 0.001751
## 121           0              0            0    0.000000      0 0.000000
## 122           0              0            0    0.000000      0 0.000000
## 123           0              0            0    0.000000      0 0.000000
## 124           0              0            0    0.000000      0 0.000000
## 125           0              0            0    0.000000      0 0.000000
## 126           0              0            0    0.000000      0 0.000000
## 127           0              0            0    0.000000      0 0.001751
## 128           0              0            0    0.000000      0 0.001751
## 129           0              0            0    0.000000      0 0.001751
## 130           0              0            0    0.000000      0 0.000000
## 131           0              0            0    0.000000      0 0.001751
## 132           0              0            0    0.000000      0 0.000000
## 133           0              0            0    0.000000      0 0.000000
## 134           0              0            0    0.000000      0 0.000000
## 135           0              0            0    0.000000      0 0.000000
## 136           0              0            0    0.000000      0 0.000000
## 137           0              0            0    0.000000      0 0.000000
## 138           0              0            0    0.000000      0 0.000000
## 139           0              0            0    0.000000      0 0.000000
## 140           0              0            0    0.000000      0 0.000000
## 141           0              0            0    0.000000      0 0.102670
## 142           0              0            0    0.000000      0 0.151394
## 143           0              0            0    0.000000      0 0.198759
## 144           0              0            0    0.000000      0 0.244822
## 145           0              0            0    0.000000      0 0.289460
## 146           0              0            0    0.000000      0 0.000000
## 147           0              0            0    0.000000      0 0.000000
## 148           0              0            0    0.000000      0 0.000000
## 149           0              0            0    0.000000      0 0.000000
## 150           0              0            0    0.000000      0 0.489210
##     evap_surface soil_evap     snow snow_melt trans_sat trans_unsat      Qin
## 1       0.000000  0.000000 0.000000  0.000000         0    0.000000 0.980270
## 2       0.000000  0.000000 0.000000  0.000000         0    0.000000 0.978205
## 3       0.043846  0.497502 0.000000  0.000000         0    0.000000 0.976143
## 4       0.000000  0.000000 0.000000  0.000000         0    0.000000 0.974503
## 5       0.043846  0.220778 0.000000  0.000000         0    0.000000 0.973286
## 6       0.000000  0.000000 0.000000  0.000000         0    0.000000 0.972077
## 7       0.000000  0.000000 0.000000  0.000000         0    0.000000 0.971151
## 8       0.043846  0.385731 0.000000  0.000000         0    0.000000 0.970284
## 9       0.000000  0.176211 0.000000  0.000000         0    0.000000 0.969638
## 10      0.000000  0.298677 0.000000  0.000000         0    0.000000 0.968769
## 11      0.000000  0.276465 0.000000  0.000000         0    0.000000 0.967897
## 12      0.000000  0.284119 0.000000  0.000000         0    0.000000 0.966801
## 13      0.000000  0.346537 0.000000  0.000000         0    0.000000 0.965702
## 14      0.000000  0.360985 0.000000  0.000000         0    0.000000 0.964452
## 15      0.000000  0.000000 0.327524  0.430974         0    0.000000 0.963127
## 16      0.000000  0.004840 0.291338  0.000000         0    0.000000 0.961725
## 17      0.000000  0.008186 0.169192  0.000000         0    0.000000 0.960176
## 18      0.000000  0.005945 0.115425  0.000000         0    0.000000 0.958625
## 19      0.000000  0.000000 0.000000  0.000000         0    0.000000 0.956854
## 20      0.043846  0.298623 0.000000  0.000000         0    0.000000 0.955083
## 21      0.000000  0.278546 0.000000  0.000000         0    0.000000 0.953311
## 22      0.000000  0.324885 0.000000  0.000000         0    0.000000 0.951323
## 23      0.000000  0.000000 0.000000  0.000000         0    0.000000 0.949335
## 24      0.043846  0.222919 0.000000  0.000000         0    0.000000 0.947204
## 25      0.000000  0.000000 0.000000  0.000000         0    0.000000 0.945076
## 26      0.000000  0.000000 0.000000  0.000000         0    0.000000 0.944485
## 27      0.000000  0.000000 0.000000  0.000000         0    0.000000 0.945861
## 28      0.000000  0.000000 0.159704  0.598794         0    0.000000 0.947531
## 29      0.000000  0.000000 0.000000  0.000000         0    0.000000 0.949054
## 30      0.043846  0.290684 0.000000  0.000000         0    0.000000 0.950424
## 31      0.000000  0.000000 0.000000  0.285024         0    0.000000 0.951713
## 32      0.000000  0.000000 0.000000  0.250497         0    0.000000 0.952846
## 33      0.043846  0.451631 0.000000  0.000000         0    0.000000 0.953823
## 34      0.000000  0.351554 0.000000  0.000000         0    0.000000 0.954570
## 35      0.000000  0.456120 0.000000  0.000000         0    0.000000 0.955088
## 36      0.000000  0.362583 0.000000  0.000000         0    0.000000 0.955522
## 37      0.000000  0.000000 0.000000  0.000000         0    0.000000 0.955873
## 38      0.000000  0.000000 0.000000  0.000000         0    0.000000 0.956590
## 39      0.043846  0.385339 0.000000  0.000000         0    0.000000 0.957164
## 40      0.000000  0.396262 0.000000  0.000000         0    0.000000 0.957589
## 41      0.000000  0.271890 0.000000  0.000000         0    0.000000 0.958081
## 42      0.000000  0.000000 0.000000  0.000000         0    0.000000 0.958349
## 43      0.000000  0.000000 0.000000  0.000000         0    0.000000 0.959712
## 44      0.043846  0.340906 0.000000  0.000000         0    0.000000 0.962162
## 45      0.000000  0.252005 0.000000  0.000000         0    0.000000 0.964161
## 46      0.000000  0.413494 0.000000  0.000000         0    0.000000 0.965928
## 47      0.000000  0.000000 0.000000  0.000000         0    0.000000 0.967466
## 48      0.043846  0.320403 0.000000  0.000000         0    0.000000 0.968774
## 49      0.000000  0.388134 0.000000  0.000000         0    0.000000 0.969854
## 50      0.000000  0.000000 0.000000 20.583825         0    0.000000 0.971023
## 51      0.043846  0.380444 0.000000  0.000000         0    0.000000 0.972720
## 52      0.000000  0.000000 0.000000  0.000000         0    0.000000 0.974184
## 53      0.000000  0.000000 0.000000  0.000000         0    0.000000 0.977461
## 54      0.043846  0.371418 0.000000  0.000000         0    0.000000 0.982328
## 55      0.000000  0.379246 0.000000  0.000000         0    0.000000 0.986736
## 56      0.000000  0.000000 0.000000  0.000000         0    0.000000 0.994315
## 57      0.000000  0.000000 0.000000  0.000000         0    0.000000 1.012226
## 58      0.000000  0.000000 0.000000  0.000000         0    0.000000 1.036106
## 59      0.000000  0.000000 0.000000  0.000000         0    0.000000 1.058458
## 60      0.043846  0.312277 0.000000  0.000000         0    0.000000 1.079286
## 61      0.000000  0.000000 0.000000  0.000000         0    0.000000 1.098773
## 62      0.043846  0.389269 0.000000  0.000000         0    0.000000 1.117297
## 63      0.000000  0.000000 0.000000  0.000000         0    0.000000 1.134754
## 64      0.000000  0.000000 0.000000  0.000000         0    0.000000 1.151636
## 65      0.000000  0.000000 0.000000  0.000000         0    0.000000 1.167857
## 66      0.000000  0.000000 0.000000  0.000000         0    0.000000 1.183015
## 67      0.000000  0.000000 0.000000  0.000000         0    0.000000 1.201750
## 68      0.043846  0.320136 0.000000  0.000000         0    0.000000 1.223020
## 69      0.000000  0.343357 0.000000  0.000000         0    0.000000 1.242469
## 70      0.000000  0.000000 0.000000  0.000000         0    0.000000 1.260037
## 71      0.000000  0.000000 0.000000  0.000000         0    0.000000 1.275868
## 72      0.000000  0.000000 0.000000  0.000000         0    0.000000 1.290237
## 73      0.043846  0.356442 0.000000  0.000000         0    0.000000 1.303122
## 74      0.000000  0.000000 0.000000  0.000000         0    0.000000 1.317697
## 75      0.000000  0.000000 0.000000  0.000000         0    0.000000 1.337194
## 76      0.043846  0.376512 0.000000  0.000000         0    0.000000 1.359045
## 77      0.000000  0.515936 0.000000  0.000000         0    0.000000 1.378537
## 78      0.000000  0.568429 0.000000  0.000000         0    0.000000 1.395811
## 79      0.000000  0.452591 0.000000  0.000000         0    0.000000 1.411128
## 80      0.000000  0.000000 0.000000  0.000000         0    0.000000 1.424692
## 81      0.000000  0.000000 0.000000  1.266497         0    0.000000 1.436851
## 82      0.043846  0.187105 0.000000  0.000000         0    0.000000 1.448001
## 83      0.000000  0.508003 0.000000  0.000000         0    0.000000 1.457559
## 84      0.000000  0.312036 0.000000  0.000000         0    0.000000 1.466147
## 85      0.000000  0.000000 0.000000  0.000000         0    0.000000 1.473309
## 86      0.000000  0.000000 0.000000  6.819750         0    0.000000 1.479505
## 87      0.043846  0.412326 0.000000  0.000000         0    0.000000 1.485192
## 88      0.000000  0.303098 0.000000  0.000000         0    0.000000 1.490107
## 89      0.000000  0.632435 0.000000  0.000000         0    0.000000 1.494007
## 90      0.000000  0.558970 0.000000  0.000000         0    0.000000 1.497219
## 91      0.000000  0.000000 0.000000  0.000000         0    0.000000 1.499632
## 92      0.043846  0.627470 0.000000  0.000000         0    0.000000 1.501251
## 93      0.000000  0.000000 0.000000  0.000000         0    0.000000 1.502756
## 94      0.000000  0.000000 0.000000  0.000000         0    0.000000 1.504506
## 95      0.000000  0.000000 0.000000  0.504497         0    0.000000 1.506165
## 96      0.043846  0.416401 0.000000  0.000000         0    0.000000 1.507263
## 97      0.000000  0.501535 0.000000  0.000000         0    0.000000 1.507903
## 98      0.000000  0.000000 0.000000  0.000000         0    0.000000 1.508088
## 99      0.000000  0.000000 0.000000  0.000000         0    0.000000 1.508397
## 100     0.043846  0.353524 0.000000  0.000000         0    0.000000 1.508604
## 101     0.000000  0.398218 0.000000  0.000000         0    0.000000 1.508136
## 102     0.000000  0.550730 0.000000  0.000000         0    0.000000 1.507327
## 103     0.000000  0.000000 0.000000  0.000000         0    0.000000 1.506845
## 104     0.043846  0.532092 0.000000  0.000000         0    0.000000 1.506717
## 105     0.000000  0.579014 0.000000  0.000000         0    0.000000 1.506270
## 106     0.000000  0.636944 0.000000  0.000000         0    0.000000 1.505267
## 107     0.000000  0.615340 0.000000  0.000000         0    0.000000 1.503814
## 108     0.000000  0.493360 0.000000  0.000000         0    0.000000 1.501689
## 109     0.000000  0.000000 0.000000  0.000000         0    0.000000 1.499343
## 110     0.043846  0.667245 0.000000  0.000000         0    0.000000 1.496556
## 111     0.000000  0.000000 0.000000  0.000000         0    0.000000 1.493220
## 112     0.000000  0.000000 0.000000  0.000000         0    0.000000 1.490230
## 113     0.043846  0.485104 0.000000  0.000000         0    0.000000 1.487599
## 114     0.000000  0.000000 0.000000  0.000000         0    0.000000 1.484773
## 115     0.043846  0.504665 0.000000  0.000000         0    0.000000 1.481743
## 116     0.000000  0.581276 0.000000  0.000000         0    0.000000 1.478394
## 117     0.000000  0.647573 0.000000  0.000000         0    0.000000 1.474726
## 118     0.000000  0.550271 0.000000  0.000000         0    0.000000 1.470629
## 119     0.000000  0.398131 0.000000  0.000000         0    0.000000 1.466437
## 120     0.000000  0.000000 0.000000  0.000000         0    0.000000 1.465114
## 121     0.043846  0.197379 0.000000  0.000000         0    0.000000 1.466744
## 122     0.000000  0.790622 0.000000  0.000000         0    0.000000 1.467480
## 123     0.000000  0.762299 0.000000  0.000000         0    0.000000 1.467546
## 124     0.000000  0.584295 0.000000  0.000000         0    0.000000 1.467054
## 125     0.000000  0.635854 0.000000  0.000000         0    0.000000 1.465679
## 126     0.000000  0.519706 0.000000  0.000000         0    0.000000 1.464194
## 127     0.000000  0.000000 0.000000  0.000000         0    0.000000 1.461726
## 128     0.000000  0.000000 0.000000  0.000000         0    0.000000 1.466317
## 129     0.000000  0.000000 0.000000  0.000000         0    0.000000 1.477020
## 130     0.043846  0.402802 0.000000  0.000000         0    0.000000 1.486841
## 131     0.000000  0.000000 0.000000  0.000000         0    0.000000 1.496593
## 132     0.043846  0.627317 0.000000  0.000000         0    0.000000 1.506014
## 133     0.000000  0.651855 0.000000  0.000000         0    0.000000 1.514507
## 134     0.000000  0.627351 0.000000  0.000000         0    0.000000 1.521932
## 135     0.000000  0.780602 0.000000  0.000000         0    0.000000 1.528277
## 136     0.000000  0.812930 0.000000  0.000000         0    0.000000 1.533419
## 137     0.000000  0.708384 0.000000  0.000000         0    0.000000 1.537471
## 138     0.000000  0.751501 0.000000  0.000000         0    0.000000 1.540316
## 139     0.000000  0.798174 0.000000  0.000000         0    0.000000 1.542532
## 140     0.000000  0.435956 0.000000  0.000000         0    0.160043 1.543545
## 141     0.000000  0.000000 0.000000  0.000000         0    0.000000 1.543593
## 142     0.000000  0.000000 0.000000  0.000000         0    0.000000 1.543378
## 143     0.000000  0.000000 0.000000  0.000000         0    0.000000 1.542800
## 144     0.000000  0.000000 0.000000  0.000000         0    0.000000 1.542097
## 145     0.000000  0.000000 0.000000  0.000000         0    0.000000 1.540803
## 146     0.043846  0.680758 0.000000  0.000000         0    1.513253 1.539033
## 147     0.000000  0.707379 0.000000  0.000000         0    1.598741 1.536672
## 148     0.000000  0.726738 0.000000  0.000000         0    1.726314 1.533839
## 149     0.000000  0.710149 0.000000  0.000000         0    1.747973 1.530765
## 150     0.000000  0.000000 0.000000  0.000000         0    0.000000 1.526653
##         Qout       psn root_zone.S root.depth litter.rain_stor litter.S area
## 1   4.031956 -0.004020    0.443317   252.0925         0.043846        1  100
## 2   4.024055 -0.004960    0.435333   252.0925         0.043846        1  100
## 3   4.015167 -0.005382    0.421086   252.0925         0.000000        0  100
## 4   4.009883 -0.004994    0.338695   252.0925         0.043846        1  100
## 5   4.006202 -0.004578    0.335931   252.0925         0.000000        0  100
## 6   4.002864 -0.004750    0.374170   252.0925         0.043846        1  100
## 7   3.999224 -0.004967    0.483761   252.0925         0.043846        1  100
## 8   3.995286 -0.004148    0.454047   252.0925         0.000000        0  100
## 9   3.992349 -0.003434    0.437385   252.0925         0.000000        0  100
## 10  3.988426 -0.003640    0.424277   252.0925         0.000000        0  100
## 11  3.984178 -0.003639    0.414046   252.0925         0.000000        0  100
## 12  3.979610 -0.003406    0.405425   252.0925         0.000000        0  100
## 13  3.974720 -0.003475    0.397431   252.0925         0.000000        0  100
## 14  3.969834 -0.003379    0.390204   252.0925         0.000000        0  100
## 15  3.963974 -0.002883    0.389222   252.0925         0.043846        1  100
## 16  3.958124 -0.002488    0.385863   252.0925         0.043846        1  100
## 17  3.952279 -0.002453    0.382758   252.0925         0.043846        1  100
## 18  3.945463 -0.002582    0.379916   252.0925         0.043846        1  100
## 19  3.938660 -0.002223    0.377694   252.0925         0.043846        1  100
## 20  3.930890 -0.002232    0.372632   252.0925         0.000000        0  100
## 21  3.923461 -0.002161    0.368055   252.0925         0.000000        0  100
## 22  3.915720 -0.002360    0.363314   252.0925         0.000000        0  100
## 23  3.907668 -0.002963    0.369527   252.0925         0.043846        1  100
## 24  3.898984 -0.003565    0.365615   252.0925         0.000000        0  100
## 25  3.890640 -0.003682    0.379760   252.0925         0.043846        1  100
## 26  3.888381 -0.004341    0.279620   252.0925         0.043846        1  100
## 27  3.893173 -0.003550    0.480199   252.0925         0.043846        1  100
## 28  3.897969 -0.002678    0.457549   252.0925         0.043846        1  100
## 29  3.901808 -0.002524    0.441477   252.0925         0.043846        1  100
## 30  3.905662 -0.002643    0.427448   252.0925         0.000000        0  100
## 31  3.909524 -0.003031    0.424537   252.0925         0.043846        1  100
## 32  3.912423 -0.002358    0.418013   252.0925         0.043846        1  100
## 33  3.914357 -0.002569    0.407380   252.0925         0.000000        0  100
## 34  3.916304 -0.003081    0.399100   252.0925         0.000000        0  100
## 35  3.917283 -0.003304    0.390878   252.0925         0.000000        0  100
## 36  3.918269 -0.004104    0.384258   252.0925         0.000000        0  100
## 37  3.919247 -0.004184    0.477251   252.0925         0.043846        1  100
## 38  3.920543 -0.003639    0.455548   252.0925         0.043846        1  100
## 39  3.922172 -0.003298    0.436831   252.0925         0.000000        0  100
## 40  3.923160 -0.003435    0.423067   252.0925         0.000000        0  100
## 41  3.924154 -0.003627    0.413090   252.0925         0.000000        0  100
## 42  3.924174 -0.003844    0.478906   252.0925         0.043846        1  100
## 43  3.930016 -0.004202    0.279620   252.0925         0.043846        1  100
## 44  3.939421 -0.003507    0.276512   252.0925         0.000000        0  100
## 45  3.947552 -0.002991    0.274214   252.0925         0.000000        0  100
## 46  3.955385 -0.003402    0.270443   252.0925         0.000000        0  100
## 47  3.961271 -0.003683    0.291771   252.0925         0.043846        1  100
## 48  3.967178 -0.003024    0.288697   252.0925         0.000000        0  100
## 49  3.972115 -0.003036    0.285024   252.0925         0.000000        0  100
## 50  3.976724 -0.003222    0.484046   252.0925         0.043846        1  100
## 51  3.981005 -0.003285    0.454233   252.0925         0.000000        0  100
## 52  3.985956 -0.003659    0.449242   252.0925         0.043846        1  100
## 53  3.996787 -0.003899    0.279620   252.0925         0.043846        1  100
## 54  4.015557 -0.003732    0.276234   252.0925         0.000000        0  100
## 55  4.031426 -0.003957    0.272775   252.0925         0.000000        0  100
## 56  4.058275 -0.004434    0.279620   252.0925         0.043846        1  100
## 57  4.115913 -0.005315    0.279620   252.0925         0.043846        1  100
## 58  4.192296 -0.005357    0.357376   252.0925         0.043846        1  100
## 59  4.264515 -0.004702    0.377106   252.0925         0.043846        1  100
## 60  4.332323 -0.005258    0.371961   252.0925         0.000000        0  100
## 61  4.396559 -0.006241    0.421218   252.0925         0.043846        1  100
## 62  4.457035 -0.005456    0.410586   252.0925         0.000000        0  100
## 63  4.515038 -0.005380    0.473249   252.0925         0.043846        1  100
## 64  4.571554 -0.005176    0.463796   252.0925         0.043846        1  100
## 65  4.625392 -0.005677    0.454047   252.0925         0.043846        1  100
## 66  4.677593 -0.006136    0.453124   252.0925         0.043846        1  100
## 67  4.742090 -0.006706    0.279620   252.0925         0.043846        1  100
## 68  4.817838 -0.007358    0.276701   252.0925         0.000000        0  100
## 69  4.889675 -0.007166    0.273570   252.0925         0.000000        0  100
## 70  4.955783 -0.007349    0.274941   252.0925         0.043846        1  100
## 71  5.016725 -0.006564    0.342934   252.0925         0.043846        1  100
## 72  5.073933 -0.006003    0.368209   252.0925         0.043846        1  100
## 73  5.126018 -0.005774    0.363179   252.0925         0.000000        0  100
## 74  5.178564 -0.005671    0.470176   252.0925         0.043846        1  100
## 75  5.248659 -0.005762    0.279620   252.0925         0.043846        1  100
## 76  5.330236 -0.005137    0.276187   252.0925         0.000000        0  100
## 77  5.406165 -0.005288    0.271483   252.0925         0.000000        0  100
## 78  5.475291 -0.005445    0.266299   252.0925         0.000000        0  100
## 79  5.539107 -0.005785    0.262172   252.0925         0.000000        0  100
## 80  5.597402 -0.005072    0.387060   252.0925         0.043846        1  100
## 81  5.650885 -0.004320    0.391852   252.0925         0.043846        1  100
## 82  5.700319 -0.003817    0.386672   252.0925         0.000000        0  100
## 83  5.744213 -0.003993    0.379129   252.0925         0.000000        0  100
## 84  5.783820 -0.004606    0.373855   252.0925         0.000000        0  100
## 85  5.819513 -0.004553    0.390602   252.0925         0.043846        1  100
## 86  5.851674 -0.003916    0.453991   252.0925         0.043846        1  100
## 87  5.881173 -0.003788    0.435551   252.0925         0.000000        0  100
## 88  5.907496 -0.003401    0.422825   252.0925         0.000000        0  100
## 89  5.930613 -0.004160    0.409892   252.0925         0.000000        0  100
## 90  5.950957 -0.005109    0.399519   252.0925         0.000000        0  100
## 91  5.967548 -0.005490    0.444935   252.0925         0.043846        1  100
## 92  5.982264 -0.005682    0.427364   252.0925         0.000000        0  100
## 93  5.996494 -0.005400    0.484728   252.0925         0.043846        1  100
## 94  6.010705 -0.004992    0.484268   252.0925         0.043846        1  100
## 95  6.024438 -0.003829    0.459190   252.0925         0.043846        1  100
## 96  6.036741 -0.003914    0.439064   252.0925         0.000000        0  100
## 97  6.046642 -0.004216    0.423939   252.0925         0.000000        0  100
## 98  6.055566 -0.004277    0.481243   252.0925         0.043846        1  100
## 99  6.063031 -0.004583    0.479882   252.0925         0.043846        1  100
## 100 6.070963 -0.004040    0.452165   252.0925         0.000000        0  100
## 101 6.076952 -0.004290    0.434382   252.0925         0.000000        0  100
## 102 6.080993 -0.005780    0.419910   252.0925         0.000000        0  100
## 103 6.085471 -0.005875    0.461109   252.0925         0.043846        1  100
## 104 6.092332 -0.004987    0.439474   252.0925         0.000000        0  100
## 105 6.097251 -0.004909    0.423631   252.0925         0.000000        0  100
## 106 6.099267 -0.006009    0.410523   252.0925         0.000000        0  100
## 107 6.100305 -0.006959    0.399585   252.0925         0.000000        0  100
## 108 6.098426 -0.007086    0.390991   252.0925         0.000000        0  100
## 109 6.095084 -0.005489    0.422660   252.0925         0.043846        1  100
## 110 6.089318 -0.005262    0.409464   252.0925         0.000000        0  100
## 111 6.083061 -0.005713    0.443045   252.0925         0.043846        1  100
## 112 6.076296 -0.005202    0.475640   252.0925         0.043846        1  100
## 113 6.071923 -0.004761    0.448851   252.0925         0.000000        0  100
## 114 6.065617 -0.004782    0.449630   252.0925         0.043846        1  100
## 115 6.058831 -0.005302    0.431758   252.0925         0.000000        0  100
## 116 6.050118 -0.005260    0.417584   252.0925         0.000000        0  100
## 117 6.039974 -0.006341    0.405369   252.0925         0.000000        0  100
## 118 6.028405 -0.006655    0.395635   252.0925         0.000000        0  100
## 119 6.015902 -0.006889    0.388266   252.0925         0.000000        0  100
## 120 6.015736 -0.005604    0.279620   252.0925         0.043846        1  100
## 121 6.027444 -0.004421    0.277821   252.0925         0.000000        0  100
## 122 6.036312 -0.005114    0.270611   252.0925         0.000000        0  100
## 123 6.041842 -0.007429    0.263660   252.0925         0.000000        0  100
## 124 6.045948 -0.005530    0.258332   252.0925         0.000000        0  100
## 125 6.046217 -0.005685    0.252534   252.0925         0.000000        0  100
## 126 6.044582 -0.006108    0.247795   252.0925         0.000000        0  100
## 127 6.040555 -0.005676    0.282506   252.0925         0.043846        1  100
## 128 6.059327 -0.005648    0.279620   252.0925         0.043846        1  100
## 129 6.099698 -0.006006    0.429239   252.0925         0.043846        1  100
## 130 6.135521 -0.006223    0.417030   252.0925         0.000000        0  100
## 131 6.168159 -0.005898    0.483492   252.0925         0.043846        1  100
## 132 6.200019 -0.006259    0.452270   252.0925         0.000000        0  100
## 133 6.228640 -0.006842    0.432499   252.0925         0.000000        0  100
## 134 6.254468 -0.005977    0.417797   252.0925         0.000000        0  100
## 135 6.275480 -0.006817    0.404427   252.0925         0.000000        0  100
## 136 6.293131 -0.007995    0.392543   252.0925         0.000000        0  100
## 137 6.308378 -0.008576    0.382759   252.0925         0.000000        0  100
## 138 6.320191 -0.008922    0.373363   252.0925         0.000000        0  100
## 139 6.327053 -0.009413    0.364135   252.0925         0.000000        0  100
## 140 6.331958 -0.392937    0.357165   252.0925         0.000000        0  100
## 141 6.334380 -0.051179    0.371145   252.0925         0.043846        1  100
## 142 6.335314  0.381561    0.469662   252.0925         0.043846        1  100
## 143 6.334247  0.689958    0.469508   252.0925         0.043846        1  100
## 144 6.334185  1.153921    0.448686   252.0925         0.043846        1  100
## 145 6.329114  1.564383    0.436183   252.0925         0.043846        1  100
## 146 6.324567  1.881431    0.407767   252.0925         0.000000        0  100
## 147 6.318033  2.097778    0.382553   252.0925         0.000000        0  100
## 148 6.310008  2.331192    0.358073   252.0925         0.000000        0  100
## 149 6.298006  2.532700    0.334616   252.0925         0.000000        0  100
## 150 6.286037  3.158628    0.400082   252.0925         0.043846        1  100
##          pet      lai baseflow streamflow     pcp recharge  Kdowndirpch
## 1   0.000000 0.000000        0          0   0.254 0.000182   264.889579
## 2   0.000000 0.000000        0          0   0.762 0.000548   288.697694
## 3   0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 4   0.000000 0.000000        0          0  32.766 0.023590     3.298471
## 5   0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 6   0.000000 0.000000        0          0   6.096 0.004362   246.994064
## 7   0.000000 0.000000        0          0  23.114 0.016663   404.178073
## 8   0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 9   0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 10  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 11  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 12  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 13  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 14  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 15  0.000000 0.000000        0          0   0.762 0.000279     0.000000
## 16  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 17  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 18  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 19  0.000000 0.000000        0          0   0.000 0.000041     0.000000
## 20  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 21  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 22  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 23  0.000000 0.000000        0          0   1.270 0.000883   209.068647
## 24  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 25  0.000000 0.000000        0          0   2.540 0.001798     1.817768
## 26  0.000000 0.000000        0          0  84.328 0.060797    15.707820
## 27  0.000000 0.000000        0          0  35.306 0.025453  2030.146281
## 28  0.000000 0.000000        0          0   0.762 0.000432     0.000000
## 29  0.000000 0.000000        0          0   0.000 0.000054     0.000000
## 30  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 31  0.000000 0.000000        0          0   1.016 0.000700     0.000000
## 32  0.000000 0.000000        0          0   0.254 0.000181     0.000000
## 33  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 34  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 35  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 36  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 37  0.000000 0.000000        0          0  27.432 0.019745     8.425748
## 38  0.000000 0.000000        0          0   0.508 0.000365  1685.766596
## 39  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 40  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 41  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 42  0.000000 0.000000        0          0  14.986 0.010771    85.810221
## 43  0.000000 0.000000        0          0  27.686 0.019959     6.021211
## 44  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 45  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 46  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 47  0.000000 0.000000        0          0   3.302 0.002348   656.115852
## 48  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 49  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 50  0.000000 0.000000        0          0  36.830 0.026518     0.000000
## 51  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 52  0.000000 0.000000        0          0   2.032 0.001432  1010.088157
## 53  0.000000 0.000000        0          0  49.276 0.035525   581.900259
## 54  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 55  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 56  0.000000 0.000000        0          0  83.058 0.059849   341.635046
## 57  0.000000 0.000000        0          0 107.950 0.077827     4.116428
## 58  0.000000 0.000000        0          0  11.938 0.008606    78.705200
## 59  0.000000 0.000000        0          0   3.302 0.002379   195.218834
## 60  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 61  0.000000 0.000000        0          0   8.382 0.006010   642.815757
## 62  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 63  0.000000 0.000000        0          0  13.462 0.009673   532.281801
## 64  0.000000 0.000000        0          0   2.794 0.002013  2922.667981
## 65  0.000000 0.000000        0          0   1.778 0.001281   738.728035
## 66  0.000000 0.000000        0          0   2.794 0.002013    24.731463
## 67  0.000000 0.000000        0          0  38.608 0.027834     9.320667
## 68  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 69  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 70  0.000000 0.000000        0          0   0.254 0.000150   559.184517
## 71  0.000000 0.000000        0          0  10.414 0.007507   832.224120
## 72  0.000000 0.000000        0          0   4.064 0.002929  1072.306242
## 73  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 74  0.000000 0.000000        0          0  32.004 0.023041   339.036647
## 75  0.000000 0.000000        0          0  34.036 0.024537   690.480852
## 76  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 77  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 78  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 79  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 80  0.000000 0.000000        0          0  19.304 0.013885   245.853600
## 81  0.000000 0.000000        0          0   1.270 0.000913     0.000000
## 82  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 83  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 84  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 85  0.000000 0.000000        0          0   3.048 0.002165   343.827810
## 86  0.000000 0.000000        0          0  11.684 0.008420     0.000000
## 87  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 88  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 89  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 90  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 91  0.000000 0.000000        0          0   8.636 0.006193  4993.030704
## 92  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 93  0.000000 0.000000        0          0  17.018 0.012236   613.019351
## 94  0.000000 0.000000        0          0   8.890 0.006408  9207.049720
## 95  0.000000 0.000000        0          0   0.508 0.000364     0.000000
## 96  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 97  0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 98  0.000000 0.000000        0          0  14.478 0.010405   670.544814
## 99  0.000000 0.000000        0          0   6.604 0.004760  4021.776858
## 100 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 101 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 102 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 103 0.000000 0.000000        0          0  25.146 0.018096   885.480135
## 104 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 105 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 106 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 107 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 108 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 109 0.000000 0.000000        0          0   5.842 0.004179 10167.421266
## 110 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 111 0.000000 0.000000        0          0   6.858 0.004911  2781.561010
## 112 0.000000 0.000000        0          0  19.558 0.014099  5060.603734
## 113 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 114 0.000000 0.000000        0          0   2.794 0.001982  1280.718665
## 115 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 116 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 117 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 118 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 119 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 120 0.000000 0.000000        0          0  64.770 0.046664  6973.610421
## 121 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 122 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 123 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 124 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 125 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 126 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 127 0.000000 0.000000        0          0   5.334 0.003813   149.137450
## 128 0.000000 0.000000        0          0 113.284 0.081672   129.311928
## 129 0.000000 0.000000        0          0  23.622 0.017029   404.818591
## 130 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 131 0.000000 0.000000        0          0  16.764 0.012053  2077.851198
## 132 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 133 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 134 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 135 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 136 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 137 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 138 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 139 0.000000 0.000000        0          0   0.000 0.000000     0.000000
## 140 0.201613 0.102014        0          0   0.000 0.000000     0.000000
## 141 0.000000 0.201837        0          0   2.540 0.001726  3150.383952
## 142 0.000000 0.299285        0          0  18.288 0.013076  5335.544765
## 143 0.000000 0.394016        0          0   4.826 0.003336  2945.519906
## 144 0.000000 0.486142        0          0   0.254 0.000007  4903.287917
## 145 0.000000 0.575418        0          0   0.508 0.000158  3699.356012
## 146 2.407023 0.661716        0          0   0.000 0.000000     0.000000
## 147 2.902449 0.744917        0          0   0.000 0.000000     0.000000
## 148 3.311289 0.824915        0          0   0.000 0.000000     0.000000
## 149 3.533762 0.901611        0          0   0.000 0.000000     0.000000
## 150 0.000000 0.974917        0          0  10.922 0.007490  1486.953609
##     Kdowndiffpch   Kupdirpch  Kupdifpch Luppch Kdowndirsubcan Kdowndifsubcan
## 1      1580.1552   46.929311  286.39732      0     264.889579      1580.1552
## 2      1629.5446   51.150149  295.49385      0     288.697694      1629.5446
## 3       745.3869  131.854018  426.20345      0     744.200196      2335.3296
## 4       189.1181    0.584408   34.04461      0       3.298471       189.1181
## 5       196.3050    5.795666  107.58185      0      32.711446       596.5961
## 6      1525.6283   43.761289  276.45801      0     246.994064      1525.6283
## 7      1868.3129   71.610439  339.39459      0     404.178073      1868.3129
## 8       736.9951  127.119034  420.88120      0     717.475369      2306.9663
## 9       261.2835   10.513804  143.64357      0      59.341195       795.8582
## 10      561.1785   59.352624  314.44130      0     334.993467      1732.7590
## 11      462.8353   37.149363  257.43498      0     209.675548      1421.5820
## 12      550.4212   56.525965  308.14151      0     319.039454      1698.4672
## 13      701.7202  109.210718  398.83062      0     616.398641      2189.0125
## 14      761.6253  141.632061  436.60147      0     799.388663      2390.6059
## 15        0.0000   13.233059  160.31159      0      74.689000       887.8195
## 16        0.0000   37.770779  260.62896      0     213.194815      1439.2503
## 17        0.0000  258.774778  523.71869      0    1460.638143      2845.1049
## 18        0.0000   33.698372  247.80682      0     190.208363      1369.0124
## 19        0.0000   54.731944  305.71267      0     308.931057      1685.5334
## 20      883.7304  251.923229  520.41691      0    1421.964997      2828.5091
## 21      836.8854  194.192371  485.73020      0    1096.106762      2650.5022
## 22      817.2538  176.640139  472.25643      0     997.034277      2580.1049
## 23     1454.7890   37.035824  263.36499      0     209.068647      1454.7890
## 24      231.1621    7.758044  126.80790      0      43.794456       703.0184
## 25      142.6702    0.322012   25.67730      0       1.817768       142.6702
## 26      424.3510    2.782589   76.45636      0      15.707820       424.3510
## 27     3097.4653  359.633745  573.52975      0    2030.146281      3097.4653
## 28        0.0000   24.130441  217.14321      0     136.217265      1201.0884
## 29        0.0000  130.419297  437.13703      0     736.221934      2397.2251
## 30      738.5798  116.216649  419.57651      0     656.047441      2303.1938
## 31        0.0000   94.335171  396.08048      0     532.578743      2178.4536
## 32        0.0000  162.868220  481.27332      0     919.488995      2634.9799
## 33      928.5610  649.444074  605.39179      0    3666.502147      3203.6081
## 34      755.0401  116.202484  428.25319      0     656.032867      2351.8603
## 35      949.2827  275.683729  558.56476      0    1556.400349      3036.5300
## 36      598.7452   62.053630  334.92698      0     350.330040      1846.5280
## 37      315.9860    1.492445   56.90459      0       8.425748       315.9860
## 38     3086.8502  298.598250  568.64442      0    1685.766596      3086.8502
## 39      971.1950  246.737224  564.89415      0    1393.232685      3080.6764
## 40      957.8800  232.124631  555.45331      0    1310.720846      3031.7335
## 41      523.4255   41.873801  290.68890      0     236.445670      1605.9181
## 42     1011.2957   15.196726  182.56842      0      85.810221      1011.2957
## 43      272.8362    1.066338   49.12259      0       6.021211       272.8362
## 44      837.1437  143.290522  476.44252      0     809.107909      2614.0162
## 45      726.0588   94.789971  408.76714      0     535.243463      2249.5380
## 46     1009.4436  301.351623  593.92279      0    1701.619743      3228.8175
## 47     2493.8506  116.177434  453.50601      0     656.115852      2493.8506
## 48     1001.3451  242.113780  579.57384      0    1367.345470      3165.0231
## 49     1094.8967  426.645914  657.50685      0    2409.496721      3554.7756
## 50        0.0000   31.787800  263.12082      0     179.522639      1455.3121
## 51     1022.3550  265.495275  594.42285      0    1499.393228      3242.0622
## 52     2894.3335  178.854771  528.20079      0    1010.088157      2894.3335
## 53     2384.2251  103.036192  433.22987      0     581.900259      2384.2251
## 54      914.0242  172.484739  521.90565      0     974.113190      2860.8380
## 55      976.8180  191.627488  558.08116      0    1082.377189      3058.6501
## 56     1980.8808   60.484151  358.80531      0     341.635046      1980.8808
## 57      235.7385    0.728786   42.43327      0       4.116428       235.7385
## 58     1018.8256   13.934218  183.83524      0      78.705200      1018.8256
## 59     1552.1507   34.562161  280.61796      0     195.218834      1552.1507
## 60      640.8584   59.651122  356.69182      0     336.929812      1969.3222
## 61     2551.2974  113.806139  463.60936      0     642.815757      2551.2974
## 62      886.7667  140.855765  501.89886      0     795.601238      2757.9586
## 63     2470.1604   94.219283  448.05679      0     532.281801      2470.1604
## 64     4041.2434  517.341909  747.44726      0    2922.667981      4041.2434
## 65     2800.9843  130.762363  509.01374      0     738.728035      2800.9843
## 66      600.5626    4.377720  108.19924      0      24.731463       600.5626
## 67      368.7956    1.649853   66.40215      0       9.320667       368.7956
## 68      674.6331   61.372536  374.95041      0     346.717602      2070.9768
## 69      770.0087   85.142248  430.03401      0     481.002058      2371.9665
## 70     2518.7265   98.981337  456.98157      0     559.184517      2518.7265
## 71     3166.9287  147.288744  575.27909      0     832.224120      3166.9287
## 72     3482.1771  189.778974  633.60860      0    1072.306242      3482.1771
## 73     1088.5954  174.887254  614.57510      0     988.163707      3379.5266
## 74     2177.8715   60.003406  394.03628      0     339.036647      2177.8715
## 75     2916.5653  122.202728  529.28612      0     690.480852      2916.5653
## 76     1242.1116  271.204381  710.73623      0    1532.383407      3893.6565
## 77     1459.6127  637.117403  877.37341      0    3599.898098      4742.2888
## 78     1459.7372  765.592260  894.46072      0    4325.818301      4809.9760
## 79     1422.9606  383.708173  822.12788      0    2168.356949      4491.8556
## 80     1928.2290   43.505768  348.44350      0     245.853600      1928.2290
## 81        0.0000  276.207591  742.83947      0    1560.864982      4073.1113
## 82      832.5448   82.155105  462.80702      0     464.263223      2556.0978
## 83     1463.4558 1160.241418  943.43085      0    6556.590974      5006.9127
## 84     1061.4981  151.235350  596.02565      0     854.639660      3282.5473
## 85     2242.2723   60.843092  405.57150      0     343.827810      2242.2723
## 86        0.0000  165.364501  617.15985      0     934.484304      3397.1430
## 87     1655.5905  749.458243  992.14808      0    4235.726037      5367.0744
## 88     1526.0084  425.676527  881.69809      0    2405.803348      4817.2856
## 89     1404.4953 1530.305388  952.32362      0    8648.853271      4990.7178
## 90     1657.5518  782.343728  997.28147      0    4421.585500      5389.0874
## 91     5428.7749  883.453742 1008.02933      0    4993.030704      5428.7749
## 92     1638.2292  987.447583 1012.15495      0    5580.774481      5431.0741
## 93     2970.7583  108.466034  538.23336      0     613.019351      2970.7583
## 94     4849.7720 1629.071202  930.49660      0    9207.049720      4849.7720
## 95        0.0000   84.025379  496.72740      0     474.935443      2745.3697
## 96     1751.6247  850.237852 1053.56687      0    4805.787178      5693.7083
## 97     1730.0849 1052.190569 1066.08110      0    5947.281611      5724.4342
## 98     3177.9896  118.632507  575.74179      0     670.544814      3177.9896
## 99     5583.1209  711.531075 1028.87592      0    4021.776858      5583.1209
## 100    1600.2462  437.269768  921.80744      0    2471.573618      5040.6340
## 101    1652.7390  507.362120  958.73029      0    2867.755611      5232.4223
## 102    1743.0605  745.400018 1036.34300      0    4213.213797      5618.1190
## 103    3657.9626  156.645191  663.23706      0     885.480135      3657.9626
## 104    1829.0479 1048.629235 1115.84054      0    5927.665916      6007.5056
## 105    1744.2826 1350.745958 1104.98590      0    7635.463998      5890.7034
## 106    1754.1727 1230.586033 1096.36046      0    6956.226892      5865.2048
## 107    1808.9776  975.030538 1096.36271      0    5511.628986      5912.9729
## 108    1717.1472  537.614331  995.51505      0    3039.013253      5434.0548
## 109    5271.1729 1798.659934 1008.60427      0   10167.421266      5271.1729
## 110    1410.2599 1889.771312  986.31540      0   10682.453453      5130.2330
## 111    5488.8886  492.033190 1003.41192      0    2781.561010      5488.8886
## 112    6122.4163  895.175403 1130.56203      0    5060.603734      6122.4163
## 113    1860.1476 1200.079323 1146.71698      0    6784.285944      6156.7476
## 114    4284.8191  226.547643  778.14185      0    1280.718665      4284.8191
## 115    1894.9188  954.281927 1137.72246      0    5394.744616      6151.4692
## 116    1799.2952 1390.024466 1135.20597      0    7858.083435      6058.1896
## 117    1807.3210 1368.834671 1137.16225      0    7738.293328      6072.9212
## 118    1892.8930  875.738933 1127.71149      0    4950.725523      6110.1056
## 119    1698.4010  395.639338  966.51171      0    2236.770887      5303.0056
## 120    6400.8456 1233.490040 1190.75182      0    6973.610421      6400.8456
## 121    1272.3279  168.623404  709.89739      0     953.322596      3916.6912
## 122     935.7326 2837.111437  822.53724      0   16039.780818      4068.9522
## 123    1555.8486 2045.650923 1071.78596      0   11565.211012      5595.2113
## 124    1841.9008 1527.639012 1169.82732      0    8636.599395      6232.2726
## 125    1322.9844 2370.737441  981.27613      0   13403.107271      5034.2870
## 126    1971.5527  960.821806 1177.49566      0    5432.064098      6375.5778
## 127    1753.8357   26.377942  316.29374      0     149.137450      1753.8357
## 128    1637.5345   22.871402  295.26459      0     129.311928      1637.5345
## 129    2796.4066   71.600269  505.23864      0     404.818591      2796.4066
## 130    1863.8541  456.145541 1062.01408      0    2578.987459      5824.9425
## 131    5432.3708  367.509565  988.62991      0    2077.851198      5432.3708
## 132    2133.9796 1461.337226 1317.68977      0    8262.210288      7071.6655
## 133    2139.6376 1436.908780 1318.11653      0    8124.095040      7078.2835
## 134    2083.9322 1633.522187 1309.15831      0    9235.721626      6994.3110
## 135    1848.7931 2278.567323 1248.10311      0   12883.131540      6547.9272
## 136    1888.2225 2124.791519 1253.07731      0   12013.675591      6601.9582
## 137    2142.3454 1504.903745 1324.83723      0    8508.799675      7107.2334
## 138    2080.5711 1704.548078 1312.62929      0    9637.598537      7005.1189
## 139    1998.6635 1904.155117 1289.47948      0   10766.186540      6842.1801
## 140    1528.9370  445.872384 1057.33104      0    2362.509258      4794.6457
## 141    4668.0740  633.565094 1172.22773      0    3150.383952      4668.0740
## 142    4627.7129 1141.671314 1311.41948      0    5335.544765      4627.7129
## 143    3976.0606  666.322376 1217.53094      0    2945.519906      3976.0606
## 144    3998.6146 1174.909233 1355.56269      0    4903.287917      3998.6146
## 145    3703.6832 1399.407038 1370.81567      0    3699.356012      3703.6832
## 146    1055.8704 1373.994892 1370.10697      0    3458.457148      3443.3497
## 147     977.1831 1450.512174 1371.52862      0    3482.550979      3207.4610
## 148     906.3381 1527.774398 1370.88986      0    3505.132122      2995.1471
## 149     863.2831 1424.914957 1371.28840      0    3129.805767      2837.5111
## 150    2506.3843  705.747664 1235.44183      0    1486.953609      2506.3843
##     Ldownsubcan    Kstarcan Kstardirsno Kstardiffsno Lstarcanopy Lstarsnow
## 1             0   39.451181     0.00000       0.0000           0         0
## 2             0   41.743067     0.00000       0.0000           0         0
## 3             0   82.795909     0.00000       0.0000           0         0
## 4             0    1.162214     0.00000       0.0000           0         0
## 5             0   11.472805     0.00000       0.0000           0         0
## 6             0   37.608151     0.00000       0.0000           0         0
## 7             0   52.197520     0.00000       0.0000           0         0
## 8             0   80.892968     0.00000       0.0000           0         0
## 9             0   18.358997     0.00000       0.0000           0         0
## 10            0   50.413121     0.00000       0.0000           0         0
## 11            0   38.053722     0.00000       0.0000           0         0
## 12            0   48.942334     0.00000       0.0000           0         0
## 13            0   73.489826     0.00000       0.0000           0         0
## 14            0   86.662049     0.00000       0.0000           0         0
## 15            0   10.976580    11.20335     133.1729           0         0
## 16            0   38.486786    42.85216     289.2893           0         0
## 17            0  128.386559   328.78064     640.4156           0         0
## 18            0   35.975264    46.38522     333.8547           0         0
## 19            0   48.055077    80.24868     437.8383           0         0
## 20            0  126.119965     0.00000       0.0000           0         0
## 21            0  106.285610     0.00000       0.0000           0         0
## 22            0   99.941360     0.00000       0.0000           0         0
## 23            0   34.046400     0.00000       0.0000           0         0
## 24            0   15.727466     0.00000       0.0000           0         0
## 25            0    0.973454     0.00000       0.0000           0         0
## 26            0    4.626544     0.00000       0.0000           0         0
## 27            0  155.963649     0.00000       0.0000           0         0
## 28            0   19.977454    20.43259     180.1633           0         0
## 29            0   82.705467   147.98061     481.8423           0         0
## 30            0   76.919960     0.00000       0.0000           0         0
## 31            0   63.616600    79.88681     326.7680           0         0
## 32            0   85.729775   137.92335     395.2470           0         0
## 33            0  240.626328     0.00000       0.0000           0         0
## 34            0   77.355701     0.00000       0.0000           0         0
## 35            0  134.477704     0.00000       0.0000           0         0
## 36            0   52.698775     0.00000       0.0000           0         0
## 37            0    2.161703     0.00000       0.0000           0         0
## 38            0  137.402195     0.00000       0.0000           0         0
## 39            0  125.335406     0.00000       0.0000           0         0
## 40            0  120.487279     0.00000       0.0000           0         0
## 41            0   42.158247     0.00000       0.0000           0         0
## 42            0   19.205357     0.00000       0.0000           0         0
## 43            0    1.858150     0.00000       0.0000           0         0
## 44            0   88.031763     0.00000       0.0000           0         0
## 45            0   68.708879     0.00000       0.0000           0         0
## 46            0  142.784446     0.00000       0.0000           0         0
## 47            0   73.878747     0.00000       0.0000           0         0
## 48            0  123.861237     0.00000       0.0000           0         0
## 49            0  179.259977     0.00000       0.0000           0         0
## 50            0   22.009794    26.92840     218.2968           0         0
## 51            0  131.413963     0.00000       0.0000           0         0
## 52            0   97.868853     0.00000       0.0000           0         0
## 53            0   68.365411     0.00000       0.0000           0         0
## 54            0   99.927689     0.00000       0.0000           0         0
## 55            0  107.321723     0.00000       0.0000           0         0
## 56            0   49.116791     0.00000       0.0000           0         0
## 57            0    1.286144     0.00000       0.0000           0         0
## 58            0   18.834076     0.00000       0.0000           0         0
## 59            0   34.304696     0.00000       0.0000           0         0
## 60            0   53.024683     0.00000       0.0000           0         0
## 61            0   73.593206     0.00000       0.0000           0         0
## 62            0   88.716375     0.00000       0.0000           0         0
## 63            0   66.117328     0.00000       0.0000           0         0
## 64            0  198.886956     0.00000       0.0000           0         0
## 65            0   81.353332     0.00000       0.0000           0         0
## 66            0    8.313980     0.00000       0.0000           0         0
## 67            0    3.192211     0.00000       0.0000           0         0
## 68            0   54.802307     0.00000       0.0000           0         0
## 69            0   66.363543     0.00000       0.0000           0         0
## 70            0   68.232205     0.00000       0.0000           0         0
## 71            0   91.068454     0.00000       0.0000           0         0
## 72            0  107.037179     0.00000       0.0000           0         0
## 73            0  105.929680     0.00000       0.0000           0         0
## 74            0   51.635348     0.00000       0.0000           0         0
## 75            0   80.381679     0.00000       0.0000           0         0
## 76            0  138.290235     0.00000       0.0000           0         0
## 77            0  239.927724     0.00000       0.0000           0         0
## 78            0  271.172577     0.00000       0.0000           0         0
## 79            0  172.858458     0.00000       0.0000           0         0
## 80            0   42.604477     0.00000       0.0000           0         0
## 81            0  130.694859   234.12975     610.9667           0         0
## 82            0   67.757630     0.00000       0.0000           0         0
## 83            0  357.305858     0.00000       0.0000           0         0
## 84            0   97.292020     0.00000       0.0000           0         0
## 85            0   52.559893     0.00000       0.0000           0         0
## 86            0   88.372202   140.17265     509.5715           0         0
## 87            0  266.302009     0.00000       0.0000           0         0
## 88            0  185.367267     0.00000       0.0000           0         0
## 89            0  428.659983     0.00000       0.0000           0         0
## 90            0  273.869932     0.00000       0.0000           0         0
## 91            0  292.276498     0.00000       0.0000           0         0
## 92            0  319.232417     0.00000       0.0000           0         0
## 93            0   76.517177     0.00000       0.0000           0         0
## 94            0  443.057687     0.00000       0.0000           0         0
## 95            0   60.696609    71.24032     411.8055           0         0
## 96            0  288.731272     0.00000       0.0000           0         0
## 97            0  331.823649     0.00000       0.0000           0         0
## 98            0   81.892437     0.00000       0.0000           0         0
## 99            0  253.061765     0.00000       0.0000           0         0
## 100           0  189.229865     0.00000       0.0000           0         0
## 101           0  207.679057     0.00000       0.0000           0         0
## 102           0  265.210989     0.00000       0.0000           0         0
## 103           0   98.233044     0.00000       0.0000           0         0
## 104           0  330.157218     0.00000       0.0000           0         0
## 105           0  389.646497     0.00000       0.0000           0         0
## 106           0  364.598380     0.00000       0.0000           0         0
## 107           0  313.293219     0.00000       0.0000           0         0
## 108           0  214.665086     0.00000       0.0000           0         0
## 109           0  464.897867     0.00000       0.0000           0         0
## 110           0  485.138227     0.00000       0.0000           0         0
## 111           0  199.402203     0.00000       0.0000           0         0
## 112           0  291.809684     0.00000       0.0000           0         0
## 113           0  357.478835     0.00000       0.0000           0         0
## 114           0  123.341845     0.00000       0.0000           0         0
## 115           0  308.477723     0.00000       0.0000           0         0
## 116           0  393.366124     0.00000       0.0000           0         0
## 117           0  389.434692     0.00000       0.0000           0         0
## 118           0  292.054558     0.00000       0.0000           0         0
## 119           0  179.079458     0.00000       0.0000           0         0
## 120           0  358.576110     0.00000       0.0000           0         0
## 121           0  108.270689     0.00000       0.0000           0         0
## 122           0  629.276191     0.00000       0.0000           0         0
## 123           0  505.053395     0.00000       0.0000           0         0
## 124           0  416.770598     0.00000       0.0000           0         0
## 125           0  557.349320     0.00000       0.0000           0         0
## 126           0  309.490468     0.00000       0.0000           0         0
## 127           0   34.487429     0.00000       0.0000           0         0
## 128           0   31.578609     0.00000       0.0000           0         0
## 129           0   63.192225     0.00000       0.0000           0         0
## 130           0  198.974582     0.00000       0.0000           0         0
## 131           0  170.230105     0.00000       0.0000           0         0
## 132           0  413.943804     0.00000       0.0000           0         0
## 133           0  409.431494     0.00000       0.0000           0         0
## 134           0  445.156830     0.00000       0.0000           0         0
## 135           0  553.407049     0.00000       0.0000           0         0
## 136           0  525.622921     0.00000       0.0000           0         0
## 137           0  419.165811     0.00000       0.0000           0         0
## 138           0  454.620955     0.00000       0.0000           0         0
## 139           0  488.896106     0.00000       0.0000           0         0
## 140           0  967.829324     0.00000       0.0000           0         0
## 141           0 2161.271433     0.00000       0.0000           0         0
## 142           0 3565.146297     0.00000       0.0000           0         0
## 143           0 3263.823268     0.00000       0.0000           0         0
## 144           0 4835.722268     0.00000       0.0000           0         0
## 145           0 7585.665646     0.00000       0.0000           0         0
## 146           0 4944.446263     0.00000       0.0000           0         0
## 147           0 5394.142839     0.00000       0.0000           0         0
## 148           0 5708.419752     0.00000       0.0000           0         0
## 149           0 5610.069629     0.00000       0.0000           0         0
## 150           0 5805.834092     0.00000       0.0000           0         0
##     Lstarsoil     wind windsnow windzone      ga gasnow trans_reduc_perc
## 1           0 0.659621        1        1 4.43923      0                1
## 2           0 0.659621        1        1 4.43923      0                1
## 3           0 0.659621        1        1 4.43923      0                1
## 4           0 0.659621        1        1 4.43923      0                1
## 5           0 0.659621        1        1 4.43923      0                1
## 6           0 0.659621        1        1 4.43923      0                1
## 7           0 0.659621        1        1 4.43923      0                1
## 8           0 0.659621        1        1 4.43923      0                1
## 9           0 0.659621        1        1 4.43923      0                1
## 10          0 0.659621        1        1 4.43923      0                1
## 11          0 0.659621        1        1 4.43923      0                1
## 12          0 0.659621        1        1 4.43923      0                1
## 13          0 0.659621        1        1 4.43923      0                1
## 14          0 0.659621        1        1 4.43923      0                1
## 15          0 0.000000        1        1 0.10000      0                1
## 16          0 0.000000        1        1 0.10000      0                1
## 17          0 0.000000        1        1 0.10000      0                1
## 18          0 0.000000        1        1 0.10000      0                1
## 19          0 0.000000        1        1 0.10000      0                1
## 20          0 0.659621        1        1 4.43923      0                1
## 21          0 0.659621        1        1 4.43923      0                1
## 22          0 0.659621        1        1 4.43923      0                1
## 23          0 0.659621        1        1 4.43923      0                1
## 24          0 0.659621        1        1 4.43923      0                1
## 25          0 0.659621        1        1 4.43923      0                1
## 26          0 0.659621        1        1 4.43923      0                1
## 27          0 0.659621        1        1 4.43923      0                1
## 28          0 0.000000        1        1 0.10000      0                1
## 29          0 0.000000        1        1 0.10000      0                1
## 30          0 0.659621        1        1 4.43923      0                1
## 31          0 0.000000        1        1 0.10000      0                1
## 32          0 0.000000        1        1 0.10000      0                1
## 33          0 0.659621        1        1 4.43923      0                1
## 34          0 0.659621        1        1 4.43923      0                1
## 35          0 0.659621        1        1 4.43923      0                1
## 36          0 0.659621        1        1 4.43923      0                1
## 37          0 0.659621        1        1 4.43923      0                1
## 38          0 0.659621        1        1 4.43923      0                1
## 39          0 0.659621        1        1 4.43923      0                1
## 40          0 0.659621        1        1 4.43923      0                1
## 41          0 0.659621        1        1 4.43923      0                1
## 42          0 0.659621        1        1 4.43923      0                1
## 43          0 0.659621        1        1 4.43923      0                1
## 44          0 0.659621        1        1 4.43923      0                1
## 45          0 0.659621        1        1 4.43923      0                1
## 46          0 0.659621        1        1 4.43923      0                1
## 47          0 0.659621        1        1 4.43923      0                1
## 48          0 0.659621        1        1 4.43923      0                1
## 49          0 0.659621        1        1 4.43923      0                1
## 50          0 0.000000        1        1 0.10000      0                1
## 51          0 0.659621        1        1 4.43923      0                1
## 52          0 0.659621        1        1 4.43923      0                1
## 53          0 0.659621        1        1 4.43923      0                1
## 54          0 0.659621        1        1 4.43923      0                1
## 55          0 0.659621        1        1 4.43923      0                1
## 56          0 0.659621        1        1 4.43923      0                1
## 57          0 0.659621        1        1 4.43923      0                1
## 58          0 0.659621        1        1 4.43923      0                1
## 59          0 0.659621        1        1 4.43923      0                1
## 60          0 0.659621        1        1 4.43923      0                1
## 61          0 0.659621        1        1 4.43923      0                1
## 62          0 0.659621        1        1 4.43923      0                1
## 63          0 0.659621        1        1 4.43923      0                1
## 64          0 0.659621        1        1 4.43923      0                1
## 65          0 0.659621        1        1 4.43923      0                1
## 66          0 0.659621        1        1 4.43923      0                1
## 67          0 0.659621        1        1 4.43923      0                1
## 68          0 0.659621        1        1 4.43923      0                1
## 69          0 0.659621        1        1 4.43923      0                1
## 70          0 0.659621        1        1 4.43923      0                1
## 71          0 0.659621        1        1 4.43923      0                1
## 72          0 0.659621        1        1 4.43923      0                1
## 73          0 0.659621        1        1 4.43923      0                1
## 74          0 0.659621        1        1 4.43923      0                1
## 75          0 0.659621        1        1 4.43923      0                1
## 76          0 0.659621        1        1 4.43923      0                1
## 77          0 0.659621        1        1 4.43923      0                1
## 78          0 0.659621        1        1 4.43923      0                1
## 79          0 0.659621        1        1 4.43923      0                1
## 80          0 0.659621        1        1 4.43923      0                1
## 81          0 0.000000        1        1 0.10000      0                1
## 82          0 0.659621        1        1 4.43923      0                1
## 83          0 0.659621        1        1 4.43923      0                1
## 84          0 0.659621        1        1 4.43923      0                1
## 85          0 0.659621        1        1 4.43923      0                1
## 86          0 0.000000        1        1 0.10000      0                1
## 87          0 0.659621        1        1 4.43923      0                1
## 88          0 0.659621        1        1 4.43923      0                1
## 89          0 0.659621        1        1 4.43923      0                1
## 90          0 0.659621        1        1 4.43923      0                1
## 91          0 0.659621        1        1 4.43923      0                1
## 92          0 0.659621        1        1 4.43923      0                1
## 93          0 0.659621        1        1 4.43923      0                1
## 94          0 0.659621        1        1 4.43923      0                1
## 95          0 0.000000        1        1 0.10000      0                1
## 96          0 0.659621        1        1 4.43923      0                1
## 97          0 0.659621        1        1 4.43923      0                1
## 98          0 0.659621        1        1 4.43923      0                1
## 99          0 0.659621        1        1 4.43923      0                1
## 100         0 0.659621        1        1 4.43923      0                1
## 101         0 0.659621        1        1 4.43923      0                1
## 102         0 0.659621        1        1 4.43923      0                1
## 103         0 0.659621        1        1 4.43923      0                1
## 104         0 0.659621        1        1 4.43923      0                1
## 105         0 0.659621        1        1 4.43923      0                1
## 106         0 0.659621        1        1 4.43923      0                1
## 107         0 0.659621        1        1 4.43923      0                1
## 108         0 0.659621        1        1 4.43923      0                1
## 109         0 0.659621        1        1 4.43923      0                1
## 110         0 0.659621        1        1 4.43923      0                1
## 111         0 0.659621        1        1 4.43923      0                1
## 112         0 0.659621        1        1 4.43923      0                1
## 113         0 0.659621        1        1 4.43923      0                1
## 114         0 0.659621        1        1 4.43923      0                1
## 115         0 0.659621        1        1 4.43923      0                1
## 116         0 0.659621        1        1 4.43923      0                1
## 117         0 0.659621        1        1 4.43923      0                1
## 118         0 0.659621        1        1 4.43923      0                1
## 119         0 0.659621        1        1 4.43923      0                1
## 120         0 0.659621        1        1 4.43923      0                1
## 121         0 0.659621        1        1 4.43923      0                1
## 122         0 0.659621        1        1 4.43923      0                1
## 123         0 0.659621        1        1 4.43923      0                1
## 124         0 0.659621        1        1 4.43923      0                1
## 125         0 0.659621        1        1 4.43923      0                1
## 126         0 0.659621        1        1 4.43923      0                1
## 127         0 0.659621        1        1 4.43923      0                1
## 128         0 0.659621        1        1 4.43923      0                1
## 129         0 0.659621        1        1 4.43923      0                1
## 130         0 0.659621        1        1 4.43923      0                1
## 131         0 0.659621        1        1 4.43923      0                1
## 132         0 0.659621        1        1 4.43923      0                1
## 133         0 0.659621        1        1 4.43923      0                1
## 134         0 0.659621        1        1 4.43923      0                1
## 135         0 0.659621        1        1 4.43923      0                1
## 136         0 0.659621        1        1 4.43923      0                1
## 137         0 0.659621        1        1 4.43923      0                1
## 138         0 0.659621        1        1 4.43923      0                1
## 139         0 0.659621        1        1 4.43923      0                1
## 140         0 0.659621        1        1 4.43923      0                1
## 141         0 0.659621        1        1 4.43923      0                1
## 142         0 0.659621        1        1 4.43923      0                1
## 143         0 0.659621        1        1 4.43923      0                1
## 144         0 0.659621        1        1 4.43923      0                1
## 145         0 0.659621        1        1 4.43923      0                1
## 146         0 0.659621        1        1 4.43923      0                1
## 147         0 0.659621        1        1 4.43923      0                1
## 148         0 0.659621        1        1 4.43923      0                1
## 149         0 0.659621        1        1 4.43923      0                1
## 150         0 0.659621        1        1 4.43923      0                1
##     pch_field_cap overland_flow   height ustar snow_albedo  Kstarsoil
## 1        0.848440             0 9.049385     0    0.000000     0.0000
## 2        0.848730             0 9.049385     0    0.000000     0.0000
## 3        0.849025             0 9.049385     0    0.000000  2026.1899
## 4        0.849227             0 9.049385     0    0.000000     0.0000
## 5        0.849340             0 9.049385     0    0.000000   370.0717
## 6        0.849471             0 9.049385     0    0.000000     0.0000
## 7        0.849604             0 9.049385     0    0.000000     0.0000
## 8        0.849726             0 9.049385     0    0.000000  1985.0024
## 9        0.849852             0 9.049385     0    0.000000   508.3960
## 10       0.849987             0 9.049385     0    0.000000  1299.7987
## 11       0.850133             0 9.049385     0    0.000000  1005.2965
## 12       0.850292             0 9.049385     0    0.000000  1265.3348
## 13       0.850464             0 9.049385     0    0.000000  1823.1498
## 14       0.850649             0 9.049385     0    0.000000  2109.3699
## 15       0.850847             0 9.049385     0    0.850000     0.0000
## 16       0.851057             0 9.049385     0    0.799000     0.0000
## 17       0.851280             0 9.049385     0    0.774906     0.0000
## 18       0.851516             0 9.049385     0    0.756135     0.0000
## 19       0.851763             0 9.049385     0    0.740238     0.0000
## 20       0.852021             0 9.049385     0    0.000000  2941.6963
## 21       0.852291             0 9.049385     0    0.000000  2535.0626
## 22       0.852572             0 9.049385     0    0.000000  2402.1715
## 23       0.852863             0 9.049385     0    0.000000     0.0000
## 24       0.853165             0 9.049385     0    0.000000   440.9695
## 25       0.853476             0 9.049385     0    0.000000     0.0000
## 26       0.853554             0 9.049385     0    0.000000     0.0000
## 27       0.853389             0 9.049385     0    0.000000     0.0000
## 28       0.853223             0 9.049385     0    0.850000     0.0000
## 29       0.853066             0 9.049385     0    0.799000     0.0000
## 30       0.852925             0 9.049385     0    0.000000  1924.7374
## 31       0.852804             0 9.049385     0    0.850000     0.0000
## 32       0.852701             0 9.049385     0    0.850000     0.0000
## 33       0.852618             0 9.049385     0    0.000000  5254.5382
## 34       0.852556             0 9.049385     0    0.000000  1952.0637
## 35       0.852514             0 9.049385     0    0.000000  3184.3546
## 36       0.852493             0 9.049385     0    0.000000  1378.4270
## 37       0.852457             0 9.049385     0    0.000000     0.0000
## 38       0.852395             0 9.049385     0    0.000000     0.0000
## 39       0.852341             0 9.049385     0    0.000000  3055.3232
## 40       0.852300             0 9.049385     0    0.000000  2950.3290
## 41       0.852277             0 9.049385     0    0.000000  1134.7018
## 42       0.852260             0 9.049385     0    0.000000     0.0000
## 43       0.852070             0 9.049385     0    0.000000     0.0000
## 44       0.851733             0 9.049385     0    0.000000  2243.6680
## 45       0.851432             0 9.049385     0    0.000000  1780.2445
## 46       0.851167             0 9.049385     0    0.000000  3427.9499
## 47       0.850935             0 9.049385     0    0.000000     0.0000
## 48       0.850736             0 9.049385     0    0.000000  3077.7866
## 49       0.850568             0 9.049385     0    0.000000  4272.9484
## 50       0.850411             0 9.049385     0    0.850000     0.0000
## 51       0.850246             0 9.049385     0    0.000000  3244.9549
## 52       0.850091             0 9.049385     0    0.000000     0.0000
## 53       0.849686             0 9.049385     0    0.000000     0.0000
## 54       0.849050             0 9.049385     0    0.000000  2537.4319
## 55       0.848467             0 9.049385     0    0.000000  2750.1066
## 56       0.847542             0 9.049385     0    0.000000     0.0000
## 57       0.845532             0 9.049385     0    0.000000     0.0000
## 58       0.842913             0 9.049385     0    0.000000     0.0000
## 59       0.840483             0 9.049385     0    0.000000     0.0000
## 60       0.838227             0 9.049385     0    0.000000  1434.7684
## 61       0.836129             0 9.049385     0    0.000000     0.0000
## 62       0.834172             0 9.049385     0    0.000000  2311.4372
## 63       0.832329             0 9.049385     0    0.000000     0.0000
## 64       0.830565             0 9.049385     0    0.000000     0.0000
## 65       0.828887             0 9.049385     0    0.000000     0.0000
## 66       0.827302             0 9.049385     0    0.000000     0.0000
## 67       0.825334             0 9.049385     0    0.000000     0.0000
## 68       0.823049             0 9.049385     0    0.000000  1501.2918
## 69       0.820952             0 9.049385     0    0.000000  1797.6630
## 70       0.819028             0 9.049385     0    0.000000     0.0000
## 71       0.817267             0 9.049385     0    0.000000     0.0000
## 72       0.815654             0 9.049385     0    0.000000     0.0000
## 73       0.814180             0 9.049385     0    0.000000  2842.3259
## 74       0.812729             0 9.049385     0    0.000000     0.0000
## 75       0.810804             0 9.049385     0    0.000000     0.0000
## 76       0.808575             0 9.049385     0    0.000000  3641.3244
## 77       0.806547             0 9.049385     0    0.000000  6048.3555
## 78       0.804706             0 9.049385     0    0.000000  6762.4777
## 79       0.803038             0 9.049385     0    0.000000  4571.2307
## 80       0.801529             0 9.049385     0    0.000000     0.0000
## 81       0.800163             0 9.049385     0    0.850000     0.0000
## 82       0.798931             0 9.049385     0    0.000000  1885.7801
## 83       0.797824             0 9.049385     0    0.000000  8943.6975
## 84       0.796834             0 9.049385     0    0.000000  2661.9702
## 85       0.795954             0 9.049385     0    0.000000     0.0000
## 86       0.795168             0 9.049385     0    0.850000     0.0000
## 87       0.794455             0 9.049385     0    0.000000  6986.9299
## 88       0.793821             0 9.049385     0    0.000000  4974.7716
## 89       0.793265             0 9.049385     0    0.000000 10871.1186
## 90       0.792787             0 9.049385     0    0.000000  7172.0537
## 91       0.792380             0 9.049385     0    0.000000     0.0000
## 92       0.792031             0 9.049385     0    0.000000  8272.4345
## 93       0.791710             0 9.049385     0    0.000000     0.0000
## 94       0.791372             0 9.049385     0    0.000000     0.0000
## 95       0.791043             0 9.049385     0    0.850000     0.0000
## 96       0.790757             0 9.049385     0    0.000000  7697.9212
## 97       0.790524             0 9.049385     0    0.000000  8774.4593
## 98       0.790327             0 9.049385     0    0.000000     0.0000
## 99       0.790133             0 9.049385     0    0.000000     0.0000
## 100      0.789957             0 9.049385     0    0.000000  5160.7407
## 101      0.789822             0 9.049385     0    0.000000  5637.4212
## 102      0.789734             0 9.049385     0    0.000000  7105.1390
## 103      0.789615             0 9.049385     0    0.000000     0.0000
## 104      0.789459             0 9.049385     0    0.000000  8912.6065
## 105      0.789349             0 9.049385     0    0.000000 10429.2680
## 106      0.789290             0 9.049385     0    0.000000  9785.1158
## 107      0.789282             0 9.049385     0    0.000000  8473.1641
## 108      0.789324             0 9.049385     0    0.000000  5908.6141
## 109      0.789412             0 9.049385     0    0.000000     0.0000
## 110      0.789541             0 9.049385     0    0.000000 12821.1579
## 111      0.789707             0 9.049385     0    0.000000     0.0000
## 112      0.789852             0 9.049385     0    0.000000     0.0000
## 113      0.789971             0 9.049385     0    0.000000  9786.7825
## 114      0.790115             0 9.049385     0    0.000000     0.0000
## 115      0.790287             0 9.049385     0    0.000000  8496.6736
## 116      0.790491             0 9.049385     0    0.000000 10725.3505
## 117      0.790728             0 9.049385     0    0.000000 10622.7721
## 118      0.791000             0 9.049385     0    0.000000  8061.8550
## 119      0.791306             0 9.049385     0    0.000000  5087.3979
## 120      0.791304             0 9.049385     0    0.000000     0.0000
## 121      0.791017             0 9.049385     0    0.000000  3110.6845
## 122      0.790803             0 9.049385     0    0.000000 17162.1271
## 123      0.790656             0 9.049385     0    0.000000 13888.5315
## 124      0.790573             0 9.049385     0    0.000000 11540.0840
## 125      0.790550             0 9.049385     0    0.000000 15270.6704
## 126      0.790582             0 9.049385     0    0.000000  8655.3249
## 127      0.790667             0 9.049385     0    0.000000     0.0000
## 128      0.790204             0 9.049385     0    0.000000     0.0000
## 129      0.789231             0 9.049385     0    0.000000     0.0000
## 130      0.788364             0 9.049385     0    0.000000  5699.6829
## 131      0.787566             0 9.049385     0    0.000000     0.0000
## 132      0.786809             0 9.049385     0    0.000000 11666.5086
## 133      0.786128             0 9.049385     0    0.000000 11542.5032
## 134      0.785532             0 9.049385     0    0.000000 12523.0972
## 135      0.785023             0 9.049385     0    0.000000 15639.1597
## 136      0.784597             0 9.049385     0    0.000000 14865.8480
## 137      0.784253             0 9.049385     0    0.000000 11912.0843
## 138      0.783986             0 9.049385     0    0.000000 12897.8747
## 139      0.783793             0 9.049385     0    0.000000 13848.8665
## 140      0.783669             0 9.049385     0    0.000000  4912.5024
## 141      0.783611             0 9.049385     0    0.000000     0.0000
## 142      0.783600             0 9.049385     0    0.000000     0.0000
## 143      0.783612             0 9.049385     0    0.000000     0.0000
## 144      0.783648             0 9.049385     0    0.000000     0.0000
## 145      0.783719             0 9.049385     0    0.000000     0.0000
## 146      0.783831             0 9.049385     0    0.000000  5155.7558
## 147      0.783989             0 9.049385     0    0.000000  5043.8277
## 148      0.784193             0 9.049385     0    0.000000  4943.9133
## 149      0.784441             0 9.049385     0    0.000000  4507.3020
## 150      0.784731             0 9.049385     0    0.000000     0.0000
##     Kdowndirsurf Kdowndifsurf exfil_unsat snow_Rnet  snow_QLE snow_QH
## 1     264.889579    1580.1552    0.000000  0.000000  0.000000       0
## 2     288.697694    1629.5446    0.000000  0.000000  0.000000       0
## 3     744.200196    2335.3296    0.000498  0.000000  0.000000       0
## 4       3.298471     189.1181    0.000000  0.000000  0.000000       0
## 5      32.711446     596.5961    0.000221  0.000000  0.000000       0
## 6     246.994064    1525.6283    0.000000  0.000000  0.000000       0
## 7     404.178073    1868.3129    0.000000  0.000000  0.000000       0
## 8     717.475369    2306.9663    0.000386  0.000000  0.000000       0
## 9      59.341195     795.8582    0.000176  0.000000  0.000000       0
## 10    334.993467    1732.7590    0.000299  0.000000  0.000000       0
## 11    209.675548    1421.5820    0.000276  0.000000  0.000000       0
## 12    319.039454    1698.4672    0.000284  0.000000  0.000000       0
## 13    616.398641    2189.0125    0.000347  0.000000  0.000000       0
## 14    799.388663    2390.6059    0.000361  0.000000  0.000000       0
## 15     74.689000     887.8195    0.000000  1.671022  0.000000       0
## 16    213.194815    1439.2503    0.000005  3.844230 -1.085573       0
## 17   1460.638143    2845.1049    0.000008 11.217549 -3.664359       0
## 18    190.208363    1369.0124    0.000006  4.400925 -1.613019       0
## 19    308.931057    1685.5334    0.000000  5.996377 -1.759175       0
## 20   1421.964997    2828.5091    0.000299  0.000000  0.000000       0
## 21   1096.106762    2650.5022    0.000279  0.000000  0.000000       0
## 22    997.034277    2580.1049    0.000325  0.000000  0.000000       0
## 23    209.068647    1454.7890    0.000000  0.000000  0.000000       0
## 24     43.794456     703.0184    0.000223  0.000000  0.000000       0
## 25      1.817768     142.6702    0.000000  0.000000  0.000000       0
## 26     15.707820     424.3510    0.000000  0.000000  0.000000       0
## 27   2030.146281    3097.4653    0.000000  0.000000  0.000000       0
## 28    136.217265    1201.0884    0.000000  2.321711  0.000000       0
## 29    736.221934    2397.2251    0.000000  7.289616 -2.524184       0
## 30    656.047441    2303.1938    0.000291  0.000000  0.000000       0
## 31    532.578743    2178.4536    0.000000  4.706653  0.000000       0
## 32    919.488995    2634.9799    0.000000  6.170953  0.000000       0
## 33   3666.502147    3203.6081    0.000452  0.000000  0.000000       0
## 34    656.032867    2351.8603    0.000352  0.000000  0.000000       0
## 35   1556.400349    3036.5300    0.000456  0.000000  0.000000       0
## 36    350.330040    1846.5280    0.000363  0.000000  0.000000       0
## 37      8.425748     315.9860    0.000000  0.000000  0.000000       0
## 38   1685.766596    3086.8502    0.000000  0.000000  0.000000       0
## 39   1393.232685    3080.6764    0.000385  0.000000  0.000000       0
## 40   1310.720846    3031.7335    0.000396  0.000000  0.000000       0
## 41    236.445670    1605.9181    0.000272  0.000000  0.000000       0
## 42     85.810221    1011.2957    0.000000  0.000000  0.000000       0
## 43      6.021211     272.8362    0.000000  0.000000  0.000000       0
## 44    809.107909    2614.0162    0.000341  0.000000  0.000000       0
## 45    535.243463    2249.5380    0.000252  0.000000  0.000000       0
## 46   1701.619743    3228.8175    0.000413  0.000000  0.000000       0
## 47    656.115852    2493.8506    0.000000  0.000000  0.000000       0
## 48   1367.345470    3165.0231    0.000320  0.000000  0.000000       0
## 49   2409.496721    3554.7756    0.000388  0.000000  0.000000       0
## 50    179.522639    1455.3121    0.000000  2.838255  0.000000       0
## 51   1499.393228    3242.0622    0.000380  0.000000  0.000000       0
## 52   1010.088157    2894.3335    0.000000  0.000000  0.000000       0
## 53    581.900259    2384.2251    0.000000  0.000000  0.000000       0
## 54    974.113190    2860.8380    0.000371  0.000000  0.000000       0
## 55   1082.377189    3058.6501    0.000379  0.000000  0.000000       0
## 56    341.635046    1980.8808    0.000000  0.000000  0.000000       0
## 57      4.116428     235.7385    0.000000  0.000000  0.000000       0
## 58     78.705200    1018.8256    0.000000  0.000000  0.000000       0
## 59    195.218834    1552.1507    0.000000  0.000000  0.000000       0
## 60    336.929812    1969.3222    0.000312  0.000000  0.000000       0
## 61    642.815757    2551.2974    0.000000  0.000000  0.000000       0
## 62    795.601238    2757.9586    0.000389  0.000000  0.000000       0
## 63    532.281801    2470.1604    0.000000  0.000000  0.000000       0
## 64   2922.667981    4041.2434    0.000000  0.000000  0.000000       0
## 65    738.728035    2800.9843    0.000000  0.000000  0.000000       0
## 66     24.731463     600.5626    0.000000  0.000000  0.000000       0
## 67      9.320667     368.7956    0.000000  0.000000  0.000000       0
## 68    346.717602    2070.9768    0.000320  0.000000  0.000000       0
## 69    481.002058    2371.9665    0.000343  0.000000  0.000000       0
## 70    559.184517    2518.7265    0.000000  0.000000  0.000000       0
## 71    832.224120    3166.9287    0.000000  0.000000  0.000000       0
## 72   1072.306242    3482.1771    0.000000  0.000000  0.000000       0
## 73    988.163707    3379.5266    0.000356  0.000000  0.000000       0
## 74    339.036647    2177.8715    0.000000  0.000000  0.000000       0
## 75    690.480852    2916.5653    0.000000  0.000000  0.000000       0
## 76   1532.383407    3893.6565    0.000377  0.000000  0.000000       0
## 77   3599.898098    4742.2888    0.000516  0.000000  0.000000       0
## 78   4325.818301    4809.9760    0.000568  0.000000  0.000000       0
## 79   2168.356949    4491.8556    0.000453  0.000000  0.000000       0
## 80    245.853600    1928.2290    0.000000  0.000000  0.000000       0
## 81   1560.864982    4073.1113    0.000000  9.781209  0.000000       0
## 82    464.263223    2556.0978    0.000187  0.000000  0.000000       0
## 83   6556.590974    5006.9127    0.000508  0.000000  0.000000       0
## 84    854.639660    3282.5473    0.000312  0.000000  0.000000       0
## 85    343.827810    2242.2723    0.000000  0.000000  0.000000       0
## 86    934.484304    3397.1430    0.000000  7.520186  0.000000       0
## 87   4235.726037    5367.0744    0.000412  0.000000  0.000000       0
## 88   2405.803348    4817.2856    0.000303  0.000000  0.000000       0
## 89   8648.853271    4990.7178    0.000632  0.000000  0.000000       0
## 90   4421.585500    5389.0874    0.000559  0.000000  0.000000       0
## 91   4993.030704    5428.7749    0.000000  0.000000  0.000000       0
## 92   5580.774481    5431.0741    0.000627  0.000000  0.000000       0
## 93    613.019351    2970.7583    0.000000  0.000000  0.000000       0
## 94   9207.049720    4849.7720    0.000000  0.000000  0.000000       0
## 95    474.935443    2745.3697    0.000000  5.590808  0.000000       0
## 96   4805.787178    5693.7083    0.000416  0.000000  0.000000       0
## 97   5947.281611    5724.4342    0.000502  0.000000  0.000000       0
## 98    670.544814    3177.9896    0.000000  0.000000  0.000000       0
## 99   4021.776858    5583.1209    0.000000  0.000000  0.000000       0
## 100  2471.573618    5040.6340    0.000354  0.000000  0.000000       0
## 101  2867.755611    5232.4223    0.000398  0.000000  0.000000       0
## 102  4213.213797    5618.1190    0.000551  0.000000  0.000000       0
## 103   885.480135    3657.9626    0.000000  0.000000  0.000000       0
## 104  5927.665916    6007.5056    0.000532  0.000000  0.000000       0
## 105  7635.463998    5890.7034    0.000579  0.000000  0.000000       0
## 106  6956.226892    5865.2048    0.000637  0.000000  0.000000       0
## 107  5511.628986    5912.9729    0.000615  0.000000  0.000000       0
## 108  3039.013253    5434.0548    0.000493  0.000000  0.000000       0
## 109 10167.421266    5271.1729    0.000000  0.000000  0.000000       0
## 110 10682.453453    5130.2330    0.000667  0.000000  0.000000       0
## 111  2781.561010    5488.8886    0.000000  0.000000  0.000000       0
## 112  5060.603734    6122.4163    0.000000  0.000000  0.000000       0
## 113  6784.285944    6156.7476    0.000485  0.000000  0.000000       0
## 114  1280.718665    4284.8191    0.000000  0.000000  0.000000       0
## 115  5394.744616    6151.4692    0.000505  0.000000  0.000000       0
## 116  7858.083435    6058.1896    0.000581  0.000000  0.000000       0
## 117  7738.293328    6072.9212    0.000648  0.000000  0.000000       0
## 118  4950.725523    6110.1056    0.000550  0.000000  0.000000       0
## 119  2236.770887    5303.0056    0.000398  0.000000  0.000000       0
## 120  6973.610421    6400.8456    0.000000  0.000000  0.000000       0
## 121   953.322596    3916.6912    0.000197  0.000000  0.000000       0
## 122 16039.780818    4068.9522    0.000791  0.000000  0.000000       0
## 123 11565.211012    5595.2113    0.000762  0.000000  0.000000       0
## 124  8636.599395    6232.2726    0.000584  0.000000  0.000000       0
## 125 13403.107271    5034.2870    0.000636  0.000000  0.000000       0
## 126  5432.064098    6375.5778    0.000520  0.000000  0.000000       0
## 127   149.137450    1753.8357    0.000000  0.000000  0.000000       0
## 128   129.311928    1637.5345    0.000000  0.000000  0.000000       0
## 129   404.818591    2796.4066    0.000000  0.000000  0.000000       0
## 130  2578.987459    5824.9425    0.000403  0.000000  0.000000       0
## 131  2077.851198    5432.3708    0.000000  0.000000  0.000000       0
## 132  8262.210288    7071.6655    0.000627  0.000000  0.000000       0
## 133  8124.095040    7078.2835    0.000652  0.000000  0.000000       0
## 134  9235.721626    6994.3110    0.000627  0.000000  0.000000       0
## 135 12883.131540    6547.9272    0.000781  0.000000  0.000000       0
## 136 12013.675591    6601.9582    0.000813  0.000000  0.000000       0
## 137  8508.799675    7107.2334    0.000708  0.000000  0.000000       0
## 138  9637.598537    7005.1189    0.000752  0.000000  0.000000       0
## 139 10766.186540    6842.1801    0.000798  0.000000  0.000000       0
## 140  2362.509258    4794.6457    0.000436  0.000000  0.000000       0
## 141  3150.383952    4668.0740    0.000000  0.000000  0.000000       0
## 142  5335.544765    4627.7129    0.000000  0.000000  0.000000       0
## 143  2945.519906    3976.0606    0.000000  0.000000  0.000000       0
## 144  4903.287917    3998.6146    0.000000  0.000000  0.000000       0
## 145  3699.356012    3703.6832    0.000000  0.000000  0.000000       0
## 146  3458.457148    3443.3497    0.000681  0.000000  0.000000       0
## 147  3482.550979    3207.4610    0.000707  0.000000  0.000000       0
## 148  3505.132122    2995.1471    0.000727  0.000000  0.000000       0
## 149  3129.805767    2837.5111    0.000710  0.000000  0.000000       0
## 150  1486.953609    2506.3843    0.000000  0.000000  0.000000       0
##     snow_Qrain snow_Qmelt    LEcanopy        SED snow_age  fire_et   wy  yd
## 1     0.000000   0.000000    4.354926   0.001000        0 0.000002 2018 351
## 2     0.000000   0.000000    4.330621   0.001000        0 0.000002 2018 352
## 3     0.000000   0.000000    0.000000   0.001000        0 0.000541 2018 353
## 4     0.000000   0.000000    2.652295   0.001000        0 0.000001 2018 354
## 5     0.000000   0.000000    1.692281   0.001000        0 0.000265 2018 355
## 6     0.000000   0.000000    4.345561   0.001000        0 0.000002 2018 356
## 7     0.000000   0.000000    4.340028   0.001000        0 0.000002 2018 357
## 8     0.000000   0.000000    0.000000   0.001000        0 0.000430 2018 358
## 9     0.000000   0.000000    0.000000   0.001000        0 0.000176 2018 359
## 10    0.000000   0.000000    0.000000   0.001000        0 0.000299 2018 360
## 11    0.000000   0.000000    0.000000   0.001000        0 0.000276 2018 361
## 12    0.000000   0.000000    0.000000   0.001000        0 0.000284 2018 362
## 13    0.000000   0.000000    0.000000   0.001000        0 0.000347 2018 363
## 14    0.000000   0.000000    0.000000   0.001000        0 0.000361 2018 364
## 15    0.000000   1.671022    0.000000  -5.526965        1 0.000004 2018 365
## 16    0.000000   2.758657    0.000000 -10.000000        2 0.000041 2018   1
## 17    0.000000   7.553190    0.000000 -10.000000        3 0.000130 2018   2
## 18    0.000000   2.787906    0.000000 -10.000000        4 0.000060 2018   3
## 19    0.000000   4.237202    0.000000   0.001000        0 0.000059 2018   4
## 20    0.000000   0.000000    0.000000   0.001000        0 0.000342 2018   5
## 21    0.000000   0.000000    0.000000   0.001000        0 0.000279 2018   6
## 22    0.000000   0.000000    0.000000   0.001000        0 0.000325 2018   7
## 23    0.000000   0.000000    4.367227   0.001000        0 0.000002 2018   8
## 24    0.000000   0.000000    0.000000   0.001000        0 0.000267 2018   9
## 25    0.000000   0.000000    1.868005   0.001000        0 0.000001 2018  10
## 26    0.000000   0.000000    4.335303   0.001000        0 0.000002 2018  11
## 27    0.000000   0.000000    4.351265   0.001000        0 0.000002 2018  12
## 28    0.000000   2.321711    0.000000  -5.076965        1 0.000004 2018  13
## 29    0.000000   4.765432    0.000000   0.001000        0 0.000084 2018  14
## 30    0.000000   0.000000    0.000000   0.001000        0 0.000335 2018  15
## 31    2.691578   4.706653    4.373101   0.001000        0 0.000002 2018  16
## 32    0.000000   6.170953    0.000000   0.001000        0 0.000004 2018  17
## 33    0.000000   0.000000    0.000000   0.001000        0 0.000495 2018  18
## 34    0.000000   0.000000    0.000000   0.001000        0 0.000352 2018  19
## 35    0.000000   0.000000    0.000000   0.001000        0 0.000456 2018  20
## 36    0.000000   0.000000    0.000000   0.001000        0 0.000363 2018  21
## 37    0.000000   0.000000    4.343093   0.001000        0 0.000002 2018  22
## 38    0.000000   0.000000    4.356160   0.001000        0 0.000002 2018  23
## 39    0.000000   0.000000    0.000000   0.001000        0 0.000429 2018  24
## 40    0.000000   0.000000    0.000000   0.001000        0 0.000396 2018  25
## 41    0.000000   0.000000    0.000000   0.001000        0 0.000272 2018  26
## 42    0.000000   0.000000    4.357863   0.001000        0 0.000002 2018  27
## 43    0.000000   0.000000    3.688418   0.001000        0 0.000001 2018  28
## 44    0.000000   0.000000    0.664703   0.001000        0 0.000385 2018  29
## 45    0.000000   0.000000    0.000000   0.001000        0 0.000252 2018  30
## 46    0.000000   0.000000    0.000000   0.001000        0 0.000413 2018  31
## 47    0.000000   0.000000    4.360970   0.001000        0 0.000002 2018  32
## 48    0.000000   0.000000    0.000000   0.001000        0 0.000364 2018  33
## 49    0.000000   0.000000    0.000000   0.001000        0 0.000388 2018  34
## 50   59.945440   2.838255    4.376379   0.001000        0 0.000005 2018  35
## 51    0.000000   0.000000    0.000000   0.001000        0 0.000424 2018  36
## 52    0.000000   0.000000    4.357692   0.001000        0 0.000002 2018  37
## 53    0.000000   0.000000    4.350286   0.001000        0 0.000002 2018  38
## 54    0.000000   0.000000    0.000000   0.001000        0 0.000415 2018  39
## 55    0.000000   0.000000    0.000000   0.001000        0 0.000379 2018  40
## 56    0.000000   0.000000    4.340922   0.001000        0 0.000002 2018  41
## 57    0.000000   0.000000    3.443911   0.001000        0 0.000001 2018  42
## 58    0.000000   0.000000    4.328748   0.001000        0 0.000002 2018  43
## 59    0.000000   0.000000    4.346455   0.001000        0 0.000002 2018  44
## 60    0.000000   0.000000    0.000000   0.001000        0 0.000356 2018  45
## 61    0.000000   0.000000    4.314787   0.001000        0 0.000002 2018  46
## 62    0.000000   0.000000    0.000000   0.001000        0 0.000433 2018  47
## 63    0.000000   0.000000    4.338198   0.001000        0 0.000002 2018  48
## 64    0.000000   0.000000    4.340326   0.001000        0 0.000002 2018  49
## 65    0.000000   0.000000    4.332281   0.001000        0 0.000002 2018  50
## 66    0.000000   0.000000    4.328110   0.001000        0 0.000002 2018  51
## 67    0.000000   0.000000    4.319597   0.001000        0 0.000002 2018  52
## 68    0.000000   0.000000    0.000000   0.001000        0 0.000364 2018  53
## 69    0.000000   0.000000    0.000000   0.001000        0 0.000343 2018  54
## 70    0.000000   0.000000    4.313212   0.001000        0 0.000002 2018  55
## 71    0.000000   0.000000    4.329770   0.001000        0 0.000002 2018  56
## 72    0.000000   0.000000    4.342454   0.001000        0 0.000002 2018  57
## 73    0.000000   0.000000    0.000000   0.001000        0 0.000400 2018  58
## 74    0.000000   0.000000    4.348073   0.001000        0 0.000002 2018  59
## 75    0.000000   0.000000    4.342284   0.001000        0 0.000002 2018  60
## 76    0.000000   0.000000    0.000000   0.001000        0 0.000420 2018  61
## 77    0.000000   0.000000    0.000000   0.001000        0 0.000516 2018  62
## 78    0.000000   0.000000    0.000000   0.001000        0 0.000568 2018  63
## 79    0.000000   0.000000    0.000000   0.001000        0 0.000453 2018  64
## 80    0.000000   0.000000    4.358799   0.001000        0 0.000002 2018  65
## 81    0.000000   9.781209    0.000000   0.001000        0 0.000004 2018  66
## 82    0.000000   0.000000    0.000000   0.001000        0 0.000231 2018  67
## 83    0.000000   0.000000    0.000000   0.001000        0 0.000508 2018  68
## 84    0.000000   0.000000    0.000000   0.001000        0 0.000312 2018  69
## 85    0.000000   0.000000    4.356032   0.001000        0 0.000002 2018  70
## 86   18.005746   7.520186    4.377187   0.001000        0 0.000005 2018  71
## 87    0.000000   0.000000    0.000000   0.001000        0 0.000456 2018  72
## 88    0.000000   0.000000    0.000000   0.001000        0 0.000303 2018  73
## 89    0.000000   0.000000    0.000000   0.001000        0 0.000632 2018  74
## 90    0.000000   0.000000    0.000000   0.001000        0 0.000559 2018  75
## 91    0.000000   0.000000    4.321980   0.001000        0 0.000002 2018  76
## 92    0.000000   0.000000    0.000000   0.001000        0 0.000671 2018  77
## 93    0.000000   0.000000    4.335090   0.001000        0 0.000002 2018  78
## 94    0.000000   0.000000    4.338113   0.001000        0 0.000002 2018  79
## 95    0.000000   5.590808    0.000000   0.001000        0 0.000004 2018  80
## 96    0.000000   0.000000    0.000000   0.001000        0 0.000460 2018  81
## 97    0.000000   0.000000    0.000000   0.001000        0 0.000502 2018  82
## 98    0.000000   0.000000    4.360800   0.001000        0 0.000002 2018  83
## 99    0.000000   0.000000    4.346753   0.001000        0 0.000002 2018  84
## 100   0.000000   0.000000    0.000000   0.001000        0 0.000397 2018  85
## 101   0.000000   0.000000    0.000000   0.001000        0 0.000398 2018  86
## 102   0.000000   0.000000    0.000000   0.001000        0 0.000551 2018  87
## 103   0.000000   0.000000    4.323598   0.001000        0 0.000002 2018  88
## 104   0.000000   0.000000    0.000000   0.001000        0 0.000576 2018  89
## 105   0.000000   0.000000    0.000000   0.001000        0 0.000579 2018  90
## 106   0.000000   0.000000    0.000000   0.001000        0 0.000637 2018  91
## 107   0.000000   0.000000    0.000000   0.001000        0 0.000615 2018  92
## 108   0.000000   0.000000    0.000000   0.001000        0 0.000493 2018  93
## 109   0.000000   0.000000    4.338496   0.001000        0 0.000002 2018  94
## 110   0.000000   0.000000    0.000000   0.001000        0 0.000711 2018  95
## 111   0.000000   0.000000    4.337134   0.001000        0 0.000002 2018  96
## 112   0.000000   0.000000    4.349009   0.001000        0 0.000002 2018  97
## 113   0.000000   0.000000    0.000000   0.001000        0 0.000529 2018  98
## 114   0.000000   0.000000    4.360842   0.001000        0 0.000002 2018  99
## 115   0.000000   0.000000    0.000000   0.001000        0 0.000549 2018 100
## 116   0.000000   0.000000    0.000000   0.001000        0 0.000581 2018 101
## 117   0.000000   0.000000    0.000000   0.001000        0 0.000648 2018 102
## 118   0.000000   0.000000    0.000000   0.001000        0 0.000550 2018 103
## 119   0.000000   0.000000    0.000000   0.001000        0 0.000398 2018 104
## 120   0.000000   0.000000    4.338368   0.001000        0 0.000002 2018 105
## 121   0.000000   0.000000    0.000000   0.001000        0 0.000241 2018 106
## 122   0.000000   0.000000    0.000000   0.001000        0 0.000791 2018 107
## 123   0.000000   0.000000    0.000000   0.001000        0 0.000762 2018 108
## 124   0.000000   0.000000    0.000000   0.001000        0 0.000584 2018 109
## 125   0.000000   0.000000    0.000000   0.001000        0 0.000636 2018 110
## 126   0.000000   0.000000    0.000000   0.001000        0 0.000520 2018 111
## 127   0.000000   0.000000    4.345604   0.001000        0 0.000002 2018 112
## 128   0.000000   0.000000    4.345519   0.001000        0 0.000002 2018 113
## 129   0.000000   0.000000    4.336367   0.001000        0 0.000002 2018 114
## 130   0.000000   0.000000    0.000000   0.001000        0 0.000447 2018 115
## 131   0.000000   0.000000    4.338198   0.001000        0 0.000002 2018 116
## 132   0.000000   0.000000    0.000000   0.001000        0 0.000671 2018 117
## 133   0.000000   0.000000    0.000000   0.001000        0 0.000652 2018 118
## 134   0.000000   0.000000    0.000000   0.001000        0 0.000627 2018 119
## 135   0.000000   0.000000    0.000000   0.001000        0 0.000781 2018 120
## 136   0.000000   0.000000    0.000000   0.001000        0 0.000813 2018 121
## 137   0.000000   0.000000    0.000000   0.001000        0 0.000708 2018 122
## 138   0.000000   0.000000    0.000000   0.001000        0 0.000752 2018 123
## 139   0.000000   0.000000    0.000000   0.001000        0 0.000798 2018 124
## 140   0.000000   0.000000  393.168430   0.001000        0 0.000596 2018 125
## 141   0.000000   0.000000  253.096607   0.001000        0 0.000103 2018 126
## 142   0.000000   0.000000  372.443936   0.001000        0 0.000151 2018 127
## 143   0.000000   0.000000  489.765091   0.001000        0 0.000199 2018 128
## 144   0.000000   0.000000  601.716088   0.001000        0 0.000245 2018 129
## 145   0.000000   0.000000  709.223826   0.001000        0 0.000289 2018 130
## 146   0.000000   0.000000 3703.657427   0.001000        0 0.002238 2018 131
## 147   0.000000   0.000000 3907.409674   0.001000        0 0.002306 2018 132
## 148   0.000000   0.000000 4217.065146   0.001000        0 0.002453 2018 133
## 149   0.000000   0.000000 4267.765875   0.001000        0 0.002458 2018 134
## 150   0.000000   0.000000 1200.901810   0.001000        0 0.000489 2018 135
validationsmNSElistsite1<- c()
validationsmlnNSElistsite1<- c()
validationsmKGElistsite1<- c()


#for(i in 1:n) {  assign(paste0("vsmNSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$rz_storage","/valsubsetsm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$mergedsoilmoisture"))))))
#  valsmNSElist[[i]]<- eval(parse(text = paste0("vsmNSEobs",i))) }

#for(i in 1:n) {  assign(paste0("vsmlnNSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$rz_storage","/valsubsetsm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$mergedsoilmoisture")))), FUN = log, epsilon = "Pushpalatha2012", na.rm=TRUE))
#  valsmlnNSElist[[i]]<- eval(parse(text = paste0("vsmlnNSEobs",i))) }

for(i in 1:validationruns) {  assign(paste0("vsmKGEobs",i), KGE(sim = as.numeric(eval(parse(text = paste0("((valmergesm",i,"$root_zone.S","*valmergesm",i,"$potential_rz_store)","/valmergesm",i,"$root.depth)")))), obs = as.numeric(eval(parse(text = paste0("valmergesm",i,"$Site1"))))))
  validationsmKGElistsite1[[i]]<- eval(parse(text = paste0("vsmKGEobs",i))) }


validationsmKGElistsite1
## [[1]]
## [1] -0.1506282
## 
## [[2]]
## [1] 0.09302547
## 
## [[3]]
## [1] -0.0891525
## 
## [[4]]
## [1] 0.1546834
## 
## [[5]]
## [1] 0.1338729
## 
## [[6]]
## [1] -0.05131397
## 
## [[7]]
## [1] 0.2964954
## 
## [[8]]
## [1] 0.1282665
## 
## [[9]]
## [1] 0.1345581
## 
## [[10]]
## [1] 0.02444672
## 
## [[11]]
## [1] -0.06532026
## 
## [[12]]
## [1] -0.1188434
## 
## [[13]]
## [1] 0.1379871
## 
## [[14]]
## [1] 0.1423797
## 
## [[15]]
## [1] 0.167937
## 
## [[16]]
## [1] -0.1202371
## 
## [[17]]
## [1] 0.1352394
## 
## [[18]]
## [1] -0.03400454
## 
## [[19]]
## [1] 0.0113021
## 
## [[20]]
## [1] 0.01412156
## 
## [[21]]
## [1] -0.1240861
## 
## [[22]]
## [1] 0.03575111
## 
## [[23]]
## [1] 0.1917981
## 
## [[24]]
## [1] 0.1071567
## 
## [[25]]
## [1] -0.4747407
## 
## [[26]]
## [1] 0.1646147
## 
## [[27]]
## [1] 0.07021659
## 
## [[28]]
## [1] 0.1436519
## 
## [[29]]
## [1] 0.2130125
## 
## [[30]]
## [1] 0.1457302
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## [[31]]
## [1] 0.1581283
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## [[32]]
## [1] 0.1316515
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## [[33]]
## [1] -0.002689309
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## [[34]]
## [1] -0.008292046
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## [[35]]
## [1] 0.0699176
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## [[36]]
## [1] 0.0469445
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## [[37]]
## [1] 0.01081338
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## [[38]]
## [1] 0.1303535
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## [[39]]
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## [[40]]
## [1] -0.05381177
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## [[41]]
## [1] 0.04239625
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## [[42]]
## [1] 0.1774775
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## [[43]]
## [1] 0.09665206
## 
## [[44]]
## [1] 0.1141592
## 
## [[45]]
## [1] 0.179021
## 
## [[46]]
## [1] 0.02501894
## 
## [[47]]
## [1] 0.1913776
## 
## [[48]]
## [1] -0.005116465
## 
## [[49]]
## [1] -0.01857377
## 
## [[50]]
## [1] 0.1871587
## 
## [[51]]
## [1] 0.1496545
## 
## [[52]]
## [1] -0.08108247
## 
## [[53]]
## [1] 0.1859914
## 
## [[54]]
## [1] 0.1148593
## 
## [[55]]
## [1] 0.1917253
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## [[56]]
## [1] -0.029882
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## [[57]]
## [1] 0.1655542
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## [[58]]
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## [[59]]
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## [[60]]
## [1] -0.08065108
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## [[61]]
## [1] -0.01647355
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## [[62]]
## [1] 0.1565419
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## [[63]]
## [1] 0.07552074
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## [[64]]
## [1] 0.02670269
## 
## [[65]]
## [1] -0.06112624
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## [[66]]
## [1] 0.1551422
## 
## [[67]]
## [1] 0.1584224
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## [[68]]
## [1] 0.1332561
## 
## [[69]]
## [1] 0.040818
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## [[70]]
## [1] 0.2090543
## 
## [[71]]
## [1] 0.1336815
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## [[72]]
## [1] 0.08305244
## 
## [[73]]
## [1] 0.08703202
## 
## [[74]]
## [1] 0.05933756
## 
## [[75]]
## [1] 0.05559481
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## [[76]]
## [1] 0.1372147
## 
## [[77]]
## [1] 0.1531086
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## [[78]]
## [1] 0.05261728
## 
## [[79]]
## [1] -0.2765339
## 
## [[80]]
## [1] 0.05286614
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## [[81]]
## [1] 0.1985049
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## [[82]]
## [1] 0.1241451
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## [[83]]
## [1] 0.1059834
## 
## [[84]]
## [1] 0.2259299
## 
## [[85]]
## [1] 0.08185946
## 
## [[86]]
## [1] 0.05879185
## 
## [[87]]
## [1] -0.03400857
## 
## [[88]]
## [1] 0.1207505
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## [[89]]
## [1] 0.07195318
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## [[90]]
## [1] 0.1016251
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## [[91]]
## [1] 0.1430392
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## [[92]]
## [1] 0.1572581
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## [[93]]
## [1] 0.157345
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## [[94]]
## [1] 0.1568213
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## [[95]]
## [1] 0.07682571
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## [[96]]
## [1] 0.0917683
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## [[97]]
## [1] -0.04022251
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## [[98]]
## [1] 0.06431346
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## [[99]]
## [1] -0.01292768
## 
## [[100]]
## [1] 0.0345769
## 
## [[101]]
## [1] 0.06315015
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## [[102]]
## [1] 0.08224898
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## [[103]]
## [1] 0.1012662
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## [[104]]
## [1] 0.001407846
## 
## [[105]]
## [1] -0.05640423
## 
## [[106]]
## [1] 0.09550806
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## [[107]]
## [1] -0.005160646
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## [[108]]
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## [[109]]
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## [[110]]
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## [[111]]
## [1] 0.05092137
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## [[112]]
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## [[113]]
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## [[114]]
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## [[115]]
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## [[116]]
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## [[117]]
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## [[118]]
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## [[119]]
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## [[120]]
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## [[121]]
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## [[122]]
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## [[123]]
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## [[124]]
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## [[125]]
## [1] -0.01786285
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## [[126]]
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## [[127]]
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## [[128]]
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## [[129]]
## [1] 0.0746897
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## [[130]]
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## [[131]]
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## [[132]]
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## [[133]]
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## [[134]]
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## [[135]]
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## [[136]]
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## [[137]]
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## [[138]]
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## [[139]]
## [1] 0.005279949
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## [[140]]
## [1] 0.02833112
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## [[141]]
## [1] 0.08743029
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## [[142]]
## [1] 0.1556754
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## [[143]]
## [1] -0.5008812
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## [[144]]
## [1] -0.1119291
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## [[145]]
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## [[146]]
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## [[147]]
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## [[148]]
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## [[149]]
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## [[150]]
## [1] -0.1295306
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## [[151]]
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## [[152]]
## [1] 0.1285679
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## [[153]]
## [1] -0.012559
## 
## [[154]]
## [1] 0.04219847
## 
## [[155]]
## [1] -0.3039457
## 
## [[156]]
## [1] 0.02542134
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## [[157]]
## [1] -0.03447835
## 
## [[158]]
## [1] -0.0253085
## 
## [[159]]
## [1] -0.04147917
## 
## [[160]]
## [1] -0.119955
## 
## [[161]]
## [1] 0.04824397
## 
## [[162]]
## [1] -0.1951468
## 
## [[163]]
## [1] -0.1989123
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## [[164]]
## [1] 0.0602222
## 
## [[165]]
## [1] -0.2956192
## 
## [[166]]
## [1] -0.2762023
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## [[167]]
## [1] -0.3799937
## 
## [[168]]
## [1] -0.2561045
## 
## [[169]]
## [1] -0.3511583
## 
## [[170]]
## [1] NA
## 
## [[171]]
## [1] -0.2466595
## 
## [[172]]
## [1] -0.1010605
## 
## [[173]]
## [1] NA
## 
## [[174]]
## [1] -0.3839472
## 
## [[175]]
## [1] -0.1424361
## 
## [[176]]
## [1] -0.2139513
## 
## [[177]]
## [1] -0.3936338
## 
## [[178]]
## [1] 0.07144863
## 
## [[179]]
## [1] -0.3610411
## 
## [[180]]
## [1] NA
## 
## [[181]]
## [1] -0.3755926
## 
## [[182]]
## [1] -0.3925781
## 
## [[183]]
## [1] -0.3255529
## 
## [[184]]
## [1] NA
## 
## [[185]]
## [1] NA
## 
## [[186]]
## [1] NA
## 
## [[187]]
## [1] NA
## 
## [[188]]
## [1] NA
## 
## [[189]]
## [1] 0.01252847
## 
## [[190]]
## [1] NA
## 
## [[191]]
## [1] NA
## 
## [[192]]
## [1] NA
## 
## [[193]]
## [1] -0.1357948
## 
## [[194]]
## [1] NA
## 
## [[195]]
## [1] 0.1752747
## 
## [[196]]
## [1] -0.3842505
## 
## [[197]]
## [1] -0.08572565
## 
## [[198]]
## [1] -0.4179634
## 
## [[199]]
## [1] -0.08933952
## 
## [[200]]
## [1] 0.006140466

prepare to run model n times for patch 2 - only for validation time series

validationruns <- 200

input_rhessys = IOin_rhessys_input(
  version = rh_path,
  tec_file = "tecfiles/tec_daily",
  world_file = "CWWS32ssurgo.world.Y2018M10D31H1.state.Y2018M10D31H1.state",
  world_hdr_prefix = "CWWS32ssurgo",
  flowtable = "CWWS32ssurgo1.flow",
  start = "2015 11 1 1",
  end = "2018 11 1 1",
  output_folder = "out",
  output_prefix = "cwws32valssurgo2",
 commandline_options = c("-b -p 1 108 141942 141942"))

#commandline_options = c("-b -g -p 1 110 136557 136557 -p 1 108 141942 141942 -p 1 108 149478 149478"))

## TEC file dictates model output, begin output a year in to allow model SM to stabilize
# do not output_state or worldfile may be overwritten as output is created
input_tec_data = IOin_tec_std(start = "2017 11 1 1",
                              end = "2018 11 1 1",
                              output_state = FALSE)

input_hdr = IOin_hdr(
  basin = "defs/basin.def",
  hillslope = "defs/hillslope.def",
  zone = "defs/zone.def",
  soil = c("defs/soil_clay.def","defs/soil_clayloam.def","defs/soil_loam.def","defs/soil_loamysand.def","defs/soil_rock.def","defs/soil_sand.def","defs/soil_sandyclay.def","defs/soil_sandyclayloam.def","defs/soil_sandyloam.def","defs/soil_silt.def","defs/soil_siltyclay.def","defs/soil_siltyclayloam.def","defs/soil_siltyloam.def","defs/soil_water.def", "defs/soil_shallowloam.def", "defs/soil_shallowsandyclayloam.def", "defs/soil_shallowsandyloam.def"),
  landuse = "defs/lu_undev.def",
  stratum = c("defs/veg_deciduous/veg_deciduous.def","defs/veg_evergreen/veg_evergreen.def","defs/veg_deciduous_BES.def","defs/veg_eucalypt.def","defs/veg_grass.def","defs/veg_lawn_2cm.def","defs/veg_lawn_5cm.def","defs/veg_lawn_10cm.def","defs/veg_nonveg.def"),
  basestations = "clim/cwtws32local.base")

run model in parallel

read 20 runs, create table and append to table for site 2

# Read in RHESSys Validation runs
for(i in 1:validationruns) { assign(paste0("cwws32valssurgo2_run",i), readin_rhessys_output(paste0("out/cwws32valssurgo2_run",i)))}
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
##merge calibration runs with observed so dates match up, instead of subsetting 

for(i in 1:validationruns) { assign(paste0("valmergesm",i), merge(obsws32smvalclean,eval(parse(text = paste0("cwws32valssurgo2_run",i,"$pd"))), by.x = "Date", by.y="date", all = FALSE))
  assign(paste0("valsubsetsm",i),eval(parse(text = paste0("valmergesm",i)))[eval(parse(text = paste0("valmergesm",i,"$date"))) >= Valdates[1] & eval(parse(text = paste0("valmergesm",i,"$date"))) <= Valdates[2], ])}


valmergesm1
##           Date mergedsoilmoisture     Site3     Site2     Site1 day month year
## 1   2017-12-17          0.1812803 0.2184210 0.1298160 0.1827378  17    12 2017
## 2   2017-12-18          0.1813529 0.2184097 0.1318113 0.1814523  18    12 2017
## 3   2017-12-19          0.1786329 0.2147977 0.1310752 0.1781363  19    12 2017
## 4   2017-12-20          0.2045600 0.2352214 0.1611586 0.2064497  20    12 2017
## 5   2017-12-21          0.2121985 0.2435130 0.1689051 0.2133542  21    12 2017
## 6   2017-12-22          0.2034018 0.2369948 0.1599421 0.2024036  22    12 2017
## 7   2017-12-23          0.2159135 0.2474115 0.1737037 0.2160729  23    12 2017
## 8   2017-12-24          0.2180366 0.2508741 0.1779583 0.2152578  24    12 2017
## 9   2017-12-25          0.2051297 0.2392457 0.1649375 0.2011580  25    12 2017
## 10  2017-12-26          0.1967778 0.2311780 0.1564815 0.1925998  26    12 2017
## 11  2017-12-27          0.1907229 0.2253247 0.1504178 0.1863498  27    12 2017
## 12  2017-12-28          0.1860186 0.2206840 0.1457465 0.1815573  28    12 2017
## 13  2017-12-29          0.1822263 0.2169158 0.1421042 0.1776285  29    12 2017
## 14  2017-12-30          0.1789890 0.2136771 0.1389468 0.1743325  30    12 2017
## 15  2017-12-31          0.1760297 0.2104852 0.1361690 0.1714696  31    12 2017
## 16  2018-01-01          0.1730221 0.2068863 0.1335336 0.1687743   1     1 2018
## 17  2018-01-02          0.1699094 0.2026606 0.1310185 0.1663264   2     1 2018
## 18  2018-01-03          0.1674965 0.1998021 0.1287234 0.1642708   3     1 2018
## 19  2018-01-04          0.1650735 0.1969184 0.1264468 0.1621988   4     1 2018
## 20  2018-01-05          0.1623993 0.1935668 0.1236840 0.1602682   5     1 2018
## 21  2018-01-06          0.1599766 0.1904905 0.1211806 0.1585599   6     1 2018
## 22  2018-01-07          0.1576960 0.1877726 0.1186574 0.1568984   7     1 2018
## 23  2018-01-08          0.1568914 0.1872422 0.1174618 0.1561128   8     1 2018
## 24  2018-01-09          0.1574485 0.1894384 0.1169259 0.1558507   9     1 2018
## 25  2018-01-10          0.1592184 0.1939688 0.1176424 0.1556502  10     1 2018
## 26  2018-01-11          0.2106263 0.2476406 0.1661053 0.2070026  11     1 2018
## 27  2018-01-12          0.2585713 0.3023993 0.2126192 0.2492075  12     1 2018
## 28  2018-01-13          0.2298163 0.2697049 0.1885231 0.2208976  13     1 2018
## 29  2018-01-14          0.2101749 0.2461050 0.1714329 0.2033012  14     1 2018
## 30  2018-01-15          0.2000193 0.2340321 0.1618090 0.1946641  15     1 2018
## 31  2018-01-16          0.1934378 0.2271962 0.1552234 0.1883403  16     1 2018
## 32  2018-01-17          0.1884672 0.2222873 0.1504387 0.1831684  17     1 2018
## 33  2018-01-18          0.1847465 0.2177543 0.1464155 0.1804870  18     1 2018
## 34  2018-01-19          0.1827311 0.2160347 0.1430255 0.1792066  19     1 2018
## 35  2018-01-20          0.1806938 0.2148377 0.1400914 0.1770017  20     1 2018
## 36  2018-01-21          0.1788930 0.2141354 0.1381655 0.1741962  21     1 2018
## 37  2018-01-22          0.1816379 0.2176727 0.1396944 0.1770608  22     1 2018
## 38  2018-01-23          0.2099719 0.2426632 0.1698900 0.2073420  23     1 2018
## 39  2018-01-24          0.2042055 0.2377882 0.1643600 0.2005069  24     1 2018
## 40  2018-01-25          0.1978362 0.2319010 0.1582002 0.1934983  25     1 2018
## 41  2018-01-26          0.1925960 0.2267535 0.1530544 0.1880946  26     1 2018
## 42  2018-01-27          0.1913684 0.2261970 0.1498113 0.1877075  27     1 2018
## 43  2018-01-28          0.2227986 0.2548967 0.1778299 0.2244271  28     1 2018
## 44  2018-01-29          0.2251622 0.2590182 0.1841771 0.2220451  29     1 2018
## 45  2018-01-30          0.2114195 0.2458255 0.1703889 0.2077865  30     1 2018
## 46  2018-01-31          0.2024122 0.2366563 0.1618900 0.1985599  31     1 2018
## 47  2018-02-01          0.1966335 0.2307604 0.1560451 0.1929479   1     2 2018
## 48  2018-02-02          0.1958087 0.2303811 0.1535116 0.1929592   2     2 2018
## 49  2018-02-03          0.1918223 0.2255894 0.1503773 0.1891389   3     2 2018
## 50  2018-02-04          0.2215597 0.2586415 0.1716586 0.2219036   4     2 2018
## 51  2018-02-05          0.2242181 0.2588863 0.1816354 0.2214870   5     2 2018
## 52  2018-02-06          0.2119706 0.2460191 0.1716088 0.2081936   6     2 2018
## 53  2018-02-07          0.2403602 0.2747222 0.1988044 0.2371649   7     2 2018
## 54  2018-02-08          0.2277506 0.2657526 0.1858970 0.2211389   8     2 2018
## 55  2018-02-09          0.2117093 0.2479861 0.1712176 0.2058012   9     2 2018
## 56  2018-02-10          0.2263567 0.2620903 0.1832708 0.2229375  10     2 2018
## 57  2018-02-11          0.2594152        NA 0.2386782 0.2749679  11     2 2018
## 58  2018-02-12          0.2177703        NA 0.1980856 0.2325339  12     2 2018
## 59  2018-02-13          0.2526821 0.3420382 0.1811157 0.2170009  13     2 2018
## 60  2018-02-14          0.2187074 0.2685182 0.1701852 0.2052882  14     2 2018
## 61  2018-02-15          0.2141866 0.2565538 0.1676806 0.2066988  15     2 2018
## 62  2018-02-16          0.2078769 0.2455486 0.1646400 0.2026328  16     2 2018
## 63  2018-02-17          0.2023741 0.2391111 0.1590405 0.1981372  17     2 2018
## 64  2018-02-18          0.2103213 0.2463655 0.1647130 0.2084835  18     2 2018
## 65  2018-02-19          0.2066506 0.2421328 0.1613194 0.2051667  19     2 2018
## 66  2018-02-20          0.2011578 0.2357995 0.1573102 0.1994019  20     2 2018
## 67  2018-02-21          0.2304523 0.2652378 0.1867384 0.2284523  21     2 2018
## 68  2018-02-22          0.2259672 0.2614158 0.1850486 0.2212075  22     2 2018
## 69  2018-02-23          0.2114646 0.2466120 0.1711169 0.2065781  23     2 2018
## 70  2018-02-24          0.2029441 0.2381710 0.1622558 0.1982335  24     2 2018
## 71  2018-02-25          0.2018564 0.2393038 0.1585914 0.1968576  25     2 2018
## 72  2018-02-26          0.2042301 0.2415321 0.1595822 0.2004141  26     2 2018
## 73  2018-02-27          0.1995574 0.2352457 0.1563762 0.1962552  27     2 2018
## 74  2018-02-28          0.2057860 0.2428750 0.1602326 0.2028620  28     2 2018
## 75  2018-03-01          0.2489119 0.2840321 0.2047778 0.2468924   1     3 2018
## 76  2018-03-02          0.2292061 0.2686840 0.1862639 0.2219349   2     3 2018
## 77  2018-03-03          0.2128520 0.2514045 0.1705255 0.2060443   3     3 2018
## 78  2018-03-04          0.2033614 0.2409384 0.1614676 0.1972049   4     3 2018
## 79  2018-03-05          0.1965865 0.2332422 0.1551944 0.1909748   5     3 2018
## 80  2018-03-06          0.2052393 0.2435052 0.1590255 0.2016337   6     3 2018
## 81  2018-03-07          0.2119353 0.2464280 0.1661713 0.2117656   7     3 2018
## 82  2018-03-08          0.2067156 0.2389826 0.1597778 0.2096519   8     3 2018
## 83  2018-03-09          0.2004845 0.2327387 0.1543472 0.2028333   9     3 2018
## 84  2018-03-10          0.1957295 0.2281016 0.1500116 0.1976458  10     3 2018
## 85  2018-03-11          0.1919861 0.2243811 0.1463588 0.1938116  11     3 2018
## 86  2018-03-12          0.2025691 0.2368247 0.1501875 0.2075998  12     3 2018
## 87  2018-03-13          0.2017443 0.2339063 0.1517373 0.2070877  13     3 2018
## 88  2018-03-14          0.1974754 0.2298194 0.1485509 0.2018247  14     3 2018
## 89  2018-03-15          0.1936638 0.2264358 0.1453831 0.1971024  15     3 2018
## 90  2018-03-16          0.1900477 0.2228429 0.1423264 0.1930434  16     3 2018
## 91  2018-03-17          0.1877393 0.2206745 0.1395810 0.1909227  17     3 2018
## 92  2018-03-18          0.1905354 0.2259635 0.1386458 0.1940243  18     3 2018
## 93  2018-03-19          0.1901329 0.2256233 0.1380532 0.1937023  19     3 2018
## 94  2018-03-20          0.2072206 0.2431823 0.1490359 0.2148976  20     3 2018
## 95  2018-03-21          0.2128883 0.2453212 0.1578299 0.2217491  21     3 2018
## 96  2018-03-22          0.2075410 0.2405356 0.1544282 0.2143811  22     3 2018
## 97  2018-03-23          0.2024549 0.2355833 0.1507025 0.2081406  23     3 2018
## 98  2018-03-24          0.1993210 0.2326936 0.1475405 0.2047839  24     3 2018
## 99  2018-03-25          0.2166313 0.2498394 0.1597975 0.2260486  25     3 2018
## 100 2018-03-26          0.2121376 0.2440990 0.1599988 0.2192804  26     3 2018
## 101 2018-03-27          0.2056414 0.2378082 0.1552662 0.2112561  27     3 2018
## 102 2018-03-28          0.2002648 0.2323446 0.1511817 0.2049974  28     3 2018
## 103 2018-03-29          0.2006057 0.2330764 0.1502801 0.2058793  29     3 2018
## 104 2018-03-30          0.2255177 0.2530920 0.1760208 0.2350660  30     3 2018
## 105 2018-03-31          0.2150303 0.2447335 0.1675706 0.2209219  31     3 2018
## 106 2018-04-01          0.2069646 0.2373377 0.1602535 0.2116250   1     4 2018
## 107 2018-04-02          0.2005587 0.2311814 0.1541250 0.2047613   2     4 2018
## 108 2018-04-03          0.1953756 0.2262899 0.1490255 0.1992240   3     4 2018
## 109 2018-04-04          0.1962923 0.2295095 0.1461979 0.2006458   4     4 2018
## 110 2018-04-05          0.1934653 0.2269696 0.1437060 0.1972804   5     4 2018
## 111 2018-04-06          0.1907393 0.2251259 0.1406759 0.1939002   6     4 2018
## 112 2018-04-07          0.2162749 0.2500877 0.1606632 0.2241710   7     4 2018
## 113 2018-04-08          0.2142361 0.2459740 0.1637072 0.2203950   8     4 2018
## 114 2018-04-09          0.2083649 0.2414036 0.1575637 0.2134271   9     4 2018
## 115 2018-04-10          0.2035641 0.2366189 0.1536088 0.2079757  10     4 2018
## 116 2018-04-11          0.1985177 0.2312960 0.1493970 0.2025799  11     4 2018
## 117 2018-04-12          0.1938879 0.2266094 0.1450822 0.1977708  12     4 2018
## 118 2018-04-13          0.1897607 0.2225330 0.1410868 0.1934939  13     4 2018
## 119 2018-04-14          0.1861888 0.2190686 0.1376424 0.1897187  14     4 2018
## 120 2018-04-15          0.2267652 0.2573394 0.1796586 0.2315208  15     4 2018
## 121 2018-04-16          0.2352825 0.2709479 0.1876516 0.2353403  16     4 2018
## 122 2018-04-17          0.2187042 0.2539436 0.1719479 0.2185321  17     4 2018
## 123 2018-04-18          0.2088741 0.2433733 0.1627118 0.2089965  18     4 2018
## 124 2018-04-19          0.2016534 0.2354809 0.1558704 0.2021632  19     4 2018
## 125 2018-04-20          0.1961351 0.2297092 0.1502894 0.1969453  20     4 2018
## 126 2018-04-21          0.1915013 0.2250877 0.1454896 0.1924236  21     4 2018
## 127 2018-04-22          0.1883138 0.2221033 0.1417083 0.1894783  22     4 2018
## 128 2018-04-23          0.2570006 0.2928273 0.2113310 0.2554262  23     4 2018
## 129 2018-04-24          0.2662503 0.3156189 0.2124942 0.2571988  24     4 2018
## 130 2018-04-25          0.2356152 0.2778342 0.1868507 0.2299696  25     4 2018
## 131 2018-04-26          0.2246237 0.2655755 0.1754988 0.2205156  26     4 2018
## 132 2018-04-27          0.2251174 0.2625469 0.1765451 0.2241172  27     4 2018
## 133 2018-04-28          0.2142165 0.2513707 0.1661273 0.2131293  28     4 2018
## 134 2018-04-29          0.2061856 0.2437292 0.1575150 0.2051450  29     4 2018
## 135 2018-04-30          0.1998873 0.2375208 0.1509155 0.1989826  30     4 2018
## 136 2018-05-01          0.1946701 0.2322135 0.1456887 0.1938628   1     5 2018
## 137 2018-05-02          0.1905331 0.2286172 0.1412465 0.1894141   2     5 2018
## 138 2018-05-03          0.1862787 0.2238941 0.1374086 0.1853160   3     5 2018
## 139 2018-05-04          0.1821768 0.2190781 0.1339653 0.1814340   4     5 2018
## 140 2018-05-05          0.1787459 0.2156814 0.1309086 0.1776884   5     5 2018
## 141 2018-05-06          0.1771430 0.2143819 0.1283380 0.1765078   6     5 2018
## 142 2018-05-07          0.1816304 0.2184427 0.1335903 0.1808481   7     5 2018
## 143 2018-05-08          0.1969321 0.2361970 0.1438322 0.1974922   8     5 2018
## 144 2018-05-09          0.1949738 0.2357708 0.1394086 0.1958507   9     5 2018
## 145 2018-05-10          0.1898592 0.2300799 0.1351667 0.1906580  10     5 2018
## 146 2018-05-11          0.1844252 0.2234852 0.1313345 0.1851832  11     5 2018
## 147 2018-05-12          0.1788747 0.2176962 0.1274792 0.1785998  12     5 2018
## 148 2018-05-13          0.1733239 0.2124896 0.1235127 0.1715165  13     5 2018
## 149 2018-05-14          0.1679975 0.2079583 0.1197731 0.1642049  14     5 2018
## 150 2018-05-15          0.1646196 0.2067674 0.1166227 0.1584696  15     5 2018
##     basinID hillID zoneID patchID familyID family_horizon  rain_thr
## 1         1    108 141942  141942    -9999              0  0.000000
## 2         1    108 141942  141942    -9999              0  0.000000
## 3         1    108 141942  141942    -9999              0 11.909999
## 4         1    108 141942  141942    -9999              0 18.770000
## 5         1    108 141942  141942    -9999              0  0.000000
## 6         1    108 141942  141942    -9999              0  5.620000
## 7         1    108 141942  141942    -9999              0 15.910000
## 8         1    108 141942  141942    -9999              0  0.000000
## 9         1    108 141942  141942    -9999              0  0.000000
## 10        1    108 141942  141942    -9999              0  0.000000
## 11        1    108 141942  141942    -9999              0  0.000000
## 12        1    108 141942  141942    -9999              0  0.000000
## 13        1    108 141942  141942    -9999              0  0.000000
## 14        1    108 141942  141942    -9999              0  0.000000
## 15        1    108 141942  141942    -9999              0  0.000000
## 16        1    108 141942  141942    -9999              0  0.000000
## 17        1    108 141942  141942    -9999              0  0.000000
## 18        1    108 141942  141942    -9999              0  0.000000
## 19        1    108 141942  141942    -9999              0  0.000000
## 20        1    108 141942  141942    -9999              0  0.000000
## 21        1    108 141942  141942    -9999              0  0.000000
## 22        1    108 141942  141942    -9999              0  0.000000
## 23        1    108 141942  141942    -9999              0  1.139397
## 24        1    108 141942  141942    -9999              0  0.670000
## 25        1    108 141942  141942    -9999              0  7.230000
## 26        1    108 141942  141942    -9999              0 52.810000
## 27        1    108 141942  141942    -9999              0 22.660000
## 28        1    108 141942  141942    -9999              0  0.000000
## 29        1    108 141942  141942    -9999              0  0.000000
## 30        1    108 141942  141942    -9999              0  0.000000
## 31        1    108 141942  141942    -9999              0  1.109399
## 32        1    108 141942  141942    -9999              0  0.000000
## 33        1    108 141942  141942    -9999              0  0.000000
## 34        1    108 141942  141942    -9999              0  0.000000
## 35        1    108 141942  141942    -9999              0  0.000000
## 36        1    108 141942  141942    -9999              0  0.000000
## 37        1    108 141942  141942    -9999              0 16.790000
## 38        1    108 141942  141942    -9999              0  0.000000
## 39        1    108 141942  141942    -9999              0  0.000000
## 40        1    108 141942  141942    -9999              0  0.000000
## 41        1    108 141942  141942    -9999              0  0.000000
## 42        1    108 141942  141942    -9999              0 14.590000
## 43        1    108 141942  141942    -9999              0 13.150000
## 44        1    108 141942  141942    -9999              0  0.000000
## 45        1    108 141942  141942    -9999              0  0.000000
## 46        1    108 141942  141942    -9999              0  0.000000
## 47        1    108 141942  141942    -9999              0  2.910000
## 48        1    108 141942  141942    -9999              0  0.000000
## 49        1    108 141942  141942    -9999              0  2.082877
## 50        1    108 141942  141942    -9999              0 35.707953
## 51        1    108 141942  141942    -9999              0  0.000000
## 52        1    108 141942  141942    -9999              0 20.532018
## 53        1    108 141942  141942    -9999              0 23.562018
## 54        1    108 141942  141942    -9999              0  0.000000
## 55        1    108 141942  141942    -9999              0 12.012019
## 56        1    108 141942  141942    -9999              0 92.612019
## 57        1    108 141942  141942    -9999              0 42.582019
## 58        1    108 141942  141942    -9999              0  9.182019
## 59        1    108 141942  141942    -9999              0  0.000000
## 60        1    108 141942  141942    -9999              0  5.532019
## 61        1    108 141942  141942    -9999              0  0.000000
## 62        1    108 141942  141942    -9999              0  0.000000
## 63        1    108 141942  141942    -9999              0  6.782021
## 64        1    108 141942  141942    -9999              0  5.182021
## 65        1    108 141942  141942    -9999              0  3.162021
## 66        1    108 141942  141942    -9999              0 13.382021
## 67        1    108 141942  141942    -9999              0  7.472021
## 68        1    108 141942  141942    -9999              0  0.000000
## 69        1    108 141942  141942    -9999              0  0.582021
## 70        1    108 141942  141942    -9999              0  1.452021
## 71        1    108 141942  141942    -9999              0  9.102022
## 72        1    108 141942  141942    -9999              0  1.992022
## 73        1    108 141942  141942    -9999              0  5.992022
## 74        1    108 141942  141942    -9999              0 47.882022
## 75        1    108 141942  141942    -9999              0 16.612022
## 76        1    108 141942  141942    -9999              0  0.000000
## 77        1    108 141942  141942    -9999              0  0.000000
## 78        1    108 141942  141942    -9999              0  0.000000
## 79        1    108 141942  141942    -9999              0  2.252023
## 80        1    108 141942  141942    -9999              0 11.402023
## 81        1    108 141942  141942    -9999              0  0.000000
## 82        1    108 141942  141942    -9999              0  0.000000
## 83        1    108 141942  141942    -9999              0  0.000000
## 84        1    108 141942  141942    -9999              0  8.972023
## 85        1    108 141942  141942    -9999              0 17.402023
## 86        1    108 141942  141942    -9999              0  5.992023
## 87        1    108 141942  141942    -9999              0  0.000000
## 88        1    108 141942  141942    -9999              0  0.000000
## 89        1    108 141942  141942    -9999              0  0.000000
## 90        1    108 141942  141942    -9999              0  3.942024
## 91        1    108 141942  141942    -9999              0  7.972024
## 92        1    108 141942  141942    -9999              0  0.000000
## 93        1    108 141942  141942    -9999              0 11.012024
## 94        1    108 141942  141942    -9999              0  1.162024
## 95        1    108 141942  141942    -9999              0  0.000000
## 96        1    108 141942  141942    -9999              0  0.000000
## 97        1    108 141942  141942    -9999              0  0.000000
## 98        1    108 141942  141942    -9999              0 21.542025
## 99        1    108 141942  141942    -9999              0  0.000000
## 100       1    108 141942  141942    -9999              0  0.000000
## 101       1    108 141942  141942    -9999              0  0.000000
## 102       1    108 141942  141942    -9999              0  0.000000
## 103       1    108 141942  141942    -9999              0 20.492026
## 104       1    108 141942  141942    -9999              0  0.000000
## 105       1    108 141942  141942    -9999              0  0.000000
## 106       1    108 141942  141942    -9999              0  0.000000
## 107       1    108 141942  141942    -9999              0  0.000000
## 108       1    108 141942  141942    -9999              0  8.432026
## 109       1    108 141942  141942    -9999              0  0.000000
## 110       1    108 141942  141942    -9999              0  0.000000
## 111       1    108 141942  141942    -9999              0 17.202026
## 112       1    108 141942  141942    -9999              0  2.392026
## 113       1    108 141942  141942    -9999              0  1.802026
## 114       1    108 141942  141942    -9999              0  0.302026
## 115       1    108 141942  141942    -9999              0  0.000000
## 116       1    108 141942  141942    -9999              0  0.000000
## 117       1    108 141942  141942    -9999              0  0.000000
## 118       1    108 141942  141942    -9999              0  0.000000
## 119       1    108 141942  141942    -9999              0  1.412027
## 120       1    108 141942  141942    -9999              0 38.222027
## 121       1    108 141942  141942    -9999              0  0.000000
## 122       1    108 141942  141942    -9999              0  0.000000
## 123       1    108 141942  141942    -9999              0  0.000000
## 124       1    108 141942  141942    -9999              0  0.000000
## 125       1    108 141942  141942    -9999              0  0.000000
## 126       1    108 141942  141942    -9999              0  0.000000
## 127       1    108 141942  141942    -9999              0 35.082027
## 128       1    108 141942  141942    -9999              0 38.612027
## 129       1    108 141942  141942    -9999              0 12.532027
## 130       1    108 141942  141942    -9999              0  0.000000
## 131       1    108 141942  141942    -9999              0 10.352027
## 132       1    108 141942  141942    -9999              0  0.000000
## 133       1    108 141942  141942    -9999              0  0.000000
## 134       1    108 141942  141942    -9999              0  0.000000
## 135       1    108 141942  141942    -9999              0  0.000000
## 136       1    108 141942  141942    -9999              0  0.000000
## 137       1    108 141942  141942    -9999              0  0.000000
## 138       1    108 141942  141942    -9999              0  0.000000
## 139       1    108 141942  141942    -9999              0  0.000000
## 140       1    108 141942  141942    -9999              0  1.502027
## 141       1    108 141942  141942    -9999              0  0.000000
## 142       1    108 141942  141942    -9999              0  2.032027
## 143       1    108 141942  141942    -9999              0  7.352028
## 144       1    108 141942  141942    -9999              0  0.000000
## 145       1    108 141942  141942    -9999              0  4.602028
## 146       1    108 141942  141942    -9999              0  0.000000
## 147       1    108 141942  141942    -9999              0  0.000000
## 148       1    108 141942  141942    -9999              0  0.000000
## 149       1    108 141942  141942    -9999              0  0.000000
## 150       1    108 141942  141942    -9999              0 32.752028
##     detention_store sat_def_z  sat_def rz_storage potential_rz_store
## 1                 0  7555.141 3286.486  12.496624           48.35341
## 2                 0  7559.391 3288.335  11.892973           48.35341
## 3                 0  7563.667 3290.195  20.005291           48.35341
## 4                 0  7567.601 3291.906  13.520593           48.35341
## 5                 0  7571.243 3293.491  12.699997           48.35341
## 6                 0  7574.946 3295.101  16.687821           48.35341
## 7                 0  7578.450 3296.626  14.977723           48.35341
## 8                 0  7581.781 3298.075  13.731383           48.35341
## 9                 0  7585.185 3299.555  12.853985           48.35341
## 10                0  7588.657 3301.066  12.181290           48.35341
## 11                0  7592.193 3302.604  11.636189           48.35341
## 12                0  7595.795 3304.171  11.180503           48.35341
## 13                0  7599.453 3305.762  10.790784           48.35341
## 14                0  7603.165 3307.377  10.451608           48.35341
## 15                0  7606.931 3309.015  10.152307           48.35341
## 16                0  7610.741 3310.672   9.885201           48.35341
## 17                0  7614.599 3312.351   9.644589           48.35341
## 18                0  7618.499 3314.047   9.426125           48.35341
## 19                0  7622.439 3315.761   9.226426           48.35341
## 20                0  7626.419 3317.492   9.042806           48.35341
## 21                0  7630.432 3319.238   8.873106           48.35341
## 22                0  7634.479 3320.998   8.715558           48.35341
## 23                0  7638.557 3322.772   9.528337           48.35341
## 24                0  7642.666 3324.560  10.011383           48.35341
## 25                0  7646.802 3326.359  15.203823           48.35341
## 26                0  7650.261 3327.863  13.520593           48.35341
## 27                0  7652.779 3328.959  13.520593           48.35341
## 28                0  7655.074 3329.957  12.704410           48.35341
## 29                0  7657.472 3331.000  12.064631           48.35341
## 30                0  7659.969 3332.087  11.541930           48.35341
## 31                0  7662.561 3333.214  12.333082           48.35341
## 32                0  7665.241 3334.380  11.763612           48.35341
## 33                0  7668.006 3335.583  11.290298           48.35341
## 34                0  7670.850 3336.820  10.887246           48.35341
## 35                0  7673.771 3338.090  10.537643           48.35341
## 36                0  7676.764 3339.392  10.229969           48.35341
## 37                0  7679.803 3340.714  21.164874           48.35341
## 38                0  7682.868 3342.048  15.877433           48.35341
## 39                0  7685.991 3343.406  14.310366           48.35341
## 40                0  7689.174 3344.791  13.283562           48.35341
## 41                0  7692.410 3346.198  12.523637           48.35341
## 42                0  7695.671 3347.617  21.422375           48.35341
## 43                0  7698.626 3348.902  13.520593           48.35341
## 44                0  7701.343 3350.084  12.706759           48.35341
## 45                0  7704.139 3351.301  12.068375           48.35341
## 46                0  7707.003 3352.546  11.546572           48.35341
## 47                0  7709.933 3353.821  13.629652           48.35341
## 48                0  7712.922 3355.121  13.418387           48.35341
## 49                0  7715.973 3356.448  14.895192           48.35341
## 50                0  7718.548 3357.568  13.520593           48.35341
## 51                0  7720.697 3358.503  13.139457           48.35341
## 52                0  7722.674 3359.363  15.643050           48.35341
## 53                0  7724.057 3359.965  13.520593           48.35341
## 54                0  7725.149 3360.440  13.084158           48.35341
## 55                0  7726.355 3360.964  20.859584           48.35341
## 56                0  7725.445 3360.569  13.520593           48.35341
## 57                0  7721.474 3358.841  13.520593           48.35341
## 58                0  7716.728 3356.776  19.748388           48.35341
## 59                0  7712.357 3354.875  18.928332           48.35341
## 60                0  7708.296 3353.109  21.325206           48.35341
## 61                0  7704.505 3351.460  19.793445           48.35341
## 62                0  7701.025 3349.946  18.937360           48.35341
## 63                0  7697.782 3348.535  21.523502           48.35341
## 64                0  7694.631 3347.164  21.386275           48.35341
## 65                0  7691.586 3345.840  21.426515           48.35341
## 66                0  7688.079 3344.314  13.520593           48.35341
## 67                0  7684.275 3342.660  18.706710           48.35341
## 68                0  7680.824 3341.158  17.980419           48.35341
## 69                0  7677.705 3339.802  18.140776           48.35341
## 70                0  7674.897 3338.580  18.847460           48.35341
## 71                0  7672.229 3337.420  21.040592           48.35341
## 72                0  7669.653 3336.299  20.977477           48.35341
## 73                0  7667.176 3335.221  21.311311           48.35341
## 74                0  7663.024 3333.415  13.520593           48.35341
## 75                0  7657.356 3330.950  20.818012           48.35341
## 76                0  7651.908 3328.580  19.643769           48.35341
## 77                0  7646.878 3326.392  18.579150           48.35341
## 78                0  7642.263 3324.384  17.613727           48.35341
## 79                0  7638.043 3322.549  18.911166           48.35341
## 80                0  7633.822 3320.712  18.556039           48.35341
## 81                0  7629.636 3318.892  17.971197           48.35341
## 82                0  7625.829 3317.236  17.564826           48.35341
## 83                0  7622.381 3315.736  16.871278           48.35341
## 84                0  7619.211 3314.357  21.477439           48.35341
## 85                0  7615.393 3312.696  13.520593           48.35341
## 86                0  7611.131 3310.842  17.732097           48.35341
## 87                0  7607.264 3309.160  17.186364           48.35341
## 88                0  7603.766 3307.638  16.747761           48.35341
## 89                0  7600.622 3306.270  15.952477           48.35341
## 90                0  7597.799 3305.043  18.570045           48.35341
## 91                0  7595.169 3303.899  21.501374           48.35341
## 92                0  7592.687 3302.819  19.799362           48.35341
## 93                0  7590.044 3301.669  17.278411           48.35341
## 94                0  7587.309 3300.479  17.921111           48.35341
## 95                0  7584.875 3299.421  17.611524           48.35341
## 96                0  7582.717 3298.482  17.060293           48.35341
## 97                0  7580.828 3297.660  16.465287           48.35341
## 98                0  7578.460 3296.630  13.520593           48.35341
## 99                0  7575.707 3295.432  13.249626           48.35341
## 100               0  7573.269 3294.372  12.977454           48.35341
## 101               0  7571.127 3293.440  12.546613           48.35341
## 102               0  7569.260 3292.628  11.900469           48.35341
## 103               0  7567.366 3291.804  19.157281           48.35341
## 104               0  7565.447 3290.970  18.372675           48.35341
## 105               0  7563.770 3290.240  17.405189           48.35341
## 106               0  7562.327 3289.612  16.397044           48.35341
## 107               0  7561.111 3289.083  15.510500           48.35341
## 108               0  7560.083 3288.636  20.754167           48.35341
## 109               0  7559.201 3288.253  19.567734           48.35341
## 110               0  7558.480 3287.939  18.374945           48.35341
## 111               0  7557.326 3287.437  13.520593           48.35341
## 112               0  7555.821 3286.782  15.224728           48.35341
## 113               0  7554.553 3286.230  16.457208           48.35341
## 114               0  7553.497 3285.771  16.579776           48.35341
## 115               0  7552.644 3285.400  15.827130           48.35341
## 116               0  7551.985 3285.114  15.047310           48.35341
## 117               0  7551.512 3284.908  14.192376           48.35341
## 118               0  7551.212 3284.777  13.404162           48.35341
## 119               0  7551.079 3284.719  14.402243           48.35341
## 120               0  7550.137 3284.309  13.520593           48.35341
## 121               0  7548.486 3283.592  13.302379           48.35341
## 122               0  7547.077 3282.979  12.483650           48.35341
## 123               0  7545.891 3282.463  11.811246           48.35341
## 124               0  7544.918 3282.039  11.415516           48.35341
## 125               0  7544.147 3281.704  10.943240           48.35341
## 126               0  7543.566 3281.451  10.538737           48.35341
## 127               0  7542.400 3280.944  13.520593           48.35341
## 128               0  7539.631 3279.740  13.520593           48.35341
## 129               0  7536.079 3278.194  21.262665           48.35341
## 130               0  7532.747 3276.745  19.813858           48.35341
## 131               0  7529.337 3275.262  18.494481           48.35341
## 132               0  7525.896 3273.765  17.570715           48.35341
## 133               0  7522.758 3272.400  16.611567           48.35341
## 134               0  7519.911 3271.161  15.804342           48.35341
## 135               0  7517.343 3270.044  14.842715           48.35341
## 136               0  7515.040 3269.042  13.845358           48.35341
## 137               0  7512.986 3268.149  12.906225           48.35341
## 138               0  7511.175 3267.361  12.162728           48.35341
## 139               0  7509.591 3266.672  11.562669           48.35341
## 140               0  7508.223 3266.077  12.636892           48.35341
## 141               0  7507.063 3265.572  12.108813           48.35341
## 142               0  7506.103 3265.155  13.559242           48.35341
## 143               0  7505.322 3264.815  18.659160           48.35341
## 144               0  7504.703 3264.546  17.667070           48.35341
## 145               0  7504.231 3264.341  20.309461           48.35341
## 146               0  7503.881 3264.188  18.867247           48.35341
## 147               0  7503.670 3264.097  17.784562           48.35341
## 148               0  7503.604 3264.068  16.788368           48.35341
## 149               0  7503.682 3264.102  15.903291           48.35341
## 150               0  7503.082 3263.841  13.520593           48.35341
##     rz_field_capacity rz_wilting_point unsat_stor rz_drainage unsat_drain
## 1            13.52059         4.385527   1482.647    0.000000    2.143327
## 2            13.52059         4.385527   1481.401    0.000000    2.111169
## 3            13.52059         4.385527   1480.645    0.465679    2.083244
## 4            13.52059         4.385527   1499.303   20.017196    2.218191
## 5            13.52059         4.385527   1497.824    0.000000    2.334956
## 6            13.52059         4.385527   1496.435    0.055310    2.299164
## 7            13.52059         4.385527   1508.091   13.180638    2.377302
## 8            13.52059         4.385527   1506.518    0.022925    2.446517
## 9            13.52059         4.385527   1504.966    0.006438    2.408010
## 10           13.52059         4.385527   1503.444    0.000000    2.370280
## 11           13.52059         4.385527   1501.957    0.000000    2.333462
## 12           13.52059         4.385527   1500.504    0.000000    2.297550
## 13           13.52059         4.385527   1499.083    0.000000    2.262509
## 14           13.52059         4.385527   1497.695    0.000000    2.228325
## 15           13.52059         4.385527   1496.337    0.000000    2.194967
## 16           13.52059         4.385527   1495.010    0.000000    2.162408
## 17           13.52059         4.385527   1493.711    0.000000    2.130632
## 18           13.52059         4.385527   1492.441    0.000000    2.099605
## 19           13.52059         4.385527   1491.198    0.000000    2.069312
## 20           13.52059         4.385527   1489.983    0.000000    2.039728
## 21           13.52059         4.385527   1488.793    0.000000    2.010830
## 22           13.52059         4.385527   1487.628    0.000000    1.982603
## 23           13.52059         4.385527   1486.488    0.000000    1.955023
## 24           13.52059         4.385527   1485.372    0.000000    1.928071
## 25           13.52059         4.385527   1484.299    0.020131    1.901863
## 26           13.52059         4.385527   1522.676   34.851760    2.186836
## 27           13.52059         4.385527   1537.222   16.337049    2.597732
## 28           13.52059         4.385527   1535.332    0.000000    2.697809
## 29           13.52059         4.385527   1533.486    0.000000    2.654275
## 30           13.52059         4.385527   1531.682    0.000000    2.611815
## 31           13.52059         4.385527   1529.920    0.000000    2.570397
## 32           13.52059         4.385527   1528.197    0.000000    2.529989
## 33           13.52059         4.385527   1526.514    0.000000    2.490565
## 34           13.52059         4.385527   1524.868    0.000000    2.452095
## 35           13.52059         4.385527   1523.259    0.000000    2.414553
## 36           13.52059         4.385527   1521.685    0.000000    2.377909
## 37           13.52059         4.385527   1521.297    1.161398    2.351647
## 38           13.52059         4.385527   1520.357    0.591327    2.333215
## 39           13.52059         4.385527   1518.896    0.040451    2.301244
## 40           13.52059         4.385527   1517.436    0.009977    2.267636
## 41           13.52059         4.385527   1515.997    0.000000    2.234536
## 42           13.52059         4.385527   1516.188    1.611445    2.214698
## 43           13.52059         4.385527   1532.021   17.382461    2.341899
## 44           13.52059         4.385527   1530.372    0.000000    2.440658
## 45           13.52059         4.385527   1528.759    0.000000    2.403801
## 46           13.52059         4.385527   1527.181    0.000000    2.367810
## 47           13.52059         4.385527   1525.643    0.006241    2.332721
## 48           13.52059         4.385527   1524.137    0.005950    2.298529
## 49           13.52059         4.385527   1522.673    0.016146    2.265166
## 50           13.52059         4.385527   1548.108   27.118440    2.467676
## 51           13.52059         4.385527   1546.240    0.000000    2.651775
## 52           13.52059         4.385527   1556.587   12.290572    2.727103
## 53           13.52059         4.385527   1573.491   19.109828    2.991236
## 54           13.52059         4.385527   1571.151    0.000000    3.126609
## 55           13.52059         4.385527   1569.733    0.876125    3.082093
## 56           13.52059         4.385527   1640.612   35.319971    4.022322
## 57           13.52059         4.385527   1666.718   30.700112    5.396493
## 58           13.52059         4.385527   1662.143    0.392112    5.778668
## 59           13.52059         4.385527   1657.824    0.516612    5.655299
## 60           13.52059         4.385527   1654.681    1.582828    5.553445
## 61           13.52059         4.385527   1651.052    1.004210    5.467750
## 62           13.52059         4.385527   1647.058    0.524481    5.359281
## 63           13.52059         4.385527   1644.919    2.294767    5.278517
## 64           13.52059         4.385527   1644.381    3.873279    5.261830
## 65           13.52059         4.385527   1642.237    2.239463    5.237912
## 66           13.52059         4.385527   1655.188   17.553880    5.464385
## 67           13.52059         4.385527   1650.634    0.200942    5.621671
## 68           13.52059         4.385527   1646.306    0.292257    5.492475
## 69           13.52059         4.385527   1642.066    0.250574    5.366617
## 70           13.52059         4.385527   1638.039    0.340171    5.246616
## 71           13.52059         4.385527   1638.090    4.369100    5.201674
## 72           13.52059         4.385527   1635.299    1.499291    5.176254
## 73           13.52059         4.385527   1635.029    3.986200    5.144384
## 74           13.52059         4.385527   1672.340   35.429392    5.895075
## 75           13.52059         4.385527   1671.332    4.679255    6.587380
## 76           13.52059         4.385527   1666.562    0.843983    6.521037
## 77           13.52059         4.385527   1661.566    0.456113    6.365318
## 78           13.52059         4.385527   1656.533    0.254702    6.204880
## 79           13.52059         4.385527   1651.722    0.317504    6.048585
## 80           13.52059         4.385527   1655.157    8.575577    6.065126
## 81           13.52059         4.385527   1650.296    0.278405    6.067063
## 82           13.52059         4.385527   1645.519    0.206950    5.914226
## 83           13.52059         4.385527   1640.835    0.148667    5.765190
## 84           13.52059         4.385527   1637.970    1.853661    5.652197
## 85           13.52059         4.385527   1653.464   20.503082    5.944859
## 86           13.52059         4.385527   1648.358    0.108530    6.154385
## 87           13.52059         4.385527   1643.478    0.171744    5.994468
## 88           13.52059         4.385527   1638.708    0.126304    5.840090
## 89           13.52059         4.385527   1634.048    0.086314    5.690442
## 90           13.52059         4.385527   1629.660    0.215804    5.548290
## 91           13.52059         4.385527   1627.958    2.816216    5.462106
## 92           13.52059         4.385527   1624.559    1.053568    5.395344
## 93           13.52059         4.385527   1630.489   10.451541    5.463821
## 94           13.52059         4.385527   1626.123    0.195078    5.503452
## 95           13.52059         4.385527   1621.902    0.206788    5.370839
## 96           13.52059         4.385527   1617.759    0.159240    5.242221
## 97           13.52059         4.385527   1613.692    0.111432    5.116887
## 98           13.52059         4.385527   1627.776   18.467037    5.321113
## 99           13.52059         4.385527   1623.222    0.000000    5.492535
## 100          13.52059         4.385527   1618.807    0.000000    5.352995
## 101          13.52059         4.385527   1614.525    0.000000    5.218967
## 102          13.52059         4.385527   1610.369    0.000000    5.090184
## 103          13.52059         4.385527   1613.716    7.508520    5.094598
## 104          13.52059         4.385527   1609.923    0.373178    5.098468
## 105          13.52059         4.385527   1606.094    0.225459    4.983589
## 106          13.52059         4.385527   1602.276    0.124105    4.869069
## 107          13.52059         4.385527   1598.510    0.066991    4.756510
## 108          13.52059         4.385527   1595.599    0.826837    4.659086
## 109          13.52059         4.385527   1592.748    0.812381    4.580204
## 110          13.52059         4.385527   1589.592    0.423418    4.492485
## 111          13.52059         4.385527   1603.081   17.247712    4.668901
## 112          13.52059         4.385527   1599.196    0.020431    4.814849
## 113          13.52059         4.385527   1595.466    0.066716    4.703703
## 114          13.52059         4.385527   1591.868    0.095182    4.597808
## 115          13.52059         4.385527   1588.352    0.078275    4.495763
## 116          13.52059         4.385527   1584.900    0.046967    4.396489
## 117          13.52059         4.385527   1581.522    0.026598    4.300054
## 118          13.52059         4.385527   1578.215    0.009139    4.206522
## 119          13.52059         4.385527   1574.997    0.011254    4.116052
## 120          13.52059         4.385527   1599.861   28.438363    4.459176
## 121          13.52059         4.385527   1595.983    0.000000    4.761579
## 122          13.52059         4.385527   1592.214    0.000000    4.651749
## 123          13.52059         4.385527   1588.548    0.000000    4.545889
## 124          13.52059         4.385527   1584.983    0.000000    4.443834
## 125          13.52059         4.385527   1581.514    0.000000    4.345404
## 126          13.52059         4.385527   1578.137    0.000000    4.250434
## 127          13.52059         4.385527   1596.812   22.302344    4.499923
## 128          13.52059         4.385527   1620.320   27.837890    5.203258
## 129          13.52059         4.385527   1616.937    1.293071    5.552183
## 130          13.52059         4.385527   1613.348    0.993442    5.458659
## 131          13.52059         4.385527   1617.501    8.774133    5.498171
## 132          13.52059         4.385527   1613.110    0.244936    5.513753
## 133          13.52059         4.385527   1608.745    0.139197    5.381404
## 134          13.52059         4.385527   1604.450    0.078753    5.251441
## 135          13.52059         4.385527   1600.245    0.044066    5.125007
## 136          13.52059         4.385527   1596.138    0.022071    5.002496
## 137          13.52059         4.385527   1592.133    0.007028    4.884074
## 138          13.52059         4.385527   1588.234    0.000000    4.769751
## 139          13.52059         4.385527   1584.442    0.000000    4.659610
## 140          13.52059         4.385527   1580.753    0.000000    4.553510
## 141          13.52059         4.385527   1577.164    0.000000    4.451256
## 142          13.52059         4.385527   1573.677    0.005905    4.352745
## 143          13.52059         4.385527   1570.474    0.200631    4.260595
## 144          13.52059         4.385527   1567.417    0.265103    4.176444
## 145          13.52059         4.385527   1564.835    0.666821    4.099807
## 146          13.52059         4.385527   1562.249    0.598671    4.032827
## 147          13.52059         4.385527   1559.427    0.292458    3.959255
## 148          13.52059         4.385527   1556.543    0.157265    3.883001
## 149          13.52059         4.385527   1553.662    0.086548    3.806782
## 150          13.52059         4.385527   1576.390   25.987052    4.098030
##     rz_transfer unsat_transfer sat_transfer sublimation return     evap
## 1             0              0            0    0.000000      0 0.000000
## 2             0              0            0    0.000000      0 0.000000
## 3             0              0            0    0.000000      0 0.000000
## 4             0              0            0    0.000000      0 0.000000
## 5             0              0            0    0.000000      0 0.000000
## 6             0              0            0    0.000000      0 0.000000
## 7             0              0            0    0.000000      0 0.000000
## 8             0              0            0    0.000000      0 0.000000
## 9             0              0            0    0.000000      0 0.000000
## 10            0              0            0    0.000000      0 0.000000
## 11            0              0            0    0.000000      0 0.000000
## 12            0              0            0    0.000000      0 0.000000
## 13            0              0            0    0.000000      0 0.000000
## 14            0              0            0    0.000000      0 0.000000
## 15            0              0            0    0.000000      0 0.000000
## 16            0              0            0    0.000000      0 0.000000
## 17            0              0            0    0.000000      0 0.000000
## 18            0              0            0    0.000000      0 0.000000
## 19            0              0            0    0.000000      0 0.000000
## 20            0              0            0    0.000000      0 0.000000
## 21            0              0            0    0.000000      0 0.000000
## 22            0              0            0    0.000000      0 0.000000
## 23            0              0            0    0.020603      0 0.020603
## 24            0              0            0    0.000000      0 0.000000
## 25            0              0            0    0.000000      0 0.000000
## 26            0              0            0    0.000000      0 0.000000
## 27            0              0            0    0.000000      0 0.000000
## 28            0              0            0    0.000000      0 0.000000
## 29            0              0            0    0.000000      0 0.000000
## 30            0              0            0    0.000000      0 0.000000
## 31            0              0            0    0.020601      0 0.020601
## 32            0              0            0    0.000000      0 0.000000
## 33            0              0            0    0.000000      0 0.000000
## 34            0              0            0    0.000000      0 0.000000
## 35            0              0            0    0.000000      0 0.000000
## 36            0              0            0    0.000000      0 0.000000
## 37            0              0            0    0.000000      0 0.000000
## 38            0              0            0    0.000000      0 0.000000
## 39            0              0            0    0.000000      0 0.000000
## 40            0              0            0    0.000000      0 0.000000
## 41            0              0            0    0.000000      0 0.000000
## 42            0              0            0    0.000000      0 0.000000
## 43            0              0            0    0.000000      0 0.000000
## 44            0              0            0    0.000000      0 0.000000
## 45            0              0            0    0.000000      0 0.000000
## 46            0              0            0    0.000000      0 0.000000
## 47            0              0            0    0.000000      0 0.007987
## 48            0              0            0    0.000000      0 0.000000
## 49            0              0            0    0.020594      0 0.020594
## 50            0              0            0    0.020594      0 0.028576
## 51            0              0            0    0.000000      0 0.000000
## 52            0              0            0    0.000000      0 0.007982
## 53            0              0            0    0.000000      0 0.007982
## 54            0              0            0    0.000000      0 0.000000
## 55            0              0            0    0.000000      0 0.007981
## 56            0              0            0    0.000000      0 0.007981
## 57            0              0            0    0.000000      0 0.007981
## 58            0              0            0    0.000000      0 0.007981
## 59            0              0            0    0.000000      0 0.000000
## 60            0              0            0    0.000000      0 0.007981
## 61            0              0            0    0.000000      0 0.000000
## 62            0              0            0    0.000000      0 0.000000
## 63            0              0            0    0.000000      0 0.007979
## 64            0              0            0    0.000000      0 0.007979
## 65            0              0            0    0.000000      0 0.007979
## 66            0              0            0    0.000000      0 0.007979
## 67            0              0            0    0.000000      0 0.007979
## 68            0              0            0    0.000000      0 0.000000
## 69            0              0            0    0.000000      0 0.007979
## 70            0              0            0    0.000000      0 0.007979
## 71            0              0            0    0.000000      0 0.007978
## 72            0              0            0    0.000000      0 0.007978
## 73            0              0            0    0.000000      0 0.007978
## 74            0              0            0    0.000000      0 0.007978
## 75            0              0            0    0.000000      0 0.007978
## 76            0              0            0    0.000000      0 0.000000
## 77            0              0            0    0.000000      0 0.000000
## 78            0              0            0    0.000000      0 0.000000
## 79            0              0            0    0.000000      0 0.007977
## 80            0              0            0    0.000000      0 0.007977
## 81            0              0            0    0.000000      0 0.000000
## 82            0              0            0    0.000000      0 0.000000
## 83            0              0            0    0.000000      0 0.000000
## 84            0              0            0    0.000000      0 0.007977
## 85            0              0            0    0.000000      0 0.007977
## 86            0              0            0    0.000000      0 0.007977
## 87            0              0            0    0.000000      0 0.000000
## 88            0              0            0    0.000000      0 0.000000
## 89            0              0            0    0.000000      0 0.000000
## 90            0              0            0    0.000000      0 0.007976
## 91            0              0            0    0.000000      0 0.007976
## 92            0              0            0    0.000000      0 0.000000
## 93            0              0            0    0.000000      0 0.007976
## 94            0              0            0    0.000000      0 0.007976
## 95            0              0            0    0.000000      0 0.000000
## 96            0              0            0    0.000000      0 0.000000
## 97            0              0            0    0.000000      0 0.000000
## 98            0              0            0    0.000000      0 0.007975
## 99            0              0            0    0.000000      0 0.000000
## 100           0              0            0    0.000000      0 0.000000
## 101           0              0            0    0.000000      0 0.000000
## 102           0              0            0    0.000000      0 0.000000
## 103           0              0            0    0.000000      0 0.007974
## 104           0              0            0    0.000000      0 0.000000
## 105           0              0            0    0.000000      0 0.000000
## 106           0              0            0    0.000000      0 0.000000
## 107           0              0            0    0.000000      0 0.000000
## 108           0              0            0    0.000000      0 0.007974
## 109           0              0            0    0.000000      0 0.000000
## 110           0              0            0    0.000000      0 0.000000
## 111           0              0            0    0.000000      0 0.007974
## 112           0              0            0    0.000000      0 0.007974
## 113           0              0            0    0.000000      0 0.007974
## 114           0              0            0    0.000000      0 0.007974
## 115           0              0            0    0.000000      0 0.000000
## 116           0              0            0    0.000000      0 0.000000
## 117           0              0            0    0.000000      0 0.000000
## 118           0              0            0    0.000000      0 0.000000
## 119           0              0            0    0.000000      0 0.007973
## 120           0              0            0    0.000000      0 0.007973
## 121           0              0            0    0.000000      0 0.000000
## 122           0              0            0    0.000000      0 0.000000
## 123           0              0            0    0.000000      0 0.000000
## 124           0              0            0    0.000000      0 0.000000
## 125           0              0            0    0.000000      0 0.000000
## 126           0              0            0    0.000000      0 0.000000
## 127           0              0            0    0.000000      0 0.007973
## 128           0              0            0    0.000000      0 0.007973
## 129           0              0            0    0.000000      0 0.007973
## 130           0              0            0    0.000000      0 0.000000
## 131           0              0            0    0.000000      0 0.007973
## 132           0              0            0    0.000000      0 0.000000
## 133           0              0            0    0.000000      0 0.000000
## 134           0              0            0    0.000000      0 0.000000
## 135           0              0            0    0.000000      0 0.000000
## 136           0              0            0    0.000000      0 0.000000
## 137           0              0            0    0.000000      0 0.000000
## 138           0              0            0    0.000000      0 0.000000
## 139           0              0            0    0.000000      0 0.000000
## 140           0              0            0    0.000000      0 0.007973
## 141           0              0            0    0.000000      0 0.000000
## 142           0              0            0    0.000000      0 0.007973
## 143           0              0            0    0.000000      0 0.007972
## 144           0              0            0    0.000000      0 0.000000
## 145           0              0            0    0.000000      0 0.007972
## 146           0              0            0    0.000000      0 0.000000
## 147           0              0            0    0.000000      0 0.000000
## 148           0              0            0    0.000000      0 0.000000
## 149           0              0            0    0.000000      0 0.000000
## 150           0              0            0    0.000000      0 0.007972
##     evap_surface soil_evap     snow snow_melt trans_sat trans_unsat      Qin
## 1       0.000000  0.760712  0.00000  0.000000         0    0.000000 5.470583
## 2       0.000000  0.603669  0.00000  0.000000         0    0.000000 5.451380
## 3       0.000000  0.000000  0.00000  0.000000         0    0.000000 5.431935
## 4       0.000000  0.000000  0.00000  0.000000         0    0.000000 5.412826
## 5       0.012047  0.820613  0.00000  0.000000         0    0.000000 5.393673
## 6       0.000000  0.000000  0.00000  0.000000         0    0.000000 5.374806
## 7       0.000000  0.000000  0.00000  0.000000         0    0.000000 5.356105
## 8       0.012047  1.223415  0.00000  0.000000         0    0.000000 5.337298
## 9       0.000000  0.870977  0.00000  0.000000         0    0.000000 5.318892
## 10      0.000000  0.672712  0.00000  0.000000         0    0.000000 5.300359
## 11      0.000000  0.545118  0.00000  0.000000         0    0.000000 5.282005
## 12      0.000000  0.455702  0.00000  0.000000         0    0.000000 5.263345
## 13      0.000000  0.389736  0.00000  0.000000         0    0.000000 5.245229
## 14      0.000000  0.339192  0.00000  0.000000         0    0.000000 5.226620
## 15      0.000000  0.299318  0.00000  0.000000         0    0.000000 5.208143
## 16      0.000000  0.267122  0.00000  0.000000         0    0.000000 5.189640
## 17      0.000000  0.240628  0.00000  0.000000         0    0.000000 5.171364
## 18      0.000000  0.218480  0.00000  0.000000         0    0.000000 5.152864
## 19      0.000000  0.199716  0.00000  0.000000         0    0.000000 5.134881
## 20      0.000000  0.183635  0.00000  0.000000         0    0.000000 5.116464
## 21      0.000000  0.169717  0.00000  0.000000         0    0.000000 5.098314
## 22      0.000000  0.157564  0.00000  0.000000         0    0.000000 5.080331
## 23      0.000000  0.000000  0.00000  1.139397         0    0.000000 5.061964
## 24      0.000000  0.000000  0.00000  0.000000         0    0.000000 5.044090
## 25      0.000000  0.000000  0.00000  0.000000         0    0.000000 5.025776
## 26      0.000000  0.000000  0.00000  0.000000         0    0.000000 5.008831
## 27      0.000000  0.000000  0.00000  0.000000         0    0.000000 4.992288
## 28      0.012047  0.816198  0.00000  0.000000         0    0.000000 4.976205
## 29      0.000000  0.639795  0.00000  0.000000         0    0.000000 4.960303
## 30      0.000000  0.522716  0.00000  0.000000         0    0.000000 4.944333
## 31      0.000000  0.000000  0.00000  1.109399         0    0.000000 4.928246
## 32      0.012047  0.569486  0.00000  0.000000         0    0.000000 4.912708
## 33      0.000000  0.473329  0.00000  0.000000         0    0.000000 4.896770
## 34      0.000000  0.403067  0.00000  0.000000         0    0.000000 4.881144
## 35      0.000000  0.349618  0.00000  0.000000         0    0.000000 4.865627
## 36      0.000000  0.307689  0.00000  0.000000         0    0.000000 4.849993
## 37      0.000000  0.000000  0.00000  0.000000         0    0.000000 4.834668
## 38      0.012047  4.696114  0.00000  0.000000         0    0.000000 4.819065
## 39      0.000000  1.526616  0.00000  0.000000         0    0.000000 4.803953
## 40      0.000000  1.016842  0.00000  0.000000         0    0.000000 4.788773
## 41      0.000000  0.759940  0.00000  0.000000         0    0.000000 4.774027
## 42      0.000000  0.000000  0.00000  0.000000         0    0.000000 4.759340
## 43      0.000000  0.000000  0.00000  0.000000         0    0.000000 4.744628
## 44      0.012047  0.813849  0.00000  0.000000         0    0.000000 4.730233
## 45      0.000000  0.638398  0.00000  0.000000         0    0.000000 4.716104
## 46      0.000000  0.521818  0.00000  0.000000         0    0.000000 4.701892
## 47      0.000000  0.000000  0.00000  0.000000         0    0.000000 4.687969
## 48      0.012047  0.205328  0.00000  0.000000         0    0.000002 4.674008
## 49      0.000000  0.000000 14.68653  2.082877         0    0.000042 4.660024
## 50      0.000000  0.000000  0.00000 27.464308         0    0.000316 4.647045
## 51      0.012047  0.378433  0.00000  0.000000         0    0.002717 4.635179
## 52      0.000000  0.000000  0.00000  0.000000         0    0.000000 4.623120
## 53      0.000000  0.000000  0.00000  0.000000         0    0.000000 4.611367
## 54      0.012047  0.433084  0.00000  0.000000         0    0.003365 4.600286
## 55      0.000000  0.000000  0.00000  0.000000         0    0.000000 4.589406
## 56      0.000000  0.000000  0.00000  0.000000         0    0.000000 4.582315
## 57      0.000000  0.000000  0.00000  0.000000         0    0.000000 4.581111
## 58      0.000000  0.000000  0.00000  0.000000         0    0.000000 4.583023
## 59      0.012047  0.295369  0.00000  0.000000         0    0.008076 4.585771
## 60      0.000000  0.000000  0.00000  0.000000         0    0.000000 4.590212
## 61      0.012047  0.509186  0.00000  0.000000         0    0.018364 4.594141
## 62      0.000000  0.320340  0.00000  0.000000         0    0.011263 4.598669
## 63      0.000000  0.000000  0.00000  0.000000         0    0.000000 4.603341
## 64      0.000000  0.000000  0.00000  0.000000         0    0.000000 4.607196
## 65      0.000000  0.000000  0.00000  0.000000         0    0.000000 4.611692
## 66      0.000000  0.000000  0.00000  0.000000         0    0.000000 4.616688
## 67      0.000000  0.000000  0.00000  0.000000         0    0.000000 4.622107
## 68      0.012047  0.417863  0.00000  0.000000         0    0.016170 4.627965
## 69      0.000000  0.000000  0.00000  0.000000         0    0.000000 4.634026
## 70      0.000000  0.000000  0.00000  0.000000         0    0.000000 4.640291
## 71      0.000000  0.000000  0.00000  0.000000         0    0.000000 4.646234
## 72      0.000000  0.000000  0.00000  0.000000         0    0.000000 4.652592
## 73      0.000000  0.000000  0.00000  0.000000         0    0.000000 4.659075
## 74      0.000000  0.000000  0.00000  0.000000         0    0.000000 4.669335
## 75      0.000000  0.000000  0.00000  0.000000         0    0.000000 4.682374
## 76      0.012047  0.319222  0.00000  0.000000         0    0.011038 4.697000
## 77      0.000000  0.585161  0.00000  0.000000         0    0.023345 4.712112
## 78      0.000000  0.681031  0.00000  0.000000         0    0.029691 4.727457
## 79      0.000000  0.000000  0.00000  0.000000         0    0.000000 4.742794
## 80      0.000000  0.000000  0.00000  0.000000         0    0.000000 4.757920
## 81      0.012047  0.303104  0.00000  0.000000         0    0.003333 4.773379
## 82      0.000000  0.199413  0.00000  0.000000         0    0.000008 4.790059
## 83      0.000000  0.531223  0.00000  0.000000         0    0.013657 4.805585
## 84      0.000000  0.000000  0.00000  0.000000         0    0.000000 4.821478
## 85      0.000000  0.000000  0.00000  0.000000         0    0.000000 4.837821
## 86      0.000000  0.000000  0.00000  0.000000         0    0.000000 4.854883
## 87      0.012047  0.369499  0.00000  0.000000         0    0.004489 4.872488
## 88      0.000000  0.312286  0.00000  0.000000         0    0.000013 4.890496
## 89      0.000000  0.683060  0.00000  0.000000         0    0.025911 4.908859
## 90      0.000000  0.000000  0.00000  0.000000         0    0.000000 4.926226
## 91      0.000000  0.000000  0.00000  0.000000         0    0.000000 4.943803
## 92      0.012047  0.613762  0.00000  0.000000         0    0.034682 4.961428
## 93      0.000000  0.000000  0.00000  0.000000         0    0.000000 4.979159
## 94      0.000000  0.000000  0.00000  0.000000         0    0.000000 4.996936
## 95      0.012047  0.102795  0.00000  0.000000         0    0.000004 5.014499
## 96      0.000000  0.386107  0.00000  0.000000         0    0.005884 5.032045
## 97      0.000000  0.469490  0.00000  0.000000         0    0.014084 5.049368
## 98      0.000000  0.000000  0.00000  0.000000         0    0.000000 5.066422
## 99      0.012047  0.262093  0.00000  0.000000         0    0.008891 5.083073
## 100     0.000000  0.265724  0.00000  0.000000         0    0.006465 5.100843
## 101     0.000000  0.415094  0.00000  0.000000         0    0.015763 5.117662
## 102     0.000000  0.612538  0.00000  0.000000         0    0.033623 5.134639
## 103     0.000000  0.000000  0.00000  0.000000         0    0.000000 5.151453
## 104     0.012047  0.385782  0.00000  0.000000         0    0.025646 5.168346
## 105     0.000000  0.699057  0.00000  0.000000         0    0.042971 5.185324
## 106     0.000000  0.826612  0.00000  0.000000         0    0.057428 5.201880
## 107     0.000000  0.762684  0.00000  0.000000         0    0.056869 5.217958
## 108     0.000000  0.000000  0.00000  0.000000         0    0.000000 5.233624
## 109     0.012047  0.352054  0.00000  0.000000         0    0.021998 5.249135
## 110     0.000000  0.727306  0.00000  0.000000         0    0.042064 5.264171
## 111     0.000000  0.000000  0.00000  0.000000         0    0.000000 5.278883
## 112     0.000000  0.000000  0.00000  0.000000         0    0.000000 5.292985
## 113     0.000000  0.000000  0.00000  0.000000         0    0.000000 5.306648
## 114     0.000000  0.000000  0.00000  0.000000         0    0.000000 5.321490
## 115     0.012047  0.634878  0.00000  0.000000         0    0.039494 5.335428
## 116     0.000000  0.690974  0.00000  0.000000         0    0.041879 5.349188
## 117     0.000000  0.773961  0.00000  0.000000         0    0.054375 5.361010
## 118     0.000000  0.725062  0.00000  0.000000         0    0.054030 5.374228
## 119     0.000000  0.000000  0.00000  0.000000         0    0.000000 5.385450
## 120     0.000000  0.000000  0.00000  0.000000         0    0.000000 5.397659
## 121     0.012047  0.216700  0.00000  0.000000         0    0.001532 5.411694
## 122     0.000000  0.770988  0.00000  0.000000         0    0.047759 5.424137
## 123     0.000000  0.601532  0.00000  0.000000         0    0.070890 5.437495
## 124     0.000000  0.370637  0.00000  0.000000         0    0.025110 5.449830
## 125     0.000000  0.424118  0.00000  0.000000         0    0.048175 5.461680
## 126     0.000000  0.359574  0.00000  0.000000         0    0.044947 5.473043
## 127     0.000000  0.000000  0.00000  0.000000         0    0.000000 5.484064
## 128     0.000000  0.000000  0.00000  0.000000         0    0.000000 5.498534
## 129     0.000000  0.000000  0.00000  0.000000         0    0.000000 5.517029
## 130     0.012047  0.423605  0.00000  0.000000         0    0.031760 5.537123
## 131     0.000000  0.000000  0.00000  0.000000         0    0.000000 5.557816
## 132     0.012047  0.632381  0.00000  0.000000         0    0.046449 5.579599
## 133     0.000000  0.763746  0.00000  0.000000         0    0.056206 5.602038
## 134     0.000000  0.680863  0.00000  0.000000         0    0.047609 5.624075
## 135     0.000000  0.855913  0.00000  0.000000         0    0.061649 5.645251
## 136     0.000000  0.909441  0.00000  0.000000         0    0.065844 5.666437
## 137     0.000000  0.869368  0.00000  0.000000         0    0.062754 5.686749
## 138     0.000000  0.686614  0.00000  0.000000         0    0.056901 5.705250
## 139     0.000000  0.544561  0.00000  0.000000         0    0.055515 5.723298
## 140     0.000000  0.000000  0.00000  0.000000         0    0.000000 5.740614
## 141     0.012047  0.487927  0.00000  0.000000         0    0.040169 5.756558
## 142     0.000000  0.000000  0.00000  0.000000         0    0.000000 5.771627
## 143     0.000000  0.000000  0.00000  0.000000         0    0.000000 5.785599
## 144     0.012047  0.673788  0.00000  0.000000         0    0.053199 5.798658
## 145     0.000000  0.000000  0.00000  0.000000         0    0.000000 5.810594
## 146     0.012047  0.789406  0.00000  0.000000         0    0.054137 5.822052
## 147     0.000000  0.739922  0.00000  0.000000         0    0.050305 5.832588
## 148     0.000000  0.788159  0.00000  0.000000         0    0.050770 5.841522
## 149     0.000000  0.749836  0.00000  0.000000         0    0.048693 5.850548
## 150     0.000000  0.000000  0.00000  0.000000         0    0.000000 5.857939
##         Qout       psn root_zone.S root.depth litter.rain_stor litter.S area
## 1   8.578319 -0.009201    0.258444   111.1573         0.000000        0  100
## 2   8.546185 -0.010919    0.245959   111.1573         0.000000        0  100
## 3   8.513432 -0.011671    0.413731   111.1573         0.012047        1  100
## 4   8.483600 -0.011767    0.279620   111.1573         0.012047        1  100
## 5   8.456585 -0.011476    0.262649   111.1573         0.000000        0  100
## 6   8.430270 -0.011523    0.345122   111.1573         0.012047        1  100
## 7   8.405028 -0.011906    0.309755   111.1573         0.012047        1  100
## 8   8.381527 -0.010691    0.283980   111.1573         0.000000        0  100
## 9   8.357943 -0.007570    0.265834   111.1573         0.000000        0  100
## 10  8.332864 -0.008255    0.251922   111.1573         0.000000        0  100
## 11  8.307752 -0.008663    0.240649   111.1573         0.000000        0  100
## 12  8.283323 -0.008207    0.231225   111.1573         0.000000        0  100
## 13  8.256709 -0.008490    0.223165   111.1573         0.000000        0  100
## 14  8.230086 -0.008374    0.216150   111.1573         0.000000        0  100
## 15  8.203455 -0.007243    0.209961   111.1573         0.000000        0  100
## 16  8.174698 -0.006138    0.204436   111.1573         0.000000        0  100
## 17  8.148074 -0.006128    0.199460   111.1573         0.000000        0  100
## 18  8.119348 -0.006491    0.194942   111.1573         0.000000        0  100
## 19  8.091353 -0.006146    0.190812   111.1573         0.000000        0  100
## 20  8.063385 -0.006102    0.187015   111.1573         0.000000        0  100
## 21  8.034051 -0.006239    0.183505   111.1573         0.000000        0  100
## 22  8.005450 -0.006481    0.180247   111.1573         0.000000        0  100
## 23  7.976196 -0.007345    0.197056   111.1573         0.012047        1  100
## 24  7.947683 -0.010130    0.207046   111.1573         0.012047        1  100
## 25  7.917833 -0.010376    0.314431   111.1573         0.012047        1  100
## 26  7.893708 -0.011944    0.279620   111.1573         0.012047        1  100
## 27  7.878343 -0.010932    0.279620   111.1573         0.012047        1  100
## 28  7.864549 -0.007204    0.262741   111.1573         0.000000        0  100
## 29  7.849886 -0.006771    0.249509   111.1573         0.000000        0  100
## 30  7.834381 -0.007148    0.238699   111.1573         0.000000        0  100
## 31  7.818052 -0.007953    0.255061   111.1573         0.012047        1  100
## 32  7.800907 -0.006510    0.243284   111.1573         0.000000        0  100
## 33  7.782960 -0.006614    0.233495   111.1573         0.000000        0  100
## 34  7.764222 -0.007958    0.225160   111.1573         0.000000        0  100
## 35  7.745386 -0.008785    0.217930   111.1573         0.000000        0  100
## 36  7.725789 -0.010071    0.211567   111.1573         0.000000        0  100
## 37  7.705465 -0.010304    0.437712   111.1573         0.012047        1  100
## 38  7.684453 -0.009950    0.328362   111.1573         0.000000        0  100
## 39  7.664052 -0.008702    0.295954   111.1573         0.000000        0  100
## 40  7.642916 -0.008912    0.274718   111.1573         0.000000        0  100
## 41  7.620389 -0.009064    0.259002   111.1573         0.000000        0  100
## 42  7.598531 -0.009588    0.443038   111.1573         0.012047        1  100
## 43  7.579154 -0.010943    0.279620   111.1573         0.012047        1  100
## 44  7.561476 -0.009947    0.262789   111.1573         0.000000        0  100
## 45  7.545006 -0.007943    0.249587   111.1573         0.000000        0  100
## 46  7.525760 -0.008530    0.238795   111.1573         0.000000        0  100
## 47  7.507082 -0.002935    0.281876   111.1573         0.012047        1  100
## 48  7.486340 -0.007419    0.277507   111.1573         0.000000        0  100
## 49  7.467509 -0.006625    0.308048   111.1573         0.012047        1  100
## 50  7.450586 -0.005376    0.279620   111.1573         0.012047        1  100
## 51  7.438125 -0.003169    0.271738   111.1573         0.000000        0  100
## 52  7.426439 -0.002667    0.323515   111.1573         0.012047        1  100
## 53  7.419071 -0.001183    0.279620   111.1573         0.012047        1  100
## 54  7.414967 -0.002419    0.270594   111.1573         0.000000        0  100
## 55  7.407935  0.014275    0.431398   111.1573         0.012047        1  100
## 56  7.416426  0.020286    0.279620   111.1573         0.012047        1  100
## 57  7.448201  0.026724    0.279620   111.1573         0.012047        1  100
## 58  7.485528  0.030512    0.408418   111.1573         0.012047        1  100
## 59  7.519665  0.019534    0.391458   111.1573         0.000000        0  100
## 60  7.549654  0.030329    0.441028   111.1573         0.012047        1  100
## 61  7.578289  0.043420    0.409350   111.1573         0.000000        0  100
## 62  7.603675  0.038663    0.391645   111.1573         0.000000        0  100
## 63  7.625966  0.027866    0.445129   111.1573         0.012047        1  100
## 64  7.648043  0.028268    0.442291   111.1573         0.012047        1  100
## 65  7.669894  0.029590    0.443123   111.1573         0.012047        1  100
## 66  7.694969  0.035912    0.279620   111.1573         0.012047        1  100
## 67  7.722297  0.042990    0.386875   111.1573         0.012047        1  100
## 68  7.746898  0.043928    0.371854   111.1573         0.000000        0  100
## 69  7.767653  0.043894    0.375171   111.1573         0.012047        1  100
## 70  7.786020  0.043705    0.389786   111.1573         0.012047        1  100
## 71  7.804298  0.057603    0.435142   111.1573         0.012047        1  100
## 72  7.821817  0.048435    0.433837   111.1573         0.012047        1  100
## 73  7.837194  0.044218    0.440741   111.1573         0.012047        1  100
## 74  7.864843  0.030364    0.279620   111.1573         0.012047        1  100
## 75  7.903573  0.044475    0.430539   111.1573         0.012047        1  100
## 76  7.940975  0.024297    0.406254   111.1573         0.000000        0  100
## 77  7.976748  0.037221    0.384237   111.1573         0.000000        0  100
## 78  8.007446  0.048715    0.364271   111.1573         0.000000        0  100
## 79  8.035185  0.040599    0.391103   111.1573         0.012047        1  100
## 80  8.062636  0.032382    0.383759   111.1573         0.012047        1  100
## 81  8.091796  0.011208    0.371663   111.1573         0.000000        0  100
## 82  8.117853 -0.006796    0.363259   111.1573         0.000000        0  100
## 83  8.138741  0.018647    0.348916   111.1573         0.000000        0  100
## 84  8.160949  0.026062    0.444176   111.1573         0.012047        1  100
## 85  8.185610  0.029647    0.279620   111.1573         0.012047        1  100
## 86  8.215813  0.014532    0.366719   111.1573         0.012047        1  100
## 87  8.242489  0.012073    0.355432   111.1573         0.000000        0  100
## 88  8.265188 -0.006596    0.346362   111.1573         0.000000        0  100
## 89  8.286891  0.034277    0.329914   111.1573         0.000000        0  100
## 90  8.302638  0.060549    0.384048   111.1573         0.012047        1  100
## 91  8.318323  0.080944    0.444671   111.1573         0.012047        1  100
## 92  8.333957  0.081226    0.409472   111.1573         0.000000        0  100
## 93  8.350735  0.054096    0.357336   111.1573         0.012047        1  100
## 94  8.367773  0.061660    0.370628   111.1573         0.012047        1  100
## 95  8.384480 -0.006679    0.364225   111.1573         0.000000        0  100
## 96  8.395166  0.013381    0.352825   111.1573         0.000000        0  100
## 97  8.405717  0.020026    0.340520   111.1573         0.000000        0  100
## 98  8.420029  0.022517    0.279620   111.1573         0.012047        1  100
## 99  8.439316  0.021748    0.274016   111.1573         0.000000        0  100
## 100 8.455289  0.016770    0.268388   111.1573         0.000000        0  100
## 101 8.468089  0.028941    0.259477   111.1573         0.000000        0  100
## 102 8.477795  0.076777    0.246114   111.1573         0.000000        0  100
## 103 8.489087  0.116927    0.396193   111.1573         0.012047        1  100
## 104 8.500336  0.081588    0.379967   111.1573         0.000000        0  100
## 105 8.509843  0.080394    0.359958   111.1573         0.000000        0  100
## 106 8.516261  0.061514    0.339108   111.1573         0.000000        0  100
## 107 8.521865  0.065526    0.320774   111.1573         0.000000        0  100
## 108 8.525229  0.063876    0.429218   111.1573         0.012047        1  100
## 109 8.528577  0.010170    0.404682   111.1573         0.000000        0  100
## 110 8.529708  0.008321    0.380013   111.1573         0.000000        0  100
## 111 8.535409 -0.008325    0.279620   111.1573         0.012047        1  100
## 112 8.543947 -0.008539    0.314864   111.1573         0.012047        1  100
## 113 8.551401 -0.037273    0.340353   111.1573         0.012047        1  100
## 114 8.555667 -0.031118    0.342887   111.1573         0.012047        1  100
## 115 8.559051  0.000856    0.327322   111.1573         0.000000        0  100
## 116 8.560898 -0.004982    0.311194   111.1573         0.000000        0  100
## 117 8.560512  0.028860    0.293513   111.1573         0.000000        0  100
## 118 8.559410  0.029383    0.277212   111.1573         0.000000        0  100
## 119 8.556868  0.026861    0.297854   111.1573         0.012047        1  100
## 120 8.562228 -0.013253    0.279620   111.1573         0.012047        1  100
## 121 8.571728 -0.093499    0.275107   111.1573         0.000000        0  100
## 122 8.580417 -0.038977    0.258175   111.1573         0.000000        0  100
## 123 8.586838 -0.005137    0.244269   111.1573         0.000000        0  100
## 124 8.591768 -0.054145    0.236085   111.1573         0.000000        0  100
## 125 8.595207 -0.065313    0.226318   111.1573         0.000000        0  100
## 126 8.597181 -0.077099    0.217952   111.1573         0.000000        0  100
## 127 8.604553 -0.125002    0.279620   111.1573         0.012047        1  100
## 128 8.623404 -0.143447    0.279620   111.1573         0.012047        1  100
## 129 8.648416 -0.147926    0.439735   111.1573         0.012047        1  100
## 130 8.670416 -0.166502    0.409772   111.1573         0.000000        0  100
## 131 8.695145 -0.257502    0.382486   111.1573         0.012047        1  100
## 132 8.718754 -0.293701    0.363381   111.1573         0.000000        0  100
## 133 8.740675 -0.424742    0.343545   111.1573         0.000000        0  100
## 134 8.760249 -0.709491    0.326851   111.1573         0.000000        0  100
## 135 8.777541 -1.511472    0.306963   111.1573         0.000000        0  100
## 136 8.792600  0.120897    0.286337   111.1573         0.000000        0  100
## 137 8.805466  0.119810    0.266914   111.1573         0.000000        0  100
## 138 8.816919  0.118485    0.251538   111.1573         0.000000        0  100
## 139 8.826241  0.114173    0.239128   111.1573         0.000000        0  100
## 140 8.834186  0.124681    0.261344   111.1573         0.012047        1  100
## 141 8.840764  0.122279    0.250423   111.1573         0.000000        0  100
## 142 8.846724  0.122705    0.280420   111.1573         0.012047        1  100
## 143 8.849786  0.122219    0.385891   111.1573         0.012047        1  100
## 144 8.852223  0.122561    0.365374   111.1573         0.000000        0  100
## 145 8.854049  0.119426    0.420021   111.1573         0.012047        1  100
## 146 8.854506  0.111808    0.390195   111.1573         0.000000        0  100
## 147 8.855084  0.109465    0.367804   111.1573         0.000000        0  100
## 148 8.853498  0.105259    0.347201   111.1573         0.000000        0  100
## 149 8.852024  0.104938    0.328897   111.1573         0.000000        0  100
## 150 8.856339  0.122690    0.279620   111.1573         0.012047        1  100
##          pet      lai baseflow streamflow   pcp recharge Kdowndirpch
## 1   0.000000 0.032863        0          0  0.00 0.000000     0.00000
## 2   0.000000 0.032865        0          0  0.00 0.000000     0.00000
## 3   0.000000 0.032865        0          0 11.91 0.008578     0.00000
## 4   0.000000 0.032865        0          0 18.77 0.013532     0.00000
## 5   0.000000 0.032865        0          0  0.00 0.000000     0.00000
## 6   0.000000 0.032865        0          0  5.62 0.004043     0.00000
## 7   0.000000 0.032865        0          0 15.91 0.011471     0.00000
## 8   0.000000 0.032865        0          0  0.00 0.000000     0.00000
## 9   0.000000 0.032865        0          0  0.00 0.000000     0.00000
## 10  0.000000 0.032865        0          0  0.00 0.000000     0.00000
## 11  0.000000 0.032865        0          0  0.00 0.000000     0.00000
## 12  0.000000 0.032865        0          0  0.00 0.000000     0.00000
## 13  0.000000 0.032865        0          0  0.00 0.000000     0.00000
## 14  0.000000 0.032865        0          0  0.00 0.000000     0.00000
## 15  0.000000 0.032865        0          0  0.00 0.000000     0.00000
## 16  0.000000 0.032863        0          0  0.00 0.000000     0.00000
## 17  0.000000 0.032863        0          0  0.00 0.000000     0.00000
## 18  0.000000 0.032863        0          0  0.00 0.000000     0.00000
## 19  0.000000 0.032863        0          0  0.00 0.000000     0.00000
## 20  0.000000 0.032863        0          0  0.00 0.000000     0.00000
## 21  0.000000 0.032863        0          0  0.00 0.000000     0.00000
## 22  0.000000 0.032863        0          0  0.00 0.000000     0.00000
## 23  0.000000 0.032859        0          0  1.16 0.000813     0.00000
## 24  0.000000 0.032859        0          0  0.67 0.000483     0.00000
## 25  0.000000 0.032859        0          0  7.23 0.005213     0.00000
## 26  0.000000 0.032859        0          0 52.81 0.038074     0.00000
## 27  0.000000 0.032859        0          0 22.66 0.016337     0.00000
## 28  0.000000 0.032859        0          0  0.00 0.000000     0.00000
## 29  0.000000 0.032859        0          0  0.00 0.000000     0.00000
## 30  0.000000 0.032859        0          0  0.00 0.000000     0.00000
## 31  0.000000 0.032856        0          0  1.13 0.000791     0.00000
## 32  0.000000 0.032856        0          0  0.00 0.000000     0.00000
## 33  0.000000 0.032856        0          0  0.00 0.000000     0.00000
## 34  0.000000 0.032856        0          0  0.00 0.000000     0.00000
## 35  0.000000 0.032856        0          0  0.00 0.000000     0.00000
## 36  0.000000 0.032856        0          0  0.00 0.000000     0.00000
## 37  0.000000 0.032856        0          0 16.79 0.012096     0.00000
## 38  0.000000 0.032856        0          0  0.00 0.000000     0.00000
## 39  0.000000 0.032850        0          0  0.00 0.000000     0.00000
## 40  0.000000 0.032850        0          0  0.00 0.000000     0.00000
## 41  0.000000 0.032850        0          0  0.00 0.000000     0.00000
## 42  0.000000 0.032850        0          0 14.59 0.010510     0.00000
## 43  0.000000 0.032850        0          0 13.15 0.009481     0.00000
## 44  0.000000 0.032850        0          0  0.00 0.000000     0.00000
## 45  0.000000 0.032850        0          0  0.00 0.000000     0.00000
## 46  0.000000 0.032850        0          0  0.00 0.000000     0.00000
## 47  0.000000 0.032844        0          0  2.91 0.002089   146.80897
## 48  0.001870 0.032844        0          0  0.00 0.000000     0.00000
## 49  0.003223 0.032844        0          0 16.79 0.001493     0.00000
## 50  0.002888 0.032844        0          0 21.05 0.025744     0.00000
## 51  0.004188 0.032844        0          0  0.00 0.000000     0.00000
## 52  0.000000 0.032844        0          0 20.54 0.014794   103.26678
## 53  0.000000 0.032844        0          0 23.57 0.016987    69.05411
## 54  0.004937 0.032844        0          0  0.00 0.000000     0.00000
## 55  0.000000 0.032840        0          0 12.02 0.008652   569.99788
## 56  0.000000 0.032840        0          0 92.62 0.066770   223.64091
## 57  0.000000 0.032840        0          0 42.59 0.030700    15.34072
## 58  0.000000 0.032840        0          0  9.19 0.006620    20.33902
## 59  0.010358 0.032840        0          0  0.00 0.000000     0.00000
## 60  0.000000 0.032840        0          0  5.54 0.003980   237.69562
## 61  0.022162 0.032840        0          0  0.00 0.000000     0.00000
## 62  0.013224 0.032840        0          0  0.00 0.000000     0.00000
## 63  0.000000 0.032833        0          0  6.79 0.004881   221.26819
## 64  0.000000 0.032833        0          0  5.19 0.003736   781.52997
## 65  0.000000 0.032833        0          0  3.17 0.002280   321.12515
## 66  0.000000 0.032833        0          0 13.39 0.009648    56.61453
## 67  0.000000 0.032833        0          0  7.48 0.005387    58.99386
## 68  0.020353 0.032833        0          0  0.00 0.000000     0.00000
## 69  0.000000 0.032833        0          0  0.59 0.000411   296.46830
## 70  0.000000 0.032833        0          0  1.46 0.001047   219.77098
## 71  0.000000 0.032828        0          0  9.11 0.006562    38.06074
## 72  0.000000 0.032828        0          0  2.00 0.001436   240.42381
## 73  0.000000 0.032828        0          0  6.00 0.004320  1415.50026
## 74  0.000000 0.032828        0          0 47.89 0.034521   384.13568
## 75  0.000000 0.032828        0          0 16.62 0.011977   532.46263
## 76  0.015905 0.032828        0          0  0.00 0.000000     0.00000
## 77  0.031133 0.032828        0          0  0.00 0.000000     0.00000
## 78  0.038065 0.032828        0          0  0.00 0.000000     0.00000
## 79  0.000000 0.032824        0          0  2.26 0.001615  1961.96516
## 80  0.000000 0.032824        0          0 11.41 0.008220  1145.32331
## 81  0.013565 0.032824        0          0  0.00 0.000000     0.00000
## 82  0.008046 0.032824        0          0  0.00 0.000000     0.00000
## 83  0.025178 0.032824        0          0  0.00 0.000000     0.00000
## 84  0.000000 0.032824        0          0  8.98 0.006460  2082.15303
## 85  0.000000 0.032824        0          0 17.41 0.012546   202.78745
## 86  0.000000 0.032824        0          0  6.00 0.004320    48.36418
## 87  0.016764 0.032820        0          0  0.00 0.000000     0.00000
## 88  0.013246 0.032820        0          0  0.00 0.000000     0.00000
## 89  0.035767 0.032820        0          0  0.00 0.000000     0.00000
## 90  0.000000 0.032820        0          0  3.95 0.002833  3537.17260
## 91  0.000000 0.032820        0          0  7.98 0.005748  2582.59992
## 92  0.041757 0.032820        0          0  0.00 0.000000     0.00000
## 93  0.000000 0.032820        0          0 11.02 0.007931   325.58569
## 94  0.000000 0.032820        0          0  1.17 0.000838  1399.22801
## 95  0.003971 0.032816        0          0  0.00 0.000000     0.00000
## 96  0.017858 0.032816        0          0  0.00 0.000000     0.00000
## 97  0.022881 0.032816        0          0  0.00 0.000000     0.00000
## 98  0.000000 0.032816        0          0 21.55 0.015522  1152.96764
## 99  0.013076 0.032816        0          0  0.00 0.000000     0.00000
## 100 0.012718 0.032816        0          0  0.00 0.000000     0.00000
## 101 0.021704 0.032816        0          0  0.00 0.000000     0.00000
## 102 0.040245 0.032816        0          0  0.00 0.000000     0.00000
## 103 0.000000 0.032813        0          0 20.50 0.014765   910.14868
## 104 0.030445 0.032813        0          0  0.00 0.000000     0.00000
## 105 0.053537 0.032813        0          0  0.00 0.000000     0.00000
## 106 0.070997 0.032813        0          0  0.00 0.000000     0.00000
## 107 0.072738 0.032813        0          0  0.00 0.000000     0.00000
## 108 0.000000 0.032813        0          0  8.44 0.006071  3894.03328
## 109 0.026766 0.032813        0          0  0.00 0.000000     0.00000
## 110 0.053818 0.032813        0          0  0.00 0.000000     0.00000
## 111 0.000000 0.032811        0          0 17.21 0.012393  3656.22255
## 112 0.000000 0.032811        0          0  2.40 0.001725  1670.30602
## 113 0.000000 0.032811        0          0  1.81 0.001299  3289.32773
## 114 0.000000 0.032811        0          0  0.31 0.000218  2732.05946
## 115 0.048828 0.032811        0          0  0.00 0.000000     0.00000
## 116 0.052483 0.032811        0          0  0.00 0.000000     0.00000
## 117 0.066366 0.032811        0          0  0.00 0.000000     0.00000
## 118 0.066309 0.032811        0          0  0.00 0.000000     0.00000
## 119 0.000000 0.032809        0          0  1.42 0.001009  3849.54550
## 120 0.000000 0.032809        0          0 38.23 0.027557   483.80272
## 121 0.012529 0.032809        0          0  0.00 0.000000     0.00000
## 122 0.060719 0.032809        0          0  0.00 0.000000     0.00000
## 123 0.096899 0.032809        0          0  0.00 0.000000     0.00000
## 124 0.029615 0.032809        0          0  0.00 0.000000     0.00000
## 125 0.060417 0.032809        0          0  0.00 0.000000     0.00000
## 126 0.055362 0.032809        0          0  0.00 0.000000     0.00000
## 127 0.000000 0.032807        0          0 35.09 0.025284   303.34418
## 128 0.000000 0.032807        0          0 38.62 0.027838    97.41925
## 129 0.000000 0.032807        0          0 12.54 0.009035   774.11513
## 130 0.036468 0.032807        0          0  0.00 0.000000     0.00000
## 131 0.000000 0.032807        0          0 10.36 0.007455   506.54189
## 132 0.055044 0.032807        0          0  0.00 0.000000     0.00000
## 133 0.068870 0.032807        0          0  0.00 0.000000     0.00000
## 134 0.057115 0.032807        0          0  0.00 0.000000     0.00000
## 135 0.077089 0.032806        0          0  0.00 0.000000     0.00000
## 136 0.089279 0.032806        0          0  0.00 0.000000     0.00000
## 137 0.090648 0.032806        0          0  0.00 0.000000     0.00000
## 138 0.085357 0.032806        0          0  0.00 0.000000     0.00000
## 139 0.090654 0.032806        0          0  0.00 0.000000     0.00000
## 140 0.000000 0.032806        0          0  1.51 0.001074  2215.03516
## 141 0.047317 0.032806        0          0  0.00 0.000000     0.00000
## 142 0.000000 0.032806        0          0  2.04 0.001456  3265.77455
## 143 0.000000 0.032804        0          0  7.36 0.005301  4935.71230
## 144 0.070254 0.032804        0          0  0.00 0.000000     0.00000
## 145 0.000000 0.032804        0          0  4.61 0.003309  6571.62252
## 146 0.091730 0.032804        0          0  0.00 0.000000     0.00000
## 147 0.088335 0.032804        0          0  0.00 0.000000     0.00000
## 148 0.095268 0.032804        0          0  0.00 0.000000     0.00000
## 149 0.091564 0.032804        0          0  0.00 0.000000     0.00000
## 150 0.000000 0.032804        0          0 32.76 0.023604  1354.22448
##     Kdowndiffpch   Kupdirpch Kupdifpch Luppch Kdowndirsubcan Kdowndifsubcan
## 1         0.0000    0.000000   0.00000      0        0.00000         0.0000
## 2         0.0000    0.000000   0.00000      0        0.00000         0.0000
## 3         0.0000    0.000000   0.00000      0        0.00000         0.0000
## 4         0.0000    0.000000   0.00000      0        0.00000         0.0000
## 5         0.0000    0.000000   0.00000      0        0.00000         0.0000
## 6         0.0000    0.000000   0.00000      0        0.00000         0.0000
## 7         0.0000    0.000000   0.00000      0        0.00000         0.0000
## 8         0.0000    0.000000   0.00000      0        0.00000         0.0000
## 9         0.0000    0.000000   0.00000      0        0.00000         0.0000
## 10        0.0000    0.000000   0.00000      0        0.00000         0.0000
## 11        0.0000    0.000000   0.00000      0        0.00000         0.0000
## 12        0.0000    0.000000   0.00000      0        0.00000         0.0000
## 13        0.0000    0.000000   0.00000      0        0.00000         0.0000
## 14        0.0000    0.000000   0.00000      0        0.00000         0.0000
## 15        0.0000    0.000000   0.00000      0        0.00000         0.0000
## 16        0.0000    0.000000   0.00000      0        0.00000         0.0000
## 17        0.0000    0.000000   0.00000      0        0.00000         0.0000
## 18        0.0000    0.000000   0.00000      0        0.00000         0.0000
## 19        0.0000    0.000000   0.00000      0        0.00000         0.0000
## 20        0.0000    0.000000   0.00000      0        0.00000         0.0000
## 21        0.0000    0.000000   0.00000      0        0.00000         0.0000
## 22        0.0000    0.000000   0.00000      0        0.00000         0.0000
## 23        0.0000    0.000000   0.00000      0        0.00000         0.0000
## 24        0.0000    0.000000   0.00000      0        0.00000         0.0000
## 25        0.0000    0.000000   0.00000      0        0.00000         0.0000
## 26        0.0000    0.000000   0.00000      0        0.00000         0.0000
## 27        0.0000    0.000000   0.00000      0        0.00000         0.0000
## 28        0.0000    0.000000   0.00000      0        0.00000         0.0000
## 29        0.0000    0.000000   0.00000      0        0.00000         0.0000
## 30        0.0000    0.000000   0.00000      0        0.00000         0.0000
## 31        0.0000    0.000000   0.00000      0        0.00000         0.0000
## 32        0.0000    0.000000   0.00000      0        0.00000         0.0000
## 33        0.0000    0.000000   0.00000      0        0.00000         0.0000
## 34        0.0000    0.000000   0.00000      0        0.00000         0.0000
## 35        0.0000    0.000000   0.00000      0        0.00000         0.0000
## 36        0.0000    0.000000   0.00000      0        0.00000         0.0000
## 37        0.0000    0.000000   0.00000      0        0.00000         0.0000
## 38        0.0000    0.000000   0.00000      0        0.00000         0.0000
## 39        0.0000    0.000000   0.00000      0        0.00000         0.0000
## 40        0.0000    0.000000   0.00000      0        0.00000         0.0000
## 41        0.0000    0.000000   0.00000      0        0.00000         0.0000
## 42        0.0000    0.000000   0.00000      0        0.00000         0.0000
## 43        0.0000    0.000000   0.00000      0        0.00000         0.0000
## 44        0.0000    0.000000   0.00000      0        0.00000         0.0000
## 45        0.0000    0.000000   0.00000      0        0.00000         0.0000
## 46        0.0000    0.000000   0.00000      0        0.00000         0.0000
## 47      559.7645   16.804470  68.97663      0      146.80897       559.7645
## 48      136.6233    2.754630  50.71113      0       24.06528       415.1204
## 49        0.0000   14.577098  70.28701      0      127.34997       571.3497
## 50        0.0000    9.254041  69.28481      0       80.84612       565.1136
## 51      186.5679   10.832681  70.34549      0       94.63760       573.2281
## 52      575.3005   11.820420  70.64298      0      103.26678       575.3005
## 53      552.4559    7.904269  67.68094      0       69.05411       552.4559
## 54      184.1805   14.981166  70.10987      0      130.88003       569.7452
## 55     1687.3670   65.162528 208.50363      0      569.99788      1687.3670
## 56     1634.7995   25.566774 200.34407      0      223.64091      1634.7995
## 57      614.4934    1.753761  74.95796      0       15.34072       614.4934
## 58      696.1305    2.325170  84.93130      0       20.33902       696.1305
## 59      394.0121    8.889523 146.35692      0       77.75956      1197.8243
## 60     1654.5096   27.173517 202.81706      0      237.69562      1654.5096
## 61      561.6564   36.609787 212.24351      0      320.23775      1728.4364
## 62      384.2989    8.292460 142.69185      0       72.53686      1167.9644
## 63     1598.2786   25.253959 195.83448      0      221.26819      1598.2786
## 64     1792.9901   89.198206 222.28445      0      781.52997      1792.9901
## 65     1744.9162   36.650913 214.18845      0      321.12515      1744.9162
## 66      991.0820    6.461575 121.04393      0       56.61453       991.0820
## 67     1007.7355    6.733134 123.08481      0       58.99386      1007.7355
## 68      527.1239   26.204458 197.81254      0      229.59620      1614.1793
## 69     1716.5727   33.836758 210.61479      0      296.46830      1716.5727
## 70     1595.3337   25.083078 195.46834      0      219.77098      1595.3337
## 71     1020.0859    4.337907 124.47970      0       38.06074      1020.0859
## 72     2187.6784   27.401886 267.70196      0      240.42381      2187.6784
## 73     3035.8872  161.329182 376.55431      0     1415.50026      3035.8872
## 74     2548.9922   43.781196 312.40155      0      384.13568      2548.9922
## 75     2751.9095   60.686502 337.82143      0      532.46263      2751.9095
## 76      802.3603   40.048002 300.91218      0      351.38068      2455.9613
## 77      857.9587  212.357154 345.52590      0     1863.21907      2764.0712
## 78      723.0163  266.706392 303.47978      0     2340.07862      2400.7198
## 79     3052.8668  223.344090 380.84557      0     1961.96516      3052.8668
## 80     3175.2733  130.380089 392.07987      0     1145.32331      3175.2733
## 81      921.6155   67.974002 348.39017      0      597.11732      2837.0098
## 82      672.5434   24.915192 250.89275      0      218.86740      2050.8803
## 83      835.1989  287.384817 346.29459      0     2524.53064      2748.5089
## 84     2999.3410  237.025908 374.86508      0     2082.15303      2999.3410
## 85     1992.2758   23.084701 243.67913      0      202.78745      1992.2758
## 86     1086.5464    5.505630 132.61707      0       48.36418      1086.5464
## 87     1062.0199  159.804360 411.80069      0     1405.24507      3329.2801
## 88     1042.2953  123.906258 399.83665      0     1089.57389      3242.3788
## 89      598.0640  457.865195 280.11348      0     4026.25316      2154.8796
## 90     2520.6672  402.246992 322.55525      0     3537.17260      2520.6672
## 91     3084.0407  293.693062 387.04581      0     2582.59992      3084.0407
## 92     1000.7413  255.997599 401.85511      0     2251.12359      3217.4243
## 93     2335.6518   37.025579 286.02237      0      325.58569      2335.6518
## 94     3328.4704  159.120101 411.67582      0     1399.22801      3328.4704
## 95      378.8647    6.964181 140.31857      0       61.29403      1149.4332
## 96     1099.6376  212.740397 431.74131      0     1872.39778      3478.3625
## 97     1025.4287  304.466894 416.09009      0     2679.71266      3321.9703
## 98     3331.6693  130.999298 410.83188      0     1152.96764      3331.6693
## 99      861.4311   54.085941 323.90703      0      476.02805      2641.7353
## 100     904.8781   63.391316 341.07965      0      557.92769      2779.8310
## 101    1103.0723  185.234419 429.50899      0     1630.30867      3468.4229
## 102     970.3337  344.830517 400.94433      0     3034.96610      3185.3754
## 103    3832.2296  103.331458 470.68662      0      910.14868      3832.2296
## 104    1328.5090  131.850482 505.21848      0     1161.34568      4107.1831
## 105    1101.3801  637.110282 484.05706      0     5611.69939      3783.9643
## 106     898.8380  724.794930 420.35007      0     6384.03018      3235.1821
## 107    1180.7029  571.409814 505.13229      0     5033.00637      3976.3704
## 108    4420.5577  442.099348 554.59302      0     3894.03328      4420.5577
## 109    1239.9410  105.973569 469.42579      0      933.42052      3821.1002
## 110     942.2671  703.189383 433.66366      0     6193.72744      3350.8387
## 111    4730.1488  414.827233 590.93764      0     3656.22255      4730.1488
## 112    4468.0753  189.509368 551.09088      0     1670.30602      4468.0753
## 113    4771.7420  373.200126 594.54385      0     3289.32773      4771.7420
## 114    4772.0229  309.973654 592.35759      0     2732.05946      4772.0229
## 115    1277.3720  595.940171 541.83776      0     5252.52375      4274.9952
## 116    1090.3359  716.440898 487.50821      0     6314.59838      3794.3924
## 117    1026.2023  753.227209 468.33333      0     6638.82719      3626.4254
## 118    1235.4495  625.250177 529.93721      0     5510.85757      4168.8820
## 119    4904.9867  436.514795 612.63412      0     3849.54550      4904.9867
## 120    3029.1786   54.860254 370.98473      0      483.80272      3029.1786
## 121    1118.5775   76.439422 420.64765      0      674.10552      3430.6834
## 122     727.4482 1007.808706 386.17229      0     8887.68380      2885.7304
## 123     587.9188 1077.629912 343.02867      0     9503.42446      2512.0151
## 124    1409.3150  165.146002 538.07224      0     1456.39290      4369.4126
## 125     813.9801  962.795823 412.72748      0     8490.72328      3116.3279
## 126    1091.2914  805.960493 496.35083      0     7107.62070      3846.7334
## 127    2491.0915   34.380803 304.69058      0      303.34418      2491.0915
## 128    1501.1252   11.041425 183.28117      0       97.41925      1501.1252
## 129    3597.8573   87.737630 441.33875      0      774.11513      3597.8573
## 130    1540.7132  245.632321 595.27649      0     2167.23082      4817.7396
## 131    3070.3472   57.411079 376.04488      0      506.54189      3070.3472
## 132    1429.1040  641.616968 599.75859      0     5661.03054      4745.5187
## 133    1104.2348  885.304463 508.23488      0     7811.10203      3927.3142
## 134    1259.4818  779.747594 553.22527      0     6879.76653      4325.6017
## 135     821.5469 1114.299251 428.90043      0     9834.28477      3217.1889
## 136     783.3412 1112.171584 414.59825      0     9815.50697      3100.3906
## 137     955.3897 1011.024511 466.42840      0     8922.83014      3553.2357
## 138    1242.1269  820.269404 550.28949      0     7239.31466      4293.3011
## 139    1226.2198  831.944196 545.76124      0     7342.35092      4252.9663
## 140    4812.1776  250.980329 594.66737      0     2215.03516      4812.1776
## 141    1586.1200  324.648618 620.59776      0     2865.19707      5004.9701
## 142    5062.6622  370.037092 629.13009      0     3265.77455      5062.6622
## 143    5136.4835  559.051717 644.05958      0     4935.71230      5136.4835
## 144    1463.3300  706.434197 617.39440      0     6236.91127      4878.2970
## 145    4786.7421  744.345828 607.47187      0     6571.62252      4786.7421
## 146    1263.7249  880.968303 563.41863      0     7777.82440      4388.7261
## 147    1401.2587  766.301988 601.23388      0     6765.46737      4729.6857
## 148    1295.4209  856.119039 572.30952      0     7558.43716      4468.3270
## 149    1392.2220  774.483277 598.82144      0     6837.69769      4707.7028
## 150    4277.7830  153.388503 526.23158      0     1354.22448      4277.7830
##     Ldownsubcan   Kstarcan Kstardirsno Kstardiffsno Lstarcanopy Lstarsnow
## 1             0   0.000000     0.00000      0.00000           0         0
## 2             0   0.000000     0.00000      0.00000           0         0
## 3             0   0.000000     0.00000      0.00000           0         0
## 4             0   0.000000     0.00000      0.00000           0         0
## 5             0   0.000000     0.00000      0.00000           0         0
## 6             0   0.000000     0.00000      0.00000           0         0
## 7             0   0.000000     0.00000      0.00000           0         0
## 8             0   0.000000     0.00000      0.00000           0         0
## 9             0   0.000000     0.00000      0.00000           0         0
## 10            0   0.000000     0.00000      0.00000           0         0
## 11            0   0.000000     0.00000      0.00000           0         0
## 12            0   0.000000     0.00000      0.00000           0         0
## 13            0   0.000000     0.00000      0.00000           0         0
## 14            0   0.000000     0.00000      0.00000           0         0
## 15            0   0.000000     0.00000      0.00000           0         0
## 16            0   0.000000     0.00000      0.00000           0         0
## 17            0   0.000000     0.00000      0.00000           0         0
## 18            0   0.000000     0.00000      0.00000           0         0
## 19            0   0.000000     0.00000      0.00000           0         0
## 20            0   0.000000     0.00000      0.00000           0         0
## 21            0   0.000000     0.00000      0.00000           0         0
## 22            0   0.000000     0.00000      0.00000           0         0
## 23            0   0.000000     0.00000      0.00000           0         0
## 24            0   0.000000     0.00000      0.00000           0         0
## 25            0   0.000000     0.00000      0.00000           0         0
## 26            0   0.000000     0.00000      0.00000           0         0
## 27            0   0.000000     0.00000      0.00000           0         0
## 28            0   0.000000     0.00000      0.00000           0         0
## 29            0   0.000000     0.00000      0.00000           0         0
## 30            0   0.000000     0.00000      0.00000           0         0
## 31            0   0.000000     0.00000      0.00000           0         0
## 32            0   0.000000     0.00000      0.00000           0         0
## 33            0   0.000000     0.00000      0.00000           0         0
## 34            0   0.000000     0.00000      0.00000           0         0
## 35            0   0.000000     0.00000      0.00000           0         0
## 36            0   0.000000     0.00000      0.00000           0         0
## 37            0   0.000000     0.00000      0.00000           0         0
## 38            0   0.000000     0.00000      0.00000           0         0
## 39            0   0.000000     0.00000      0.00000           0         0
## 40            0   0.000000     0.00000      0.00000           0         0
## 41            0   0.000000     0.00000      0.00000           0         0
## 42            0   0.000000     0.00000      0.00000           0         0
## 43            0   0.000000     0.00000      0.00000           0         0
## 44            0   0.000000     0.00000      0.00000           0         0
## 45            0   0.000000     0.00000      0.00000           0         0
## 46            0   0.000000     0.00000      0.00000           0         0
## 47            0  45.568650     0.00000      0.00000           0         0
## 48            0  42.001510     0.00000      0.00000           0         0
## 49            0   6.583203    19.10250     85.70246           0         0
## 50            0 -18.207065    12.12692     84.76704           0         0
## 51            0  55.970820     0.00000      0.00000           0         0
## 52            0  43.743942     0.00000      0.00000           0         0
## 53            0  38.945178     0.00000      0.00000           0         0
## 54            0  56.822860     0.00000      0.00000           0         0
## 55            0 185.797424     0.00000      0.00000           0         0
## 56            0 154.962913     0.00000      0.00000           0         0
## 57            0  40.832019     0.00000      0.00000           0         0
## 58            0  49.116792     0.00000      0.00000           0         0
## 59            0 101.607386     0.00000      0.00000           0         0
## 60            0 157.967180     0.00000      0.00000           0         0
## 61            0 145.751085     0.00000      0.00000           0         0
## 62            0  90.557297     0.00000      0.00000           0         0
## 63            0 150.500899     0.00000      0.00000           0         0
## 64            0 209.072400     0.00000      0.00000           0         0
## 65            0 171.771034     0.00000      0.00000           0         0
## 66            0  80.150704     0.00000      0.00000           0         0
## 67            0  81.975430     0.00000      0.00000           0         0
## 68            0 132.635705     0.00000      0.00000           0         0
## 69            0 167.391656     0.00000      0.00000           0         0
## 70            0 150.218827     0.00000      0.00000           0         0
## 71            0  81.496225     0.00000      0.00000           0         0
## 72            0 208.073131     0.00000      0.00000           0         0
## 73            0 369.787259     0.00000      0.00000           0         0
## 74            0 252.695701     0.00000      0.00000           0         0
## 75            0 282.425638     0.00000      0.00000           0         0
## 76            0 233.842774     0.00000      0.00000           0         0
## 77            0 335.718227     0.00000      0.00000           0         0
## 78            0 317.315859     0.00000      0.00000           0         0
## 79            0 403.088933     0.00000      0.00000           0         0
## 80            0 361.730429     0.00000      0.00000           0         0
## 81            0 304.827698     0.00000      0.00000           0         0
## 82            0 212.503823     0.00000      0.00000           0         0
## 83            0 396.043618     0.00000      0.00000           0         0
## 84            0 405.684733     0.00000      0.00000           0         0
## 85            0 185.991811     0.00000      0.00000           0         0
## 86            0  88.303275     0.00000      0.00000           0         0
## 87            0 398.712302     0.00000      0.00000           0         0
## 88            0 381.700779     0.00000      0.00000           0         0
## 89            0 396.325485     0.00000      0.00000           0         0
## 90            0 445.649049     0.00000      0.00000           0         0
## 91            0 440.344876     0.00000      0.00000           0         0
## 92            0 366.631209     0.00000      0.00000           0         0
## 93            0 226.453977     0.00000      0.00000           0         0
## 94            0 389.739264     0.00000      0.00000           0         0
## 95            0 114.807598     0.00000      0.00000           0         0
## 96            0 434.892167     0.00000      0.00000           0         0
## 97            0 448.250062     0.00000      0.00000           0         0
## 98            0 371.994011     0.00000      0.00000           0         0
## 99            0 262.041253     0.00000      0.00000           0         0
## 100           0 286.366008     0.00000      0.00000           0         0
## 101           0 394.778605     0.00000      0.00000           0         0
## 102           0 408.617134     0.00000      0.00000           0         0
## 103           0 404.110792     0.00000      0.00000           0         0
## 104           0 401.615666     0.00000      0.00000           0         0
## 105           0 588.455695     0.00000      0.00000           0         0
## 106           0 545.425003     0.00000      0.00000           0         0
## 107           0 539.588562     0.00000      0.00000           0         0
## 108           0 636.017151     0.00000      0.00000           0         0
## 109           0 369.570646     0.00000      0.00000           0         0
## 110           0 582.875075     0.00000      0.00000           0         0
## 111           0 645.724352     0.00000      0.00000           0         0
## 112           0 507.239894     0.00000      0.00000           0         0
## 113           0 628.772824     0.00000      0.00000           0         0
## 114           0 597.075327     0.00000      0.00000           0         0
## 115           0 614.688270     0.00000      0.00000           0         0
## 116           0 622.829246     0.00000      0.00000           0         0
## 117           0 594.612227     0.00000      0.00000           0         0
## 118           0 583.833909     0.00000      0.00000           0         0
## 119           0 668.187439     0.00000      0.00000           0         0
## 120           0 299.905387     0.00000      0.00000           0         0
## 121           0 365.166516     0.00000      0.00000           0         0
## 122           0 654.136932     0.00000      0.00000           0         0
## 123           0 596.147865     0.00000      0.00000           0         0
## 124           0 441.008715     0.00000      0.00000           0         0
## 125           0 653.410195     0.00000      0.00000           0         0
## 126           0 655.223101     0.00000      0.00000           0         0
## 127           0 237.425011     0.00000      0.00000           0         0
## 128           0 130.593990     0.00000      0.00000           0         0
## 129           0 369.989392     0.00000      0.00000           0         0
## 130           0 504.755376     0.00000      0.00000           0         0
## 131           0 304.458868     0.00000      0.00000           0         0
## 132           0 651.180908     0.00000      0.00000           0         0
## 133           0 664.895310     0.00000      0.00000           0         0
## 134           0 673.772161     0.00000      0.00000           0         0
## 135           0 685.389870     0.00000      0.00000           0         0
## 136           0 663.167847     0.00000      0.00000           0         0
## 137           0 666.972254     0.00000      0.00000           0         0
## 138           0 662.880731     0.00000      0.00000           0         0
## 139           0 668.036561     0.00000      0.00000           0         0
## 140           0 564.028823     0.00000      0.00000           0         0
## 141           0 538.149983     0.00000      0.00000           0         0
## 142           0 644.445493     0.00000      0.00000           0         0
## 143           0 736.183734     0.00000      0.00000           0         0
## 144           0 668.567432     0.00000      0.00000           0         0
## 145           0 788.443710     0.00000      0.00000           0         0
## 146           0 700.373984     0.00000      0.00000           0         0
## 147           0 689.561474     0.00000      0.00000           0         0
## 148           0 704.905303     0.00000      0.00000           0         0
## 149           0 695.250917     0.00000      0.00000           0         0
## 150           0 465.011826     0.00000      0.00000           0         0
##     Lstarsoil     wind windsnow windzone       ga gasnow trans_reduc_perc
## 1           0 0.457002        1        1 4.629499      0                1
## 2           0 0.457002        1        1 4.629499      0                1
## 3           0 0.457002        1        1 4.629499      0                1
## 4           0 0.457002        1        1 4.629499      0                1
## 5           0 0.457002        1        1 4.629499      0                1
## 6           0 0.457002        1        1 4.629499      0                1
## 7           0 0.457002        1        1 4.629499      0                1
## 8           0 0.457002        1        1 4.629499      0                1
## 9           0 0.457002        1        1 4.629499      0                1
## 10          0 0.457002        1        1 4.629499      0                1
## 11          0 0.457002        1        1 4.629499      0                1
## 12          0 0.457002        1        1 4.629499      0                1
## 13          0 0.457002        1        1 4.629499      0                1
## 14          0 0.457002        1        1 4.629499      0                1
## 15          0 0.457002        1        1 4.629499      0                1
## 16          0 0.457002        1        1 4.629499      0                1
## 17          0 0.457002        1        1 4.629499      0                1
## 18          0 0.457002        1        1 4.629499      0                1
## 19          0 0.457002        1        1 4.629499      0                1
## 20          0 0.457002        1        1 4.629499      0                1
## 21          0 0.457002        1        1 4.629499      0                1
## 22          0 0.457002        1        1 4.629499      0                1
## 23          0 0.000000        1        1 0.100000      0                1
## 24          0 0.457002        1        1 4.629499      0                1
## 25          0 0.457002        1        1 4.629499      0                1
## 26          0 0.457002        1        1 4.629499      0                1
## 27          0 0.457002        1        1 4.629499      0                1
## 28          0 0.457002        1        1 4.629499      0                1
## 29          0 0.457002        1        1 4.629499      0                1
## 30          0 0.457002        1        1 4.629499      0                1
## 31          0 0.000000        1        1 0.100000      0                1
## 32          0 0.457002        1        1 4.629499      0                1
## 33          0 0.457002        1        1 4.629499      0                1
## 34          0 0.457002        1        1 4.629499      0                1
## 35          0 0.457002        1        1 4.629499      0                1
## 36          0 0.457002        1        1 4.629499      0                1
## 37          0 0.457002        1        1 4.629499      0                1
## 38          0 0.457002        1        1 4.629499      0                1
## 39          0 0.457002        1        1 4.629499      0                1
## 40          0 0.457002        1        1 4.629499      0                1
## 41          0 0.457002        1        1 4.629499      0                1
## 42          0 0.457002        1        1 4.629499      0                1
## 43          0 0.457002        1        1 4.629499      0                1
## 44          0 0.457002        1        1 4.629499      0                1
## 45          0 0.457002        1        1 4.629499      0                1
## 46          0 0.457002        1        1 4.629499      0                1
## 47          0 0.457002        1        1 4.629499      0                1
## 48          0 0.457002        1        1 4.629499      0                1
## 49          0 0.000000        1        1 0.100000      0                1
## 50          0 0.000000        1        1 0.100000      0                1
## 51          0 0.457002        1        1 4.629499      0                1
## 52          0 0.457002        1        1 4.629499      0                1
## 53          0 0.457002        1        1 4.629499      0                1
## 54          0 0.457002        1        1 4.629499      0                1
## 55          0 0.457002        1        1 4.629499      0                1
## 56          0 0.457002        1        1 4.629499      0                1
## 57          0 0.457002        1        1 4.629499      0                1
## 58          0 0.457002        1        1 4.629499      0                1
## 59          0 0.457002        1        1 4.629499      0                1
## 60          0 0.457002        1        1 4.629499      0                1
## 61          0 0.457002        1        1 4.629499      0                1
## 62          0 0.457002        1        1 4.629499      0                1
## 63          0 0.457002        1        1 4.629499      0                1
## 64          0 0.457002        1        1 4.629499      0                1
## 65          0 0.457002        1        1 4.629499      0                1
## 66          0 0.457002        1        1 4.629499      0                1
## 67          0 0.457002        1        1 4.629499      0                1
## 68          0 0.457002        1        1 4.629499      0                1
## 69          0 0.457002        1        1 4.629499      0                1
## 70          0 0.457002        1        1 4.629499      0                1
## 71          0 0.457002        1        1 4.629499      0                1
## 72          0 0.457002        1        1 4.629499      0                1
## 73          0 0.457002        1        1 4.629499      0                1
## 74          0 0.457002        1        1 4.629499      0                1
## 75          0 0.457002        1        1 4.629499      0                1
## 76          0 0.457002        1        1 4.629499      0                1
## 77          0 0.457002        1        1 4.629499      0                1
## 78          0 0.457002        1        1 4.629499      0                1
## 79          0 0.457002        1        1 4.629499      0                1
## 80          0 0.457002        1        1 4.629499      0                1
## 81          0 0.457002        1        1 4.629499      0                1
## 82          0 0.457002        1        1 4.629499      0                1
## 83          0 0.457002        1        1 4.629499      0                1
## 84          0 0.457002        1        1 4.629499      0                1
## 85          0 0.457002        1        1 4.629499      0                1
## 86          0 0.457002        1        1 4.629499      0                1
## 87          0 0.457002        1        1 4.629499      0                1
## 88          0 0.457002        1        1 4.629499      0                1
## 89          0 0.457002        1        1 4.629499      0                1
## 90          0 0.457002        1        1 4.629499      0                1
## 91          0 0.457002        1        1 4.629499      0                1
## 92          0 0.457002        1        1 4.629499      0                1
## 93          0 0.457002        1        1 4.629499      0                1
## 94          0 0.457002        1        1 4.629499      0                1
## 95          0 0.457002        1        1 4.629499      0                1
## 96          0 0.457002        1        1 4.629499      0                1
## 97          0 0.457002        1        1 4.629499      0                1
## 98          0 0.457002        1        1 4.629499      0                1
## 99          0 0.457002        1        1 4.629499      0                1
## 100         0 0.457002        1        1 4.629499      0                1
## 101         0 0.457002        1        1 4.629499      0                1
## 102         0 0.457002        1        1 4.629499      0                1
## 103         0 0.457002        1        1 4.629499      0                1
## 104         0 0.457002        1        1 4.629499      0                1
## 105         0 0.457002        1        1 4.629499      0                1
## 106         0 0.457002        1        1 4.629499      0                1
## 107         0 0.457002        1        1 4.629499      0                1
## 108         0 0.457002        1        1 4.629499      0                1
## 109         0 0.457002        1        1 4.629499      0                1
## 110         0 0.457002        1        1 4.629499      0                1
## 111         0 0.457002        1        1 4.629499      0                1
## 112         0 0.457002        1        1 4.629499      0                1
## 113         0 0.457002        1        1 4.629499      0                1
## 114         0 0.457002        1        1 4.629499      0                1
## 115         0 0.457002        1        1 4.629499      0                1
## 116         0 0.457002        1        1 4.629499      0                1
## 117         0 0.457002        1        1 4.629499      0                1
## 118         0 0.457002        1        1 4.629499      0                1
## 119         0 0.457002        1        1 4.629499      0                1
## 120         0 0.457002        1        1 4.629499      0                1
## 121         0 0.457002        1        1 4.629499      0                1
## 122         0 0.457002        1        1 4.629499      0                1
## 123         0 0.457002        1        1 4.629499      0                1
## 124         0 0.457002        1        1 4.629499      0                1
## 125         0 0.457002        1        1 4.629499      0                1
## 126         0 0.457002        1        1 4.629499      0                1
## 127         0 0.457002        1        1 4.629499      0                1
## 128         0 0.457002        1        1 4.629499      0                1
## 129         0 0.457002        1        1 4.629499      0                1
## 130         0 0.457002        1        1 4.629499      0                1
## 131         0 0.457002        1        1 4.629499      0                1
## 132         0 0.457002        1        1 4.629499      0                1
## 133         0 0.457002        1        1 4.629499      0                1
## 134         0 0.457002        1        1 4.629499      0                1
## 135         0 0.457002        1        1 4.629499      0                1
## 136         0 0.457002        1        1 4.629499      0                1
## 137         0 0.457002        1        1 4.629499      0                1
## 138         0 0.457002        1        1 4.629499      0                1
## 139         0 0.457002        1        1 4.629499      0                1
## 140         0 0.457002        1        1 4.629499      0                1
## 141         0 0.457002        1        1 4.629499      0                1
## 142         0 0.457002        1        1 4.629499      0                1
## 143         0 0.457002        1        1 4.629499      0                1
## 144         0 0.457002        1        1 4.629499      0                1
## 145         0 0.457002        1        1 4.629499      0                1
## 146         0 0.457002        1        1 4.629499      0                1
## 147         0 0.457002        1        1 4.629499      0                1
## 148         0 0.457002        1        1 4.629499      0                1
## 149         0 0.457002        1        1 4.629499      0                1
## 150         0 0.457002        1        1 4.629499      0                1
##     pch_field_cap overland_flow   height ustar snow_albedo  Kstarsoil
## 1        0.905460             0 2.782159     0        0.00     0.0000
## 2        0.905977             0 2.782159     0        0.00     0.0000
## 3        0.906496             0 2.782159     0        0.00     0.0000
## 4        0.906977             0 2.782159     0        0.00     0.0000
## 5        0.907419             0 2.782159     0        0.00     0.0000
## 6        0.907870             0 2.782159     0        0.00     0.0000
## 7        0.908297             0 2.782159     0        0.00     0.0000
## 8        0.908702             0 2.782159     0        0.00     0.0000
## 9        0.909116             0 2.782159     0        0.00     0.0000
## 10       0.909538             0 2.782159     0        0.00     0.0000
## 11       0.909968             0 2.782159     0        0.00     0.0000
## 12       0.910406             0 2.782159     0        0.00     0.0000
## 13       0.910850             0 2.782159     0        0.00     0.0000
## 14       0.911302             0 2.782159     0        0.00     0.0000
## 15       0.911759             0 2.782159     0        0.00     0.0000
## 16       0.912223             0 2.782159     0        0.00     0.0000
## 17       0.912692             0 2.782159     0        0.00     0.0000
## 18       0.913166             0 2.782159     0        0.00     0.0000
## 19       0.913645             0 2.782159     0        0.00     0.0000
## 20       0.914129             0 2.782159     0        0.00     0.0000
## 21       0.914617             0 2.782159     0        0.00     0.0000
## 22       0.915109             0 2.782159     0        0.00     0.0000
## 23       0.915605             0 2.782159     0        0.85     0.0000
## 24       0.916105             0 2.782159     0        0.00     0.0000
## 25       0.916607             0 2.782159     0        0.00     0.0000
## 26       0.917032             0 2.782159     0        0.00     0.0000
## 27       0.917339             0 2.782159     0        0.00     0.0000
## 28       0.917618             0 2.782159     0        0.00     0.0000
## 29       0.917910             0 2.782159     0        0.00     0.0000
## 30       0.918213             0 2.782159     0        0.00     0.0000
## 31       0.918528             0 2.782159     0        0.85     0.0000
## 32       0.918854             0 2.782159     0        0.00     0.0000
## 33       0.919190             0 2.782159     0        0.00     0.0000
## 34       0.919536             0 2.782159     0        0.00     0.0000
## 35       0.919891             0 2.782159     0        0.00     0.0000
## 36       0.920255             0 2.782159     0        0.00     0.0000
## 37       0.920624             0 2.782159     0        0.00     0.0000
## 38       0.920997             0 2.782159     0        0.00     0.0000
## 39       0.921377             0 2.782159     0        0.00     0.0000
## 40       0.921764             0 2.782159     0        0.00     0.0000
## 41       0.922157             0 2.782159     0        0.00     0.0000
## 42       0.922554             0 2.782159     0        0.00     0.0000
## 43       0.922914             0 2.782159     0        0.00     0.0000
## 44       0.923245             0 2.782159     0        0.00     0.0000
## 45       0.923585             0 2.782159     0        0.00     0.0000
## 46       0.923933             0 2.782159     0        0.00     0.0000
## 47       0.924289             0 2.782159     0        0.00     0.0000
## 48       0.924652             0 2.782159     0        0.00   258.6439
## 49       0.925023             0 2.782159     0        0.85     0.0000
## 50       0.925339             0 2.782159     0        0.85     0.0000
## 51       0.925600             0 2.782159     0        0.00   414.5112
## 52       0.925841             0 2.782159     0        0.00     0.0000
## 53       0.926012             0 2.782159     0        0.00     0.0000
## 54       0.926144             0 2.782159     0        0.00   446.3822
## 55       0.926291             0 2.782159     0        0.00     0.0000
## 56       0.926190             0 2.782159     0        0.00     0.0000
## 57       0.925713             0 2.782159     0        0.00     0.0000
## 58       0.925135             0 2.782159     0        0.00     0.0000
## 59       0.924602             0 2.782159     0        0.00   754.0133
## 60       0.924108             0 2.782159     0        0.00     0.0000
## 61       0.923646             0 2.782159     0        0.00  1282.1503
## 62       0.923222             0 2.782159     0        0.00   732.1523
## 63       0.922828             0 2.782159     0        0.00     0.0000
## 64       0.922444             0 2.782159     0        0.00     0.0000
## 65       0.922074             0 2.782159     0        0.00     0.0000
## 66       0.921650             0 2.782159     0        0.00     0.0000
## 67       0.921186             0 2.782159     0        0.00     0.0000
## 68       0.920766             0 2.782159     0        0.00  1132.2740
## 69       0.920386             0 2.782159     0        0.00     0.0000
## 70       0.920044             0 2.782159     0        0.00     0.0000
## 71       0.919719             0 2.782159     0        0.00     0.0000
## 72       0.919405             0 2.782159     0        0.00     0.0000
## 73       0.919104             0 2.782159     0        0.00     0.0000
## 74       0.918607             0 2.782159     0        0.00     0.0000
## 75       0.917918             0 2.782159     0        0.00     0.0000
## 76       0.917254             0 2.782159     0        0.00  1724.2475
## 77       0.916642             0 2.782159     0        0.00  3306.6026
## 78       0.916079             0 2.782159     0        0.00  3543.7023
## 79       0.915565             0 2.782159     0        0.00     0.0000
## 80       0.915053             0 2.782159     0        0.00     0.0000
## 81       0.914543             0 2.782159     0        0.00  2169.0989
## 82       0.914079             0 2.782159     0        0.00  1370.2296
## 83       0.913659             0 2.782159     0        0.00  3910.5367
## 84       0.913273             0 2.782159     0        0.00     0.0000
## 85       0.912812             0 2.782159     0        0.00     0.0000
## 86       0.912292             0 2.782159     0        0.00     0.0000
## 87       0.911821             0 2.782159     0        0.00  3199.0527
## 88       0.911395             0 2.782159     0        0.00  2856.4622
## 89       0.911012             0 2.782159     0        0.00  4964.9556
## 90       0.910667             0 2.782159     0        0.00     0.0000
## 91       0.910347             0 2.782159     0        0.00     0.0000
## 92       0.910045             0 2.782159     0        0.00  3920.9518
## 93       0.909725             0 2.782159     0        0.00     0.0000
## 94       0.909391             0 2.782159     0        0.00     0.0000
## 95       0.909094             0 2.782159     0        0.00   710.7898
## 96       0.908831             0 2.782159     0        0.00  3716.0467
## 97       0.908601             0 2.782159     0        0.00  4376.0860
## 98       0.908316             0 2.782159     0        0.00     0.0000
## 99       0.907980             0 2.782159     0        0.00  1944.5558
## 100      0.907683             0 2.782159     0        0.00  2099.1047
## 101      0.907421             0 2.782159     0        0.00  3485.7861
## 102      0.907193             0 2.782159     0        0.00  4627.9737
## 103      0.906964             0 2.782159     0        0.00     0.0000
## 104      0.906730             0 2.782159     0        0.00  3413.1669
## 105      0.906525             0 2.782159     0        0.00  7354.7172
## 106      0.906349             0 2.782159     0        0.00  7758.4531
## 107      0.906200             0 2.782159     0        0.00  6927.7362
## 108      0.906075             0 2.782159     0        0.00     0.0000
## 109      0.905967             0 2.782159     0        0.00  3039.1277
## 110      0.905879             0 2.782159     0        0.00  7647.8424
## 111      0.905741             0 2.782159     0        0.00     0.0000
## 112      0.905557             0 2.782159     0        0.00     0.0000
## 113      0.905402             0 2.782159     0        0.00     0.0000
## 114      0.905273             0 2.782159     0        0.00     0.0000
## 115      0.905169             0 2.782159     0        0.00  7297.3951
## 116      0.905088             0 2.782159     0        0.00  8007.7559
## 117      0.905030             0 2.782159     0        0.00  8212.5250
## 118      0.904993             0 2.782159     0        0.00  7476.3161
## 119      0.904977             0 2.782159     0        0.00     0.0000
## 120      0.904866             0 2.782159     0        0.00     0.0000
## 121      0.904665             0 2.782159     0        0.00  2575.7325
## 122      0.904493             0 2.782159     0        0.00  9868.6246
## 123      0.904348             0 2.782159     0        0.00 10225.9768
## 124      0.904229             0 2.782159     0        0.00  3833.9099
## 125      0.904135             0 2.782159     0        0.00  9632.3659
## 126      0.904064             0 2.782159     0        0.00  8767.6273
## 127      0.903925             0 2.782159     0        0.00     0.0000
## 128      0.903593             0 2.782159     0        0.00     0.0000
## 129      0.903160             0 2.782159     0        0.00     0.0000
## 130      0.902754             0 2.782159     0        0.00  4745.7602
## 131      0.902341             0 2.782159     0        0.00     0.0000
## 132      0.901921             0 2.782159     0        0.00  7936.7902
## 133      0.901539             0 2.782159     0        0.00  9460.3398
## 134      0.901192             0 2.782159     0        0.00  8825.3497
## 135      0.900879             0 2.782159     0        0.00 10924.7794
## 136      0.900598             0 2.782159     0        0.00 10840.9666
## 137      0.900347             0 2.782159     0        0.00 10273.0695
## 138      0.900127             0 2.782159     0        0.00  9137.2273
## 139      0.899933             0 2.782159     0        0.00  9209.5657
## 140      0.899766             0 2.782159     0        0.00     0.0000
## 141      0.899625             0 2.782159     0        0.00  5497.0305
## 142      0.899507             0 2.782159     0        0.00     0.0000
## 143      0.899412             0 2.782159     0        0.00     0.0000
## 144      0.899336             0 2.782159     0        0.00  8540.3575
## 145      0.899278             0 2.782159     0        0.00     0.0000
## 146      0.899235             0 2.782159     0        0.00  9686.1706
## 147      0.899209             0 2.782159     0        0.00  8944.3790
## 148      0.899201             0 2.782159     0        0.00  9528.6668
## 149      0.899210             0 2.782159     0        0.00  8998.6384
## 150      0.899140             0 2.782159     0        0.00     0.0000
##     Kdowndirsurf Kdowndifsurf exfil_unsat snow_Rnet snow_QLE snow_QH snow_Qrain
## 1        0.00000       0.0000    0.000761  0.000000        0       0    0.00000
## 2        0.00000       0.0000    0.000604  0.000000        0       0    0.00000
## 3        0.00000       0.0000    0.000000  0.000000        0       0    0.00000
## 4        0.00000       0.0000    0.000000  0.000000        0       0    0.00000
## 5        0.00000       0.0000    0.000821  0.000000        0       0    0.00000
## 6        0.00000       0.0000    0.000000  0.000000        0       0    0.00000
## 7        0.00000       0.0000    0.000000  0.000000        0       0    0.00000
## 8        0.00000       0.0000    0.001223  0.000000        0       0    0.00000
## 9        0.00000       0.0000    0.000871  0.000000        0       0    0.00000
## 10       0.00000       0.0000    0.000673  0.000000        0       0    0.00000
## 11       0.00000       0.0000    0.000545  0.000000        0       0    0.00000
## 12       0.00000       0.0000    0.000456  0.000000        0       0    0.00000
## 13       0.00000       0.0000    0.000390  0.000000        0       0    0.00000
## 14       0.00000       0.0000    0.000339  0.000000        0       0    0.00000
## 15       0.00000       0.0000    0.000299  0.000000        0       0    0.00000
## 16       0.00000       0.0000    0.000267  0.000000        0       0    0.00000
## 17       0.00000       0.0000    0.000241  0.000000        0       0    0.00000
## 18       0.00000       0.0000    0.000218  0.000000        0       0    0.00000
## 19       0.00000       0.0000    0.000200  0.000000        0       0    0.00000
## 20       0.00000       0.0000    0.000184  0.000000        0       0    0.00000
## 21       0.00000       0.0000    0.000170  0.000000        0       0    0.00000
## 22       0.00000       0.0000    0.000158  0.000000        0       0    0.00000
## 23       0.00000       0.0000    0.000000  0.000000        0       0    0.00000
## 24       0.00000       0.0000    0.000000  0.000000        0       0    0.00000
## 25       0.00000       0.0000    0.000000  0.000000        0       0    0.00000
## 26       0.00000       0.0000    0.000000  0.000000        0       0    0.00000
## 27       0.00000       0.0000    0.000000  0.000000        0       0    0.00000
## 28       0.00000       0.0000    0.000816  0.000000        0       0    0.00000
## 29       0.00000       0.0000    0.000640  0.000000        0       0    0.00000
## 30       0.00000       0.0000    0.000523  0.000000        0       0    0.00000
## 31       0.00000       0.0000    0.000000  0.000000        0       0    0.00000
## 32       0.00000       0.0000    0.000569  0.000000        0       0    0.00000
## 33       0.00000       0.0000    0.000473  0.000000        0       0    0.00000
## 34       0.00000       0.0000    0.000403  0.000000        0       0    0.00000
## 35       0.00000       0.0000    0.000350  0.000000        0       0    0.00000
## 36       0.00000       0.0000    0.000308  0.000000        0       0    0.00000
## 37       0.00000       0.0000    0.000000  0.000000        0       0    0.00000
## 38       0.00000       0.0000    0.004696  0.000000        0       0    0.00000
## 39       0.00000       0.0000    0.001527  0.000000        0       0    0.00000
## 40       0.00000       0.0000    0.001017  0.000000        0       0    0.00000
## 41       0.00000       0.0000    0.000760  0.000000        0       0    0.00000
## 42       0.00000       0.0000    0.000000  0.000000        0       0    0.00000
## 43       0.00000       0.0000    0.000000  0.000000        0       0    0.00000
## 44       0.00000       0.0000    0.000814  0.000000        0       0    0.00000
## 45       0.00000       0.0000    0.000638  0.000000        0       0    0.00000
## 46       0.00000       0.0000    0.000522  0.000000        0       0    0.00000
## 47     146.80897     559.7645    0.000000  0.000000        0       0    0.00000
## 48      24.06528     415.1204    0.000205  0.000000        0       0    0.00000
## 49     127.34997     571.3497    0.000000  1.213020        0       0    0.00000
## 50      80.84612     565.1136    0.000000  1.121458        0       0   29.63775
## 51      94.63760     573.2281    0.000378  0.000000        0       0    0.00000
## 52     103.26678     575.3005    0.000000  0.000000        0       0    0.00000
## 53      69.05411     552.4559    0.000000  0.000000        0       0    0.00000
## 54     130.88003     569.7452    0.000433  0.000000        0       0    0.00000
## 55     569.99788    1687.3670    0.000000  0.000000        0       0    0.00000
## 56     223.64091    1634.7995    0.000000  0.000000        0       0    0.00000
## 57      15.34072     614.4934    0.000000  0.000000        0       0    0.00000
## 58      20.33902     696.1305    0.000000  0.000000        0       0    0.00000
## 59      77.75956    1197.8243    0.000295  0.000000        0       0    0.00000
## 60     237.69562    1654.5096    0.000000  0.000000        0       0    0.00000
## 61     320.23775    1728.4364    0.000509  0.000000        0       0    0.00000
## 62      72.53686    1167.9644    0.000320  0.000000        0       0    0.00000
## 63     221.26819    1598.2786    0.000000  0.000000        0       0    0.00000
## 64     781.52997    1792.9901    0.000000  0.000000        0       0    0.00000
## 65     321.12515    1744.9162    0.000000  0.000000        0       0    0.00000
## 66      56.61453     991.0820    0.000000  0.000000        0       0    0.00000
## 67      58.99386    1007.7355    0.000000  0.000000        0       0    0.00000
## 68     229.59620    1614.1793    0.000418  0.000000        0       0    0.00000
## 69     296.46830    1716.5727    0.000000  0.000000        0       0    0.00000
## 70     219.77098    1595.3337    0.000000  0.000000        0       0    0.00000
## 71      38.06074    1020.0859    0.000000  0.000000        0       0    0.00000
## 72     240.42381    2187.6784    0.000000  0.000000        0       0    0.00000
## 73    1415.50026    3035.8872    0.000000  0.000000        0       0    0.00000
## 74     384.13568    2548.9922    0.000000  0.000000        0       0    0.00000
## 75     532.46263    2751.9095    0.000000  0.000000        0       0    0.00000
## 76     351.38068    2455.9613    0.000319  0.000000        0       0    0.00000
## 77    1863.21907    2764.0712    0.000585  0.000000        0       0    0.00000
## 78    2340.07862    2400.7198    0.000681  0.000000        0       0    0.00000
## 79    1961.96516    3052.8668    0.000000  0.000000        0       0    0.00000
## 80    1145.32331    3175.2733    0.000000  0.000000        0       0    0.00000
## 81     597.11732    2837.0098    0.000303  0.000000        0       0    0.00000
## 82     218.86740    2050.8803    0.000199  0.000000        0       0    0.00000
## 83    2524.53064    2748.5089    0.000531  0.000000        0       0    0.00000
## 84    2082.15303    2999.3410    0.000000  0.000000        0       0    0.00000
## 85     202.78745    1992.2758    0.000000  0.000000        0       0    0.00000
## 86      48.36418    1086.5464    0.000000  0.000000        0       0    0.00000
## 87    1405.24507    3329.2801    0.000369  0.000000        0       0    0.00000
## 88    1089.57389    3242.3788    0.000312  0.000000        0       0    0.00000
## 89    4026.25316    2154.8796    0.000683  0.000000        0       0    0.00000
## 90    3537.17260    2520.6672    0.000000  0.000000        0       0    0.00000
## 91    2582.59992    3084.0407    0.000000  0.000000        0       0    0.00000
## 92    2251.12359    3217.4243    0.000614  0.000000        0       0    0.00000
## 93     325.58569    2335.6518    0.000000  0.000000        0       0    0.00000
## 94    1399.22801    3328.4704    0.000000  0.000000        0       0    0.00000
## 95      61.29403    1149.4332    0.000103  0.000000        0       0    0.00000
## 96    1872.39778    3478.3625    0.000386  0.000000        0       0    0.00000
## 97    2679.71266    3321.9703    0.000469  0.000000        0       0    0.00000
## 98    1152.96764    3331.6693    0.000000  0.000000        0       0    0.00000
## 99     476.02805    2641.7353    0.000262  0.000000        0       0    0.00000
## 100    557.92769    2779.8310    0.000266  0.000000        0       0    0.00000
## 101   1630.30867    3468.4229    0.000415  0.000000        0       0    0.00000
## 102   3034.96610    3185.3754    0.000613  0.000000        0       0    0.00000
## 103    910.14868    3832.2296    0.000000  0.000000        0       0    0.00000
## 104   1161.34568    4107.1831    0.000386  0.000000        0       0    0.00000
## 105   5611.69939    3783.9643    0.000699  0.000000        0       0    0.00000
## 106   6384.03018    3235.1821    0.000827  0.000000        0       0    0.00000
## 107   5033.00637    3976.3704    0.000763  0.000000        0       0    0.00000
## 108   3894.03328    4420.5577    0.000000  0.000000        0       0    0.00000
## 109    933.42052    3821.1002    0.000352  0.000000        0       0    0.00000
## 110   6193.72744    3350.8387    0.000727  0.000000        0       0    0.00000
## 111   3656.22255    4730.1488    0.000000  0.000000        0       0    0.00000
## 112   1670.30602    4468.0753    0.000000  0.000000        0       0    0.00000
## 113   3289.32773    4771.7420    0.000000  0.000000        0       0    0.00000
## 114   2732.05946    4772.0229    0.000000  0.000000        0       0    0.00000
## 115   5252.52375    4274.9952    0.000635  0.000000        0       0    0.00000
## 116   6314.59838    3794.3924    0.000691  0.000000        0       0    0.00000
## 117   6638.82719    3626.4254    0.000774  0.000000        0       0    0.00000
## 118   5510.85757    4168.8820    0.000725  0.000000        0       0    0.00000
## 119   3849.54550    4904.9867    0.000000  0.000000        0       0    0.00000
## 120    483.80272    3029.1786    0.000000  0.000000        0       0    0.00000
## 121    674.10552    3430.6834    0.000217  0.000000        0       0    0.00000
## 122   8887.68380    2885.7304    0.000771  0.000000        0       0    0.00000
## 123   9503.42446    2512.0151    0.000602  0.000000        0       0    0.00000
## 124   1456.39290    4369.4126    0.000371  0.000000        0       0    0.00000
## 125   8490.72328    3116.3279    0.000424  0.000000        0       0    0.00000
## 126   7107.62070    3846.7334    0.000360  0.000000        0       0    0.00000
## 127    303.34418    2491.0915    0.000000  0.000000        0       0    0.00000
## 128     97.41925    1501.1252    0.000000  0.000000        0       0    0.00000
## 129    774.11513    3597.8573    0.000000  0.000000        0       0    0.00000
## 130   2167.23082    4817.7396    0.000424  0.000000        0       0    0.00000
## 131    506.54189    3070.3472    0.000000  0.000000        0       0    0.00000
## 132   5661.03054    4745.5187    0.000632  0.000000        0       0    0.00000
## 133   7811.10203    3927.3142    0.000764  0.000000        0       0    0.00000
## 134   6879.76653    4325.6017    0.000681  0.000000        0       0    0.00000
## 135   9834.28477    3217.1889    0.000856  0.000000        0       0    0.00000
## 136   9815.50697    3100.3906    0.000909  0.000000        0       0    0.00000
## 137   8922.83014    3553.2357    0.000869  0.000000        0       0    0.00000
## 138   7239.31466    4293.3011    0.000687  0.000000        0       0    0.00000
## 139   7342.35092    4252.9663    0.000545  0.000000        0       0    0.00000
## 140   2215.03516    4812.1776    0.000000  0.000000        0       0    0.00000
## 141   2865.19707    5004.9701    0.000488  0.000000        0       0    0.00000
## 142   3265.77455    5062.6622    0.000000  0.000000        0       0    0.00000
## 143   4935.71230    5136.4835    0.000000  0.000000        0       0    0.00000
## 144   6236.91127    4878.2970    0.000674  0.000000        0       0    0.00000
## 145   6571.62252    4786.7421    0.000000  0.000000        0       0    0.00000
## 146   7777.82440    4388.7261    0.000789  0.000000        0       0    0.00000
## 147   6765.46737    4729.6857    0.000740  0.000000        0       0    0.00000
## 148   7558.43716    4468.3270    0.000788  0.000000        0       0    0.00000
## 149   6837.69769    4707.7028    0.000750  0.000000        0       0    0.00000
## 150   1354.22448    4277.7830    0.000000  0.000000        0       0    0.00000
##     snow_Qmelt   LEcanopy   SED snow_age  fire_et   wy  yd
## 1     0.000000   0.000000 0.001        0 0.000761 2018 351
## 2     0.000000   0.000000 0.001        0 0.000604 2018 352
## 3     0.000000   0.000000 0.001        0 0.000000 2018 353
## 4     0.000000   0.000000 0.001        0 0.000000 2018 354
## 5     0.000000   0.000000 0.001        0 0.000833 2018 355
## 6     0.000000   0.000000 0.001        0 0.000000 2018 356
## 7     0.000000   0.000000 0.001        0 0.000000 2018 357
## 8     0.000000   0.000000 0.001        0 0.001235 2018 358
## 9     0.000000   0.000000 0.001        0 0.000871 2018 359
## 10    0.000000   0.000000 0.001        0 0.000673 2018 360
## 11    0.000000   0.000000 0.001        0 0.000545 2018 361
## 12    0.000000   0.000000 0.001        0 0.000456 2018 362
## 13    0.000000   0.000000 0.001        0 0.000390 2018 363
## 14    0.000000   0.000000 0.001        0 0.000339 2018 364
## 15    0.000000   0.000000 0.001        0 0.000299 2018 365
## 16    0.000000   0.000000 0.001        0 0.000267 2018   1
## 17    0.000000   0.000000 0.001        0 0.000241 2018   2
## 18    0.000000   0.000000 0.001        0 0.000218 2018   3
## 19    0.000000   0.000000 0.001        0 0.000200 2018   4
## 20    0.000000   0.000000 0.001        0 0.000184 2018   5
## 21    0.000000   0.000000 0.001        0 0.000170 2018   6
## 22    0.000000   0.000000 0.001        0 0.000158 2018   7
## 23    0.000000   0.000000 0.001        0 0.000021 2018   8
## 24    0.000000   0.000000 0.001        0 0.000000 2018   9
## 25    0.000000   0.000000 0.001        0 0.000000 2018  10
## 26    0.000000   0.000000 0.001        0 0.000000 2018  11
## 27    0.000000   0.000000 0.001        0 0.000000 2018  12
## 28    0.000000   0.000000 0.001        0 0.000828 2018  13
## 29    0.000000   0.000000 0.001        0 0.000640 2018  14
## 30    0.000000   0.000000 0.001        0 0.000523 2018  15
## 31    0.000000   0.000000 0.001        0 0.000021 2018  16
## 32    0.000000   0.000000 0.001        0 0.000582 2018  17
## 33    0.000000   0.000000 0.001        0 0.000473 2018  18
## 34    0.000000   0.000000 0.001        0 0.000403 2018  19
## 35    0.000000   0.000000 0.001        0 0.000350 2018  20
## 36    0.000000   0.000000 0.001        0 0.000308 2018  21
## 37    0.000000   0.000000 0.001        0 0.000000 2018  22
## 38    0.000000   0.000000 0.001        0 0.004708 2018  23
## 39    0.000000   0.000000 0.001        0 0.001527 2018  24
## 40    0.000000   0.000000 0.001        0 0.001017 2018  25
## 41    0.000000   0.000000 0.001        0 0.000760 2018  26
## 42    0.000000   0.000000 0.001        0 0.000000 2018  27
## 43    0.000000   0.000000 0.001        0 0.000000 2018  28
## 44    0.000000   0.000000 0.001        0 0.000826 2018  29
## 45    0.000000   0.000000 0.001        0 0.000638 2018  30
## 46    0.000000   0.000000 0.001        0 0.000522 2018  31
## 47    0.000000  19.887767 0.001        0 0.000008 2018  32
## 48    0.000000   0.004676 0.001        0 0.000217 2018  33
## 49    1.213020   0.105576 0.001        1 0.000021 2018  34
## 50    1.121458  20.722452 0.001        0 0.000029 2018  35
## 51    0.000000   6.766967 0.001        0 0.000393 2018  36
## 52    0.000000  19.859344 0.001        0 0.000008 2018  37
## 53    0.000000  19.811735 0.001        0 0.000008 2018  38
## 54    0.000000   8.371267 0.001        0 0.000448 2018  39
## 55    0.000000  19.833113 0.001        0 0.000008 2018  40
## 56    0.000000  19.794318 0.001        0 0.000008 2018  41
## 57    0.000000  19.739287 0.001        0 0.000008 2018  42
## 58    0.000000  19.721985 0.001        0 0.000008 2018  43
## 59    0.000000  20.026807 0.001        0 0.000315 2018  44
## 60    0.000000  19.742759 0.001        0 0.000008 2018  45
## 61    0.000000  45.254483 0.001        0 0.000540 2018  46
## 62    0.000000  27.800207 0.001        0 0.000332 2018  47
## 63    0.000000  19.748263 0.001        0 0.000008 2018  48
## 64    0.000000  19.751483 0.001        0 0.000008 2018  49
## 65    0.000000  19.741921 0.001        0 0.000008 2018  50
## 66    0.000000  19.702261 0.001        0 0.000008 2018  51
## 67    0.000000  19.656705 0.001        0 0.000008 2018  52
## 68    0.000000  39.741845 0.001        0 0.000446 2018  53
## 69    0.000000  19.631299 0.001        0 0.000008 2018  54
## 70    0.000000  19.639348 0.001        0 0.000008 2018  55
## 71    0.000000  19.715592 0.001        0 0.000008 2018  56
## 72    0.000000  19.759279 0.001        0 0.000008 2018  57
## 73    0.000000  19.776770 0.001        0 0.000008 2018  58
## 74    0.000000  19.821077 0.001        0 0.000008 2018  59
## 75    0.000000  19.773628 0.001        0 0.000008 2018  60
## 76    0.000000  27.456880 0.001        0 0.000342 2018  61
## 77    0.000000  57.939010 0.001        0 0.000609 2018  62
## 78    0.000000  73.561232 0.001        0 0.000711 2018  63
## 79    0.000000  19.786081 0.001        0 0.000008 2018  64
## 80    0.000000  19.812585 0.001        0 0.000008 2018  65
## 81    0.000000   8.322737 0.001        0 0.000318 2018  66
## 82    0.000000   0.019975 0.001        0 0.000199 2018  67
## 83    0.000000  34.031528 0.001        0 0.000545 2018  68
## 84    0.000000  19.840135 0.001        0 0.000008 2018  69
## 85    0.000000  19.819370 0.001        0 0.000008 2018  70
## 86    0.000000  19.890427 0.001        0 0.000008 2018  71
## 87    0.000000  11.207976 0.001        0 0.000386 2018  72
## 88    0.000000   0.032644 0.001        0 0.000312 2018  73
## 89    0.000000  64.349775 0.001        0 0.000709 2018  74
## 90    0.000000  19.731351 0.001        0 0.000008 2018  75
## 91    0.000000  19.664354 0.001        0 0.000008 2018  76
## 92    0.000000  85.495348 0.001        0 0.000660 2018  77
## 93    0.000000  19.740055 0.001        0 0.000008 2018  78
## 94    0.000000  19.725593 0.001        0 0.000008 2018  79
## 95    0.000000   0.009870 0.001        0 0.000115 2018  80
## 96    0.000000  14.682955 0.001        0 0.000392 2018  81
## 97    0.000000  35.079813 0.001        0 0.000484 2018  82
## 98    0.000000  19.849643 0.001        0 0.000008 2018  83
## 99    0.000000  22.132203 0.001        0 0.000283 2018  84
## 100   0.000000  16.114023 0.001        0 0.000272 2018  85
## 101   0.000000  39.180513 0.001        0 0.000431 2018  86
## 102   0.000000  83.014941 0.001        0 0.000646 2018  87
## 103   0.000000  19.673641 0.001        0 0.000008 2018  88
## 104   0.000000  63.476209 0.001        0 0.000423 2018  89
## 105   0.000000 106.386713 0.001        0 0.000742 2018  90
## 106   0.000000 141.667674 0.001        0 0.000884 2018  91
## 107   0.000000 139.913555 0.001        0 0.000820 2018  92
## 108   0.000000  19.623170 0.001        0 0.000008 2018  93
## 109   0.000000  54.502851 0.001        0 0.000386 2018  94
## 110   0.000000 104.236195 0.001        0 0.000769 2018  95
## 111   0.000000  19.788188 0.001        0 0.000008 2018  96
## 112   0.000000  19.781056 0.001        0 0.000008 2018  97
## 113   0.000000  19.853249 0.001        0 0.000008 2018  98
## 114   0.000000  19.823499 0.001        0 0.000008 2018  99
## 115   0.000000  97.794121 0.001        0 0.000686 2018 100
## 116   0.000000 103.721884 0.001        0 0.000733 2018 101
## 117   0.000000 134.180038 0.001        0 0.000828 2018 102
## 118   0.000000 133.112991 0.001        0 0.000779 2018 103
## 119   0.000000  19.620573 0.001        0 0.000008 2018 104
## 120   0.000000  19.718167 0.001        0 0.000008 2018 105
## 121   0.000000   3.828195 0.001        0 0.000230 2018 106
## 122   0.000000 118.277839 0.001        0 0.000819 2018 107
## 123   0.000000 174.339881 0.001        0 0.000672 2018 108
## 124   0.000000  62.149894 0.001        0 0.000396 2018 109
## 125   0.000000 119.248330 0.001        0 0.000472 2018 110
## 126   0.000000 111.224752 0.001        0 0.000405 2018 111
## 127   0.000000  19.781742 0.001        0 0.000008 2018 112
## 128   0.000000  19.764980 0.001        0 0.000008 2018 113
## 129   0.000000  19.725584 0.001        0 0.000008 2018 114
## 130   0.000000  78.453491 0.001        0 0.000467 2018 115
## 131   0.000000  19.755639 0.001        0 0.000008 2018 116
## 132   0.000000 114.649955 0.001        0 0.000691 2018 117
## 133   0.000000 138.542505 0.001        0 0.000820 2018 118
## 134   0.000000 117.615347 0.001        0 0.000728 2018 119
## 135   0.000000 151.933639 0.001        0 0.000918 2018 120
## 136   0.000000 161.863125 0.001        0 0.000975 2018 121
## 137   0.000000 154.038067 0.001        0 0.000932 2018 122
## 138   0.000000 139.533537 0.001        0 0.000744 2018 123
## 139   0.000000 135.995124 0.001        0 0.000600 2018 124
## 140   0.000000  19.587699 0.001        0 0.000008 2018 125
## 141   0.000000  98.900189 0.001        0 0.000540 2018 126
## 142   0.000000  19.622346 0.001        0 0.000008 2018 127
## 143   0.000000  19.622171 0.001        0 0.000008 2018 128
## 144   0.000000 130.681723 0.001        0 0.000739 2018 129
## 145   0.000000  19.550942 0.001        0 0.000008 2018 130
## 146   0.000000 132.557958 0.001        0 0.000856 2018 131
## 147   0.000000 123.108292 0.001        0 0.000790 2018 132
## 148   0.000000 124.187601 0.001        0 0.000839 2018 133
## 149   0.000000 119.091053 0.001        0 0.000799 2018 134
## 150   0.000000  19.561521 0.001        0 0.000008 2018 135
validationsmNSElistsite2<- c()
validationsmlnNSElistsite2<- c()
validationsmKGElistsite2<- c()


#for(i in 1:n) {  assign(paste0("vsmNSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$rz_storage","/valsubsetsm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$mergedsoilmoisture"))))))
#  valsmNSElist[[i]]<- eval(parse(text = paste0("vsmNSEobs",i))) }

#for(i in 1:n) {  assign(paste0("vsmlnNSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$rz_storage","/valsubsetsm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$mergedsoilmoisture")))), FUN = log, epsilon = "Pushpalatha2012", na.rm=TRUE))
#  valsmlnNSElist[[i]]<- eval(parse(text = paste0("vsmlnNSEobs",i))) }

for(i in 1:validationruns) {  assign(paste0("vsmKGEobs",i), KGE(sim = as.numeric(eval(parse(text = paste0("((valmergesm",i,"$root_zone.S","*valmergesm",i,"$potential_rz_store)","/valmergesm",i,"$root.depth)")))), obs = as.numeric(eval(parse(text = paste0("valmergesm",i,"$Site2"))))))
  validationsmKGElistsite2[[i]]<- eval(parse(text = paste0("vsmKGEobs",i))) }


 validationsmKGElistsite2
## [[1]]
## [1] 0.09766619
## 
## [[2]]
## [1] 0.1305211
## 
## [[3]]
## [1] 0.05444007
## 
## [[4]]
## [1] 0.3636509
## 
## [[5]]
## [1] 0.2280809
## 
## [[6]]
## [1] 0.07987986
## 
## [[7]]
## [1] 0.09657892
## 
## [[8]]
## [1] 0.1096671
## 
## [[9]]
## [1] 0.1425489
## 
## [[10]]
## [1] 0.2622661
## 
## [[11]]
## [1] -0.04256623
## 
## [[12]]
## [1] 0.0006436471
## 
## [[13]]
## [1] 0.2058749
## 
## [[14]]
## [1] -0.09974672
## 
## [[15]]
## [1] -0.2163521
## 
## [[16]]
## [1] 0.01469501
## 
## [[17]]
## [1] 0.0553015
## 
## [[18]]
## [1] 0.1706969
## 
## [[19]]
## [1] 0.01947867
## 
## [[20]]
## [1] 0.3073626
## 
## [[21]]
## [1] 0.1040784
## 
## [[22]]
## [1] 0.1072029
## 
## [[23]]
## [1] 0.1500241
## 
## [[24]]
## [1] 0.2293054
## 
## [[25]]
## [1] -0.2727499
## 
## [[26]]
## [1] 0.1458416
## 
## [[27]]
## [1] 0.1623597
## 
## [[28]]
## [1] 0.1077288
## 
## [[29]]
## [1] 0.04454884
## 
## [[30]]
## [1] 0.004738679
## 
## [[31]]
## [1] -0.008308263
## 
## [[32]]
## [1] 0.2477914
## 
## [[33]]
## [1] 0.1477405
## 
## [[34]]
## [1] 0.1592592
## 
## [[35]]
## [1] 0.2084456
## 
## [[36]]
## [1] 0.2217063
## 
## [[37]]
## [1] -0.04763959
## 
## [[38]]
## [1] -0.1080143
## 
## [[39]]
## [1] 0.09489332
## 
## [[40]]
## [1] 0.1943028
## 
## [[41]]
## [1] 0.245439
## 
## [[42]]
## [1] -0.6225375
## 
## [[43]]
## [1] 0.1858265
## 
## [[44]]
## [1] 0.1934115
## 
## [[45]]
## [1] 0.2585036
## 
## [[46]]
## [1] 0.1958533
## 
## [[47]]
## [1] -0.05391087
## 
## [[48]]
## [1] 0.1786601
## 
## [[49]]
## [1] 0.122762
## 
## [[50]]
## [1] 0.0250863
## 
## [[51]]
## [1] -0.5845222
## 
## [[52]]
## [1] 0.1182738
## 
## [[53]]
## [1] -0.04730304
## 
## [[54]]
## [1] 0.06350517
## 
## [[55]]
## [1] -0.06474441
## 
## [[56]]
## [1] -0.6042781
## 
## [[57]]
## [1] -0.2750376
## 
## [[58]]
## [1] 0.08733861
## 
## [[59]]
## [1] -0.4728141
## 
## [[60]]
## [1] 0.09996543
## 
## [[61]]
## [1] 0.1012709
## 
## [[62]]
## [1] 0.01622512
## 
## [[63]]
## [1] 0.2039829
## 
## [[64]]
## [1] 0.1791787
## 
## [[65]]
## [1] 0.1485713
## 
## [[66]]
## [1] 0.03559395
## 
## [[67]]
## [1] -0.4443557
## 
## [[68]]
## [1] -0.1720041
## 
## [[69]]
## [1] 0.2377891
## 
## [[70]]
## [1] -0.3280381
## 
## [[71]]
## [1] 0.04777437
## 
## [[72]]
## [1] -0.2137598
## 
## [[73]]
## [1] -0.1981554
## 
## [[74]]
## [1] 0.2213559
## 
## [[75]]
## [1] -0.2273782
## 
## [[76]]
## [1] 0.06800545
## 
## [[77]]
## [1] -0.1238487
## 
## [[78]]
## [1] 0.2349937
## 
## [[79]]
## [1] -0.04600777
## 
## [[80]]
## [1] 0.09352527
## 
## [[81]]
## [1] -0.2671608
## 
## [[82]]
## [1] -0.8969909
## 
## [[83]]
## [1] -0.5736089
## 
## [[84]]
## [1] 0.3928624
## 
## [[85]]
## [1] -0.4190723
## 
## [[86]]
## [1] 0.2765966
## 
## [[87]]
## [1] -0.6135185
## 
## [[88]]
## [1] 0.1111648
## 
## [[89]]
## [1] 0.1095609
## 
## [[90]]
## [1] -0.2531597
## 
## [[91]]
## [1] 0.1081321
## 
## [[92]]
## [1] -0.9780174
## 
## [[93]]
## [1] 0.01536746
## 
## [[94]]
## [1] -0.4392105
## 
## [[95]]
## [1] -0.4141148
## 
## [[96]]
## [1] -0.627131
## 
## [[97]]
## [1] 0.1600386
## 
## [[98]]
## [1] -0.5085764
## 
## [[99]]
## [1] 0.1203605
## 
## [[100]]
## [1] -0.8419239
## 
## [[101]]
## [1] 0.04832695
## 
## [[102]]
## [1] -0.4892646
## 
## [[103]]
## [1] 0.0001760617
## 
## [[104]]
## [1] 0.1726792
## 
## [[105]]
## [1] -0.07901816
## 
## [[106]]
## [1] -0.8253645
## 
## [[107]]
## [1] -0.238134
## 
## [[108]]
## [1] -0.06784322
## 
## [[109]]
## [1] -0.2956558
## 
## [[110]]
## [1] -0.7768853
## 
## [[111]]
## [1] -0.5637816
## 
## [[112]]
## [1] -0.6758359
## 
## [[113]]
## [1] -0.8220097
## 
## [[114]]
## [1] -0.7421703
## 
## [[115]]
## [1] -0.2759388
## 
## [[116]]
## [1] -0.4905446
## 
## [[117]]
## [1] -0.6311221
## 
## [[118]]
## [1] -0.4653948
## 
## [[119]]
## [1] -0.4910834
## 
## [[120]]
## [1] -0.8081217
## 
## [[121]]
## [1] 0.1147229
## 
## [[122]]
## [1] 0.01517441
## 
## [[123]]
## [1] 0.2583112
## 
## [[124]]
## [1] 0.07147791
## 
## [[125]]
## [1] -0.4781892
## 
## [[126]]
## [1] 0.3095654
## 
## [[127]]
## [1] -0.5274601
## 
## [[128]]
## [1] -0.02887838
## 
## [[129]]
## [1] -0.6992678
## 
## [[130]]
## [1] -0.5783073
## 
## [[131]]
## [1] -0.5801412
## 
## [[132]]
## [1] 0.09970899
## 
## [[133]]
## [1] -0.9417326
## 
## [[134]]
## [1] -0.7073598
## 
## [[135]]
## [1] 0.03747477
## 
## [[136]]
## [1] -0.734306
## 
## [[137]]
## [1] -0.06059117
## 
## [[138]]
## [1] -0.5375187
## 
## [[139]]
## [1] -0.480847
## 
## [[140]]
## [1] -0.795747
## 
## [[141]]
## [1] 0.2443988
## 
## [[142]]
## [1] 0.06645129
## 
## [[143]]
## [1] -0.2738562
## 
## [[144]]
## [1] -0.5061553
## 
## [[145]]
## [1] -0.4462681
## 
## [[146]]
## [1] -0.6030045
## 
## [[147]]
## [1] -0.8904637
## 
## [[148]]
## [1] 0.07520927
## 
## [[149]]
## [1] -0.2195078
## 
## [[150]]
## [1] -0.6428764
## 
## [[151]]
## [1] -0.7512001
## 
## [[152]]
## [1] 0.1360477
## 
## [[153]]
## [1] -0.6012873
## 
## [[154]]
## [1] 0.07777181
## 
## [[155]]
## [1] -0.06549795
## 
## [[156]]
## [1] 0.07596596
## 
## [[157]]
## [1] -0.06469021
## 
## [[158]]
## [1] -0.927778
## 
## [[159]]
## [1] 0.06119894
## 
## [[160]]
## [1] -0.8344387
## 
## [[161]]
## [1] -0.530333
## 
## [[162]]
## [1] 0.1099863
## 
## [[163]]
## [1] -0.6370577
## 
## [[164]]
## [1] -0.9484343
## 
## [[165]]
## [1] -0.4648277
## 
## [[166]]
## [1] -0.6036178
## 
## [[167]]
## [1] -0.5524729
## 
## [[168]]
## [1] -0.02313991
## 
## [[169]]
## [1] 0.1341328
## 
## [[170]]
## [1] -0.6572336
## 
## [[171]]
## [1] -0.5793994
## 
## [[172]]
## [1] 0.1179044
## 
## [[173]]
## [1] -1.040763
## 
## [[174]]
## [1] -0.841635
## 
## [[175]]
## [1] -0.7540158
## 
## [[176]]
## [1] -1.067638
## 
## [[177]]
## [1] -0.8136234
## 
## [[178]]
## [1] -0.6378202
## 
## [[179]]
## [1] -0.959957
## 
## [[180]]
## [1] -0.8359591
## 
## [[181]]
## [1] -0.8737386
## 
## [[182]]
## [1] -0.4537823
## 
## [[183]]
## [1] -0.7711667
## 
## [[184]]
## [1] -0.7496283
## 
## [[185]]
## [1] -0.7948875
## 
## [[186]]
## [1] -1.107024
## 
## [[187]]
## [1] -0.9889128
## 
## [[188]]
## [1] -0.7215892
## 
## [[189]]
## [1] 0.2048724
## 
## [[190]]
## [1] -0.6433246
## 
## [[191]]
## [1] -0.9715793
## 
## [[192]]
## [1] -0.8150394
## 
## [[193]]
## [1] -1.07327
## 
## [[194]]
## [1] -1.012607
## 
## [[195]]
## [1] 0.07463431
## 
## [[196]]
## [1] -0.6557224
## 
## [[197]]
## [1] -0.08650356
## 
## [[198]]
## [1] -0.7754049
## 
## [[199]]
## [1] 0.2368311
## 
## [[200]]
## [1] 0.1660204

run model 20 times for patch 3 - only for validation time series

input_rhessys = IOin_rhessys_input(
  version = rh_path,
  tec_file = "tecfiles/tec_daily",
  world_file = "CWWS32ssurgo.world.Y2018M10D31H1.state.Y2018M10D31H1.state",
  world_hdr_prefix = "CWWS32ssurgo",
  flowtable = "CWWS32ssurgo1.flow",
  start = "2015 11 1 1",
  end = "2018 11 1 1",
  output_folder = "out",
  output_prefix = "cwws32valssurgo3",
 commandline_options = c("-b -p 1 108 149478 149478"))

#commandline_options = c("-b -g -p 1 110 136557 136557 -p 1 108 141942 141942 -p 1 108 149478 149478"))

## TEC file dictates model output, begin output a year in to allow model SM to stabilize
# do not output_state or worldfile may be overwritten as output is created
input_tec_data = IOin_tec_std(start = "2017 11 1 1",
                              end = "2018 11 1 1",
                              output_state = FALSE)

input_hdr = IOin_hdr(
  basin = "defs/basin.def",
  hillslope = "defs/hillslope.def",
  zone = "defs/zone.def",
  soil = c("defs/soil_clay.def","defs/soil_clayloam.def","defs/soil_loam.def","defs/soil_loamysand.def","defs/soil_rock.def","defs/soil_sand.def","defs/soil_sandyclay.def","defs/soil_sandyclayloam.def","defs/soil_sandyloam.def","defs/soil_silt.def","defs/soil_siltyclay.def","defs/soil_siltyclayloam.def","defs/soil_siltyloam.def","defs/soil_water.def", "defs/soil_shallowloam.def", "defs/soil_shallowsandyclayloam.def", "defs/soil_shallowsandyloam.def"),
  landuse = "defs/lu_undev.def",
  stratum = c("defs/veg_deciduous/veg_deciduous.def","defs/veg_evergreen/veg_evergreen.def","defs/veg_deciduous_BES.def","defs/veg_eucalypt.def","defs/veg_grass.def","defs/veg_lawn_2cm.def","defs/veg_lawn_5cm.def","defs/veg_lawn_10cm.def","defs/veg_nonveg.def"),
  basestations = "clim/cwtws32local.base")

run model in parallel

read 20 runs, create table and append to table for site 3

# Read in RHESSys Validation runs
for(i in 1:validationruns) { assign(paste0("cwws32valssurgo3_run",i), readin_rhessys_output(paste0("out/cwws32valssurgo3_run",i)))}
## [1] "basin daily and basin daily grow have different number rows"
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## [1] "basin daily and basin daily grow have different number rows"
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## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
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## [1] "basin daily and basin daily grow have different number rows"
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## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
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## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
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## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
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## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
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## [1] "basin daily and basin daily grow have different number rows"
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## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
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## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
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## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
##merge calibration runs with observed so dates match up, instead of subsetting 

for(i in 1:validationruns) { assign(paste0("valmergesm",i), merge(obsws32smvalclean,eval(parse(text = paste0("cwws32valssurgo3_run",i,"$pd"))), by.x = "Date", by.y="date", all = FALSE))
  assign(paste0("valsubsetsm",i),eval(parse(text = paste0("valmergesm",i)))[eval(parse(text = paste0("valmergesm",i,"$date"))) >= Valdates[1] & eval(parse(text = paste0("valmergesm",i,"$date"))) <= Valdates[2], ])}


validationsmNSElistsite3<- c()
validationsmlnNSElistsite3<- c()
validationsmKGElistsite3<- c()

#for(i in 1:n) {  assign(paste0("vsmNSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$rz_storage","/valsubsetsm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$mergedsoilmoisture"))))))
#  valsmNSElist[[i]]<- eval(parse(text = paste0("vsmNSEobs",i))) }

#for(i in 1:n) {  assign(paste0("vsmlnNSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$rz_storage","/valsubsetsm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$mergedsoilmoisture")))), FUN = log, epsilon = "Pushpalatha2012", na.rm=TRUE))
#  valsmlnNSElist[[i]]<- eval(parse(text = paste0("vsmlnNSEobs",i))) }

for(i in 1:validationruns) {  assign(paste0("vsmKGEobs",i), KGE(sim = as.numeric(eval(parse(text = paste0("((valmergesm",i,"$root_zone.S","*valmergesm",i,"$potential_rz_store)","/valmergesm",i,"$root.depth)")))), obs = as.numeric(eval(parse(text = paste0("valmergesm",i,"$Site3"))))))
  validationsmKGElistsite3[[i]]<- eval(parse(text = paste0("vsmKGEobs",i))) }


validationsmKGElistsite3
## [[1]]
## [1] -3.292174
## 
## [[2]]
## [1] 0.4315715
## 
## [[3]]
## [1] NA
## 
## [[4]]
## [1] -2.474542
## 
## [[5]]
## [1] -0.1282956
## 
## [[6]]
## [1] -3.452204
## 
## [[7]]
## [1] 0.521273
## 
## [[8]]
## [1] -0.2683702
## 
## [[9]]
## [1] 0.5446014
## 
## [[10]]
## [1] -2.584227
## 
## [[11]]
## [1] -2.033493
## 
## [[12]]
## [1] -3.143716
## 
## [[13]]
## [1] 0.3811493
## 
## [[14]]
## [1] 0.09829953
## 
## [[15]]
## [1] 0.04866077
## 
## [[16]]
## [1] -0.1355412
## 
## [[17]]
## [1] -0.3684735
## 
## [[18]]
## [1] -2.45326
## 
## [[19]]
## [1] -3.020794
## 
## [[20]]
## [1] -3.300033
## 
## [[21]]
## [1] -3.343625
## 
## [[22]]
## [1] -3.376306
## 
## [[23]]
## [1] -1.222664
## 
## [[24]]
## [1] 0.292888
## 
## [[25]]
## [1] -2.348443
## 
## [[26]]
## [1] 0.07469293
## 
## [[27]]
## [1] -4.498699
## 
## [[28]]
## [1] -0.1766938
## 
## [[29]]
## [1] -3.224378
## 
## [[30]]
## [1] 0.3025326
## 
## [[31]]
## [1] 0.4243747
## 
## [[32]]
## [1] 0.3732689
## 
## [[33]]
## [1] -1.151776
## 
## [[34]]
## [1] 0.2455719
## 
## [[35]]
## [1] -3.759703
## 
## [[36]]
## [1] -4.076381
## 
## [[37]]
## [1] 0.4939567
## 
## [[38]]
## [1] 0.02140683
## 
## [[39]]
## [1] -0.6894298
## 
## [[40]]
## [1] -1.992414
## 
## [[41]]
## [1] -3.647645
## 
## [[42]]
## [1] -2.616678
## 
## [[43]]
## [1] -0.1413741
## 
## [[44]]
## [1] -2.743015
## 
## [[45]]
## [1] -0.3840298
## 
## [[46]]
## [1] 0.2689868
## 
## [[47]]
## [1] 0.3712738
## 
## [[48]]
## [1] 0.2291097
## 
## [[49]]
## [1] -4.122031
## 
## [[50]]
## [1] 0.06161041
## 
## [[51]]
## [1] -0.0741227
## 
## [[52]]
## [1] -0.1515926
## 
## [[53]]
## [1] -2.006355
## 
## [[54]]
## [1] 0.2489619
## 
## [[55]]
## [1] NA
## 
## [[56]]
## [1] NA
## 
## [[57]]
## [1] -0.2844895
## 
## [[58]]
## [1] 0.3024644
## 
## [[59]]
## [1] 0.2433283
## 
## [[60]]
## [1] 0.2210584
## 
## [[61]]
## [1] 0.2697113
## 
## [[62]]
## [1] 0.4548172
## 
## [[63]]
## [1] 0.1430979
## 
## [[64]]
## [1] 0.2397787
## 
## [[65]]
## [1] -0.1508077
## 
## [[66]]
## [1] -1.748272
## 
## [[67]]
## [1] 0.2762507
## 
## [[68]]
## [1] 0.3649216
## 
## [[69]]
## [1] 0.2154932
## 
## [[70]]
## [1] -1.961083
## 
## [[71]]
## [1] -0.004974386
## 
## [[72]]
## [1] -2.537975
## 
## [[73]]
## [1] -1.589535
## 
## [[74]]
## [1] 0.3751256
## 
## [[75]]
## [1] -2.786546
## 
## [[76]]
## [1] 0.3186377
## 
## [[77]]
## [1] -1.93623
## 
## [[78]]
## [1] 0.160659
## 
## [[79]]
## [1] 0.2838394
## 
## [[80]]
## [1] -3.138551
## 
## [[81]]
## [1] -2.485839
## 
## [[82]]
## [1] -2.56108
## 
## [[83]]
## [1] -0.1517776
## 
## [[84]]
## [1] -1.65646
## 
## [[85]]
## [1] -2.64829
## 
## [[86]]
## [1] -0.5431316
## 
## [[87]]
## [1] -2.751344
## 
## [[88]]
## [1] 0.02301303
## 
## [[89]]
## [1] -3.669728
## 
## [[90]]
## [1] 0.2529897
## 
## [[91]]
## [1] 0.2921524
## 
## [[92]]
## [1] NA
## 
## [[93]]
## [1] 0.4460908
## 
## [[94]]
## [1] -3.199353
## 
## [[95]]
## [1] 0.1377067
## 
## [[96]]
## [1] -2.75171
## 
## [[97]]
## [1] -0.2487789
## 
## [[98]]
## [1] -1.856802
## 
## [[99]]
## [1] -0.09212168
## 
## [[100]]
## [1] -1.908192
## 
## [[101]]
## [1] -0.1245878
## 
## [[102]]
## [1] -0.5963549
## 
## [[103]]
## [1] -2.315099
## 
## [[104]]
## [1] -0.01605994
## 
## [[105]]
## [1] -1.714286
## 
## [[106]]
## [1] -2.628381
## 
## [[107]]
## [1] -0.04834159
## 
## [[108]]
## [1] 0.5160686
## 
## [[109]]
## [1] 0.3092934
## 
## [[110]]
## [1] -0.07672809
## 
## [[111]]
## [1] -0.08039067
## 
## [[112]]
## [1] -2.941397
## 
## [[113]]
## [1] -2.275982
## 
## [[114]]
## [1] -0.8630563
## 
## [[115]]
## [1] -0.02585709
## 
## [[116]]
## [1] -2.100592
## 
## [[117]]
## [1] -3.253764
## 
## [[118]]
## [1] -1.521959
## 
## [[119]]
## [1] -3.086239
## 
## [[120]]
## [1] -2.369376
## 
## [[121]]
## [1] -1.86798
## 
## [[122]]
## [1] -2.714887
## 
## [[123]]
## [1] 0.04102698
## 
## [[124]]
## [1] -3.243538
## 
## [[125]]
## [1] -2.206619
## 
## [[126]]
## [1] -3.5296
## 
## [[127]]
## [1] -0.07324339
## 
## [[128]]
## [1] -2.052248
## 
## [[129]]
## [1] -2.425813
## 
## [[130]]
## [1] -0.3651481
## 
## [[131]]
## [1] -2.404623
## 
## [[132]]
## [1] NA
## 
## [[133]]
## [1] -2.301695
## 
## [[134]]
## [1] -1.070228
## 
## [[135]]
## [1] NA
## 
## [[136]]
## [1] NA
## 
## [[137]]
## [1] 0.05615213
## 
## [[138]]
## [1] -3.992006
## 
## [[139]]
## [1] -0.101788
## 
## [[140]]
## [1] -0.1816978
## 
## [[141]]
## [1] -2.664309
## 
## [[142]]
## [1] -0.8744096
## 
## [[143]]
## [1] NA
## 
## [[144]]
## [1] -3.655089
## 
## [[145]]
## [1] -4.169192
## 
## [[146]]
## [1] -0.333165
## 
## [[147]]
## [1] -0.2681321
## 
## [[148]]
## [1] NA
## 
## [[149]]
## [1] -0.140269
## 
## [[150]]
## [1] -2.780466
## 
## [[151]]
## [1] -1.387414
## 
## [[152]]
## [1] -0.1297782
## 
## [[153]]
## [1] -0.5238035
## 
## [[154]]
## [1] -0.4034411
## 
## [[155]]
## [1] -0.6724053
## 
## [[156]]
## [1] NA
## 
## [[157]]
## [1] NA
## 
## [[158]]
## [1] -1.886053
## 
## [[159]]
## [1] -0.2454721
## 
## [[160]]
## [1] -2.618411
## 
## [[161]]
## [1] -0.2865566
## 
## [[162]]
## [1] 0.02032689
## 
## [[163]]
## [1] 0.03160455
## 
## [[164]]
## [1] -2.314949
## 
## [[165]]
## [1] -0.02709394
## 
## [[166]]
## [1] -1.30057
## 
## [[167]]
## [1] -0.1342563
## 
## [[168]]
## [1] NA
## 
## [[169]]
## [1] -0.5126616
## 
## [[170]]
## [1] -0.2482312
## 
## [[171]]
## [1] -3.486591
## 
## [[172]]
## [1] -0.1178376
## 
## [[173]]
## [1] 0.01810817
## 
## [[174]]
## [1] -1.388484
## 
## [[175]]
## [1] -3.205547
## 
## [[176]]
## [1] -2.208804
## 
## [[177]]
## [1] 0.0549831
## 
## [[178]]
## [1] -0.04167125
## 
## [[179]]
## [1] -0.3927165
## 
## [[180]]
## [1] -1.290317
## 
## [[181]]
## [1] -0.6493949
## 
## [[182]]
## [1] 0.004289143
## 
## [[183]]
## [1] -3.697629
## 
## [[184]]
## [1] -2.455262
## 
## [[185]]
## [1] -3.628804
## 
## [[186]]
## [1] 0.04176574
## 
## [[187]]
## [1] 0.04153566
## 
## [[188]]
## [1] -0.3386189
## 
## [[189]]
## [1] 0.271933
## 
## [[190]]
## [1] -0.02871962
## 
## [[191]]
## [1] -0.7558053
## 
## [[192]]
## [1] -0.08183804
## 
## [[193]]
## [1] -0.3630623
## 
## [[194]]
## [1] -1.594972
## 
## [[195]]
## [1] NA
## 
## [[196]]
## [1] NA
## 
## [[197]]
## [1] NA
## 
## [[198]]
## [1] NA
## 
## [[199]]
## [1] NA
## 
## [[200]]
## [1] NA
valmergesm2
##           Date mergedsoilmoisture     Site3     Site2     Site1 day month year
## 1   2017-12-17          0.1812803 0.2184210 0.1298160 0.1827378  17    12 2017
## 2   2017-12-18          0.1813529 0.2184097 0.1318113 0.1814523  18    12 2017
## 3   2017-12-19          0.1786329 0.2147977 0.1310752 0.1781363  19    12 2017
## 4   2017-12-20          0.2045600 0.2352214 0.1611586 0.2064497  20    12 2017
## 5   2017-12-21          0.2121985 0.2435130 0.1689051 0.2133542  21    12 2017
## 6   2017-12-22          0.2034018 0.2369948 0.1599421 0.2024036  22    12 2017
## 7   2017-12-23          0.2159135 0.2474115 0.1737037 0.2160729  23    12 2017
## 8   2017-12-24          0.2180366 0.2508741 0.1779583 0.2152578  24    12 2017
## 9   2017-12-25          0.2051297 0.2392457 0.1649375 0.2011580  25    12 2017
## 10  2017-12-26          0.1967778 0.2311780 0.1564815 0.1925998  26    12 2017
## 11  2017-12-27          0.1907229 0.2253247 0.1504178 0.1863498  27    12 2017
## 12  2017-12-28          0.1860186 0.2206840 0.1457465 0.1815573  28    12 2017
## 13  2017-12-29          0.1822263 0.2169158 0.1421042 0.1776285  29    12 2017
## 14  2017-12-30          0.1789890 0.2136771 0.1389468 0.1743325  30    12 2017
## 15  2017-12-31          0.1760297 0.2104852 0.1361690 0.1714696  31    12 2017
## 16  2018-01-01          0.1730221 0.2068863 0.1335336 0.1687743   1     1 2018
## 17  2018-01-02          0.1699094 0.2026606 0.1310185 0.1663264   2     1 2018
## 18  2018-01-03          0.1674965 0.1998021 0.1287234 0.1642708   3     1 2018
## 19  2018-01-04          0.1650735 0.1969184 0.1264468 0.1621988   4     1 2018
## 20  2018-01-05          0.1623993 0.1935668 0.1236840 0.1602682   5     1 2018
## 21  2018-01-06          0.1599766 0.1904905 0.1211806 0.1585599   6     1 2018
## 22  2018-01-07          0.1576960 0.1877726 0.1186574 0.1568984   7     1 2018
## 23  2018-01-08          0.1568914 0.1872422 0.1174618 0.1561128   8     1 2018
## 24  2018-01-09          0.1574485 0.1894384 0.1169259 0.1558507   9     1 2018
## 25  2018-01-10          0.1592184 0.1939688 0.1176424 0.1556502  10     1 2018
## 26  2018-01-11          0.2106263 0.2476406 0.1661053 0.2070026  11     1 2018
## 27  2018-01-12          0.2585713 0.3023993 0.2126192 0.2492075  12     1 2018
## 28  2018-01-13          0.2298163 0.2697049 0.1885231 0.2208976  13     1 2018
## 29  2018-01-14          0.2101749 0.2461050 0.1714329 0.2033012  14     1 2018
## 30  2018-01-15          0.2000193 0.2340321 0.1618090 0.1946641  15     1 2018
## 31  2018-01-16          0.1934378 0.2271962 0.1552234 0.1883403  16     1 2018
## 32  2018-01-17          0.1884672 0.2222873 0.1504387 0.1831684  17     1 2018
## 33  2018-01-18          0.1847465 0.2177543 0.1464155 0.1804870  18     1 2018
## 34  2018-01-19          0.1827311 0.2160347 0.1430255 0.1792066  19     1 2018
## 35  2018-01-20          0.1806938 0.2148377 0.1400914 0.1770017  20     1 2018
## 36  2018-01-21          0.1788930 0.2141354 0.1381655 0.1741962  21     1 2018
## 37  2018-01-22          0.1816379 0.2176727 0.1396944 0.1770608  22     1 2018
## 38  2018-01-23          0.2099719 0.2426632 0.1698900 0.2073420  23     1 2018
## 39  2018-01-24          0.2042055 0.2377882 0.1643600 0.2005069  24     1 2018
## 40  2018-01-25          0.1978362 0.2319010 0.1582002 0.1934983  25     1 2018
## 41  2018-01-26          0.1925960 0.2267535 0.1530544 0.1880946  26     1 2018
## 42  2018-01-27          0.1913684 0.2261970 0.1498113 0.1877075  27     1 2018
## 43  2018-01-28          0.2227986 0.2548967 0.1778299 0.2244271  28     1 2018
## 44  2018-01-29          0.2251622 0.2590182 0.1841771 0.2220451  29     1 2018
## 45  2018-01-30          0.2114195 0.2458255 0.1703889 0.2077865  30     1 2018
## 46  2018-01-31          0.2024122 0.2366563 0.1618900 0.1985599  31     1 2018
## 47  2018-02-01          0.1966335 0.2307604 0.1560451 0.1929479   1     2 2018
## 48  2018-02-02          0.1958087 0.2303811 0.1535116 0.1929592   2     2 2018
## 49  2018-02-03          0.1918223 0.2255894 0.1503773 0.1891389   3     2 2018
## 50  2018-02-04          0.2215597 0.2586415 0.1716586 0.2219036   4     2 2018
## 51  2018-02-05          0.2242181 0.2588863 0.1816354 0.2214870   5     2 2018
## 52  2018-02-06          0.2119706 0.2460191 0.1716088 0.2081936   6     2 2018
## 53  2018-02-07          0.2403602 0.2747222 0.1988044 0.2371649   7     2 2018
## 54  2018-02-08          0.2277506 0.2657526 0.1858970 0.2211389   8     2 2018
## 55  2018-02-09          0.2117093 0.2479861 0.1712176 0.2058012   9     2 2018
## 56  2018-02-10          0.2263567 0.2620903 0.1832708 0.2229375  10     2 2018
## 57  2018-02-11          0.2594152        NA 0.2386782 0.2749679  11     2 2018
## 58  2018-02-12          0.2177703        NA 0.1980856 0.2325339  12     2 2018
## 59  2018-02-13          0.2526821 0.3420382 0.1811157 0.2170009  13     2 2018
## 60  2018-02-14          0.2187074 0.2685182 0.1701852 0.2052882  14     2 2018
## 61  2018-02-15          0.2141866 0.2565538 0.1676806 0.2066988  15     2 2018
## 62  2018-02-16          0.2078769 0.2455486 0.1646400 0.2026328  16     2 2018
## 63  2018-02-17          0.2023741 0.2391111 0.1590405 0.1981372  17     2 2018
## 64  2018-02-18          0.2103213 0.2463655 0.1647130 0.2084835  18     2 2018
## 65  2018-02-19          0.2066506 0.2421328 0.1613194 0.2051667  19     2 2018
## 66  2018-02-20          0.2011578 0.2357995 0.1573102 0.1994019  20     2 2018
## 67  2018-02-21          0.2304523 0.2652378 0.1867384 0.2284523  21     2 2018
## 68  2018-02-22          0.2259672 0.2614158 0.1850486 0.2212075  22     2 2018
## 69  2018-02-23          0.2114646 0.2466120 0.1711169 0.2065781  23     2 2018
## 70  2018-02-24          0.2029441 0.2381710 0.1622558 0.1982335  24     2 2018
## 71  2018-02-25          0.2018564 0.2393038 0.1585914 0.1968576  25     2 2018
## 72  2018-02-26          0.2042301 0.2415321 0.1595822 0.2004141  26     2 2018
## 73  2018-02-27          0.1995574 0.2352457 0.1563762 0.1962552  27     2 2018
## 74  2018-02-28          0.2057860 0.2428750 0.1602326 0.2028620  28     2 2018
## 75  2018-03-01          0.2489119 0.2840321 0.2047778 0.2468924   1     3 2018
## 76  2018-03-02          0.2292061 0.2686840 0.1862639 0.2219349   2     3 2018
## 77  2018-03-03          0.2128520 0.2514045 0.1705255 0.2060443   3     3 2018
## 78  2018-03-04          0.2033614 0.2409384 0.1614676 0.1972049   4     3 2018
## 79  2018-03-05          0.1965865 0.2332422 0.1551944 0.1909748   5     3 2018
## 80  2018-03-06          0.2052393 0.2435052 0.1590255 0.2016337   6     3 2018
## 81  2018-03-07          0.2119353 0.2464280 0.1661713 0.2117656   7     3 2018
## 82  2018-03-08          0.2067156 0.2389826 0.1597778 0.2096519   8     3 2018
## 83  2018-03-09          0.2004845 0.2327387 0.1543472 0.2028333   9     3 2018
## 84  2018-03-10          0.1957295 0.2281016 0.1500116 0.1976458  10     3 2018
## 85  2018-03-11          0.1919861 0.2243811 0.1463588 0.1938116  11     3 2018
## 86  2018-03-12          0.2025691 0.2368247 0.1501875 0.2075998  12     3 2018
## 87  2018-03-13          0.2017443 0.2339063 0.1517373 0.2070877  13     3 2018
## 88  2018-03-14          0.1974754 0.2298194 0.1485509 0.2018247  14     3 2018
## 89  2018-03-15          0.1936638 0.2264358 0.1453831 0.1971024  15     3 2018
## 90  2018-03-16          0.1900477 0.2228429 0.1423264 0.1930434  16     3 2018
## 91  2018-03-17          0.1877393 0.2206745 0.1395810 0.1909227  17     3 2018
## 92  2018-03-18          0.1905354 0.2259635 0.1386458 0.1940243  18     3 2018
## 93  2018-03-19          0.1901329 0.2256233 0.1380532 0.1937023  19     3 2018
## 94  2018-03-20          0.2072206 0.2431823 0.1490359 0.2148976  20     3 2018
## 95  2018-03-21          0.2128883 0.2453212 0.1578299 0.2217491  21     3 2018
## 96  2018-03-22          0.2075410 0.2405356 0.1544282 0.2143811  22     3 2018
## 97  2018-03-23          0.2024549 0.2355833 0.1507025 0.2081406  23     3 2018
## 98  2018-03-24          0.1993210 0.2326936 0.1475405 0.2047839  24     3 2018
## 99  2018-03-25          0.2166313 0.2498394 0.1597975 0.2260486  25     3 2018
## 100 2018-03-26          0.2121376 0.2440990 0.1599988 0.2192804  26     3 2018
## 101 2018-03-27          0.2056414 0.2378082 0.1552662 0.2112561  27     3 2018
## 102 2018-03-28          0.2002648 0.2323446 0.1511817 0.2049974  28     3 2018
## 103 2018-03-29          0.2006057 0.2330764 0.1502801 0.2058793  29     3 2018
## 104 2018-03-30          0.2255177 0.2530920 0.1760208 0.2350660  30     3 2018
## 105 2018-03-31          0.2150303 0.2447335 0.1675706 0.2209219  31     3 2018
## 106 2018-04-01          0.2069646 0.2373377 0.1602535 0.2116250   1     4 2018
## 107 2018-04-02          0.2005587 0.2311814 0.1541250 0.2047613   2     4 2018
## 108 2018-04-03          0.1953756 0.2262899 0.1490255 0.1992240   3     4 2018
## 109 2018-04-04          0.1962923 0.2295095 0.1461979 0.2006458   4     4 2018
## 110 2018-04-05          0.1934653 0.2269696 0.1437060 0.1972804   5     4 2018
## 111 2018-04-06          0.1907393 0.2251259 0.1406759 0.1939002   6     4 2018
## 112 2018-04-07          0.2162749 0.2500877 0.1606632 0.2241710   7     4 2018
## 113 2018-04-08          0.2142361 0.2459740 0.1637072 0.2203950   8     4 2018
## 114 2018-04-09          0.2083649 0.2414036 0.1575637 0.2134271   9     4 2018
## 115 2018-04-10          0.2035641 0.2366189 0.1536088 0.2079757  10     4 2018
## 116 2018-04-11          0.1985177 0.2312960 0.1493970 0.2025799  11     4 2018
## 117 2018-04-12          0.1938879 0.2266094 0.1450822 0.1977708  12     4 2018
## 118 2018-04-13          0.1897607 0.2225330 0.1410868 0.1934939  13     4 2018
## 119 2018-04-14          0.1861888 0.2190686 0.1376424 0.1897187  14     4 2018
## 120 2018-04-15          0.2267652 0.2573394 0.1796586 0.2315208  15     4 2018
## 121 2018-04-16          0.2352825 0.2709479 0.1876516 0.2353403  16     4 2018
## 122 2018-04-17          0.2187042 0.2539436 0.1719479 0.2185321  17     4 2018
## 123 2018-04-18          0.2088741 0.2433733 0.1627118 0.2089965  18     4 2018
## 124 2018-04-19          0.2016534 0.2354809 0.1558704 0.2021632  19     4 2018
## 125 2018-04-20          0.1961351 0.2297092 0.1502894 0.1969453  20     4 2018
## 126 2018-04-21          0.1915013 0.2250877 0.1454896 0.1924236  21     4 2018
## 127 2018-04-22          0.1883138 0.2221033 0.1417083 0.1894783  22     4 2018
## 128 2018-04-23          0.2570006 0.2928273 0.2113310 0.2554262  23     4 2018
## 129 2018-04-24          0.2662503 0.3156189 0.2124942 0.2571988  24     4 2018
## 130 2018-04-25          0.2356152 0.2778342 0.1868507 0.2299696  25     4 2018
## 131 2018-04-26          0.2246237 0.2655755 0.1754988 0.2205156  26     4 2018
## 132 2018-04-27          0.2251174 0.2625469 0.1765451 0.2241172  27     4 2018
## 133 2018-04-28          0.2142165 0.2513707 0.1661273 0.2131293  28     4 2018
## 134 2018-04-29          0.2061856 0.2437292 0.1575150 0.2051450  29     4 2018
## 135 2018-04-30          0.1998873 0.2375208 0.1509155 0.1989826  30     4 2018
## 136 2018-05-01          0.1946701 0.2322135 0.1456887 0.1938628   1     5 2018
## 137 2018-05-02          0.1905331 0.2286172 0.1412465 0.1894141   2     5 2018
## 138 2018-05-03          0.1862787 0.2238941 0.1374086 0.1853160   3     5 2018
## 139 2018-05-04          0.1821768 0.2190781 0.1339653 0.1814340   4     5 2018
## 140 2018-05-05          0.1787459 0.2156814 0.1309086 0.1776884   5     5 2018
## 141 2018-05-06          0.1771430 0.2143819 0.1283380 0.1765078   6     5 2018
## 142 2018-05-07          0.1816304 0.2184427 0.1335903 0.1808481   7     5 2018
## 143 2018-05-08          0.1969321 0.2361970 0.1438322 0.1974922   8     5 2018
## 144 2018-05-09          0.1949738 0.2357708 0.1394086 0.1958507   9     5 2018
## 145 2018-05-10          0.1898592 0.2300799 0.1351667 0.1906580  10     5 2018
## 146 2018-05-11          0.1844252 0.2234852 0.1313345 0.1851832  11     5 2018
## 147 2018-05-12          0.1788747 0.2176962 0.1274792 0.1785998  12     5 2018
## 148 2018-05-13          0.1733239 0.2124896 0.1235127 0.1715165  13     5 2018
## 149 2018-05-14          0.1679975 0.2079583 0.1197731 0.1642049  14     5 2018
## 150 2018-05-15          0.1646196 0.2067674 0.1166227 0.1584696  15     5 2018
##     basinID hillID zoneID patchID familyID family_horizon  rain_thr
## 1         1    108 149478  149478    -9999              0  0.000000
## 2         1    108 149478  149478    -9999              0  0.000000
## 3         1    108 149478  149478    -9999              0 11.827744
## 4         1    108 149478  149478    -9999              0 18.687744
## 5         1    108 149478  149478    -9999              0  0.000000
## 6         1    108 149478  149478    -9999              0  5.537744
## 7         1    108 149478  149478    -9999              0 15.827744
## 8         1    108 149478  149478    -9999              0  0.000000
## 9         1    108 149478  149478    -9999              0  0.000000
## 10        1    108 149478  149478    -9999              0  0.000000
## 11        1    108 149478  149478    -9999              0  0.000000
## 12        1    108 149478  149478    -9999              0  0.000000
## 13        1    108 149478  149478    -9999              0  0.000000
## 14        1    108 149478  149478    -9999              0  0.000000
## 15        1    108 149478  149478    -9999              0  0.000000
## 16        1    108 149478  149478    -9999              0  0.000000
## 17        1    108 149478  149478    -9999              0  0.000000
## 18        1    108 149478  149478    -9999              0  0.000000
## 19        1    108 149478  149478    -9999              0  0.000000
## 20        1    108 149478  149478    -9999              0  0.000000
## 21        1    108 149478  149478    -9999              0  0.000000
## 22        1    108 149478  149478    -9999              0  0.000000
## 23        1    108 149478  149478    -9999              0  0.949237
## 24        1    108 149478  149478    -9999              0  0.588167
## 25        1    108 149478  149478    -9999              0  7.148167
## 26        1    108 149478  149478    -9999              0 52.728167
## 27        1    108 149478  149478    -9999              0 22.578167
## 28        1    108 149478  149478    -9999              0  0.000000
## 29        1    108 149478  149478    -9999              0  0.000000
## 30        1    108 149478  149478    -9999              0  0.000000
## 31        1    108 149478  149478    -9999              0  0.838341
## 32        1    108 149478  149478    -9999              0  0.000000
## 33        1    108 149478  149478    -9999              0  0.000000
## 34        1    108 149478  149478    -9999              0  0.000000
## 35        1    108 149478  149478    -9999              0  0.000000
## 36        1    108 149478  149478    -9999              0  0.000000
## 37        1    108 149478  149478    -9999              0 16.708428
## 38        1    108 149478  149478    -9999              0  0.000000
## 39        1    108 149478  149478    -9999              0  0.000000
## 40        1    108 149478  149478    -9999              0  0.000000
## 41        1    108 149478  149478    -9999              0  0.000000
## 42        1    108 149478  149478    -9999              0 14.508901
## 43        1    108 149478  149478    -9999              0 13.068901
## 44        1    108 149478  149478    -9999              0  0.000000
## 45        1    108 149478  149478    -9999              0  0.000000
## 46        1    108 149478  149478    -9999              0  0.000000
## 47        1    108 149478  149478    -9999              0  2.829320
## 48        1    108 149478  149478    -9999              0  0.000000
## 49        1    108 149478  149478    -9999              0  7.625462
## 50        1    108 149478  149478    -9999              0 29.926092
## 51        1    108 149478  149478    -9999              0  0.000000
## 52        1    108 149478  149478    -9999              0 20.459320
## 53        1    108 149478  149478    -9999              0 23.489320
## 54        1    108 149478  149478    -9999              0  0.000000
## 55        1    108 149478  149478    -9999              0 11.939693
## 56        1    108 149478  149478    -9999              0 92.539693
## 57        1    108 149478  149478    -9999              0 42.509693
## 58        1    108 149478  149478    -9999              0  9.109693
## 59        1    108 149478  149478    -9999              0  0.000000
## 60        1    108 149478  149478    -9999              0  5.459693
## 61        1    108 149478  149478    -9999              0  0.000000
## 62        1    108 149478  149478    -9999              0  0.000000
## 63        1    108 149478  149478    -9999              0  6.710180
## 64        1    108 149478  149478    -9999              0  5.110180
## 65        1    108 149478  149478    -9999              0  3.090180
## 66        1    108 149478  149478    -9999              0 13.310180
## 67        1    108 149478  149478    -9999              0  7.400180
## 68        1    108 149478  149478    -9999              0  0.000000
## 69        1    108 149478  149478    -9999              0  0.510180
## 70        1    108 149478  149478    -9999              0  1.380180
## 71        1    108 149478  149478    -9999              0  9.030593
## 72        1    108 149478  149478    -9999              0  1.920593
## 73        1    108 149478  149478    -9999              0  5.920593
## 74        1    108 149478  149478    -9999              0 47.810593
## 75        1    108 149478  149478    -9999              0 16.540593
## 76        1    108 149478  149478    -9999              0  0.000000
## 77        1    108 149478  149478    -9999              0  0.000000
## 78        1    108 149478  149478    -9999              0  0.000000
## 79        1    108 149478  149478    -9999              0  2.180947
## 80        1    108 149478  149478    -9999              0 11.330947
## 81        1    108 149478  149478    -9999              0  0.000000
## 82        1    108 149478  149478    -9999              0  0.000000
## 83        1    108 149478  149478    -9999              0  0.000000
## 84        1    108 149478  149478    -9999              0  8.900947
## 85        1    108 149478  149478    -9999              0 17.330947
## 86        1    108 149478  149478    -9999              0  5.920947
## 87        1    108 149478  149478    -9999              0  0.000000
## 88        1    108 149478  149478    -9999              0  0.000000
## 89        1    108 149478  149478    -9999              0  0.000000
## 90        1    108 149478  149478    -9999              0  3.871250
## 91        1    108 149478  149478    -9999              0  7.901250
## 92        1    108 149478  149478    -9999              0  0.000000
## 93        1    108 149478  149478    -9999              0 10.941250
## 94        1    108 149478  149478    -9999              0  1.091250
## 95        1    108 149478  149478    -9999              0  0.000000
## 96        1    108 149478  149478    -9999              0  0.000000
## 97        1    108 149478  149478    -9999              0  0.000000
## 98        1    108 149478  149478    -9999              0 21.471512
## 99        1    108 149478  149478    -9999              0  0.000000
## 100       1    108 149478  149478    -9999              0  0.000000
## 101       1    108 149478  149478    -9999              0  0.000000
## 102       1    108 149478  149478    -9999              0  0.000000
## 103       1    108 149478  149478    -9999              0 20.421737
## 104       1    108 149478  149478    -9999              0  0.000000
## 105       1    108 149478  149478    -9999              0  0.000000
## 106       1    108 149478  149478    -9999              0  0.000000
## 107       1    108 149478  149478    -9999              0  0.000000
## 108       1    108 149478  149478    -9999              0  8.361737
## 109       1    108 149478  149478    -9999              0  0.000000
## 110       1    108 149478  149478    -9999              0  0.000000
## 111       1    108 149478  149478    -9999              0 17.131931
## 112       1    108 149478  149478    -9999              0  2.321931
## 113       1    108 149478  149478    -9999              0  1.731931
## 114       1    108 149478  149478    -9999              0  0.231931
## 115       1    108 149478  149478    -9999              0  0.000000
## 116       1    108 149478  149478    -9999              0  0.000000
## 117       1    108 149478  149478    -9999              0  0.000000
## 118       1    108 149478  149478    -9999              0  0.000000
## 119       1    108 149478  149478    -9999              0  1.342097
## 120       1    108 149478  149478    -9999              0 38.152097
## 121       1    108 149478  149478    -9999              0  0.000000
## 122       1    108 149478  149478    -9999              0  0.000000
## 123       1    108 149478  149478    -9999              0  0.000000
## 124       1    108 149478  149478    -9999              0  0.000000
## 125       1    108 149478  149478    -9999              0  0.000000
## 126       1    108 149478  149478    -9999              0  0.000000
## 127       1    108 149478  149478    -9999              0 35.012239
## 128       1    108 149478  149478    -9999              0 38.542239
## 129       1    108 149478  149478    -9999              0 12.462239
## 130       1    108 149478  149478    -9999              0  0.000000
## 131       1    108 149478  149478    -9999              0 10.282239
## 132       1    108 149478  149478    -9999              0  0.000000
## 133       1    108 149478  149478    -9999              0  0.000000
## 134       1    108 149478  149478    -9999              0  0.000000
## 135       1    108 149478  149478    -9999              0  0.000000
## 136       1    108 149478  149478    -9999              0  0.000000
## 137       1    108 149478  149478    -9999              0  0.000000
## 138       1    108 149478  149478    -9999              0  0.000000
## 139       1    108 149478  149478    -9999              0  0.000000
## 140       1    108 149478  149478    -9999              0  1.432322
## 141       1    108 149478  149478    -9999              0  0.000000
## 142       1    108 149478  149478    -9999              0  1.962322
## 143       1    108 149478  149478    -9999              0  7.282428
## 144       1    108 149478  149478    -9999              0  0.000000
## 145       1    108 149478  149478    -9999              0  4.532428
## 146       1    108 149478  149478    -9999              0  0.000000
## 147       1    108 149478  149478    -9999              0  0.000000
## 148       1    108 149478  149478    -9999              0  0.000000
## 149       1    108 149478  149478    -9999              0  0.000000
## 150       1    108 149478  149478    -9999              0 32.682428
##     detention_store sat_def_z  sat_def rz_storage potential_rz_store
## 1                 0 1238.9562 538.9460   75.35613           207.6024
## 2                 0 1245.4851 541.7860   73.91367           207.6024
## 3                 0 1251.3625 544.3427   82.61752           207.6024
## 4                 0 1251.5588 544.4281   93.64671           207.6024
## 5                 0 1245.1093 541.6226   89.23376           207.6024
## 6                 0 1237.9424 538.5049   90.12704           207.6024
## 7                 0 1232.5614 536.1642   96.00214           207.6024
## 8                 0 1224.8379 532.8045   90.50394           207.6024
## 9                 0 1220.8100 531.0523   87.14876           207.6024
## 10                0 1228.1320 534.2374   84.48984           207.6024
## 11                0 1236.9480 538.0724   82.44623           207.6024
## 12                0 1246.5680 542.2571   80.72138           207.6024
## 13                0 1256.4403 546.5515   79.12354           207.6024
## 14                0 1266.6243 550.9816   77.89543           207.6024
## 15                0 1277.9014 555.8871   76.94948           207.6024
## 16                0 1289.0581 560.7403   76.03768           207.6024
## 17                0 1298.6676 564.9204   75.05832           207.6024
## 18                0 1308.9435 569.3904   74.17925           207.6024
## 19                0 1319.2484 573.8730   73.52326           207.6024
## 20                0 1329.4461 578.3091   72.79024           207.6024
## 21                0 1339.3046 582.5975   72.06206           207.6024
## 22                0 1348.8267 586.7396   71.31668           207.6024
## 23                0 1357.5928 590.5529   71.71722           207.6024
## 24                0 1365.5534 594.0157   71.82034           207.6024
## 25                0 1372.5404 597.0551   77.14270           207.6024
## 26                0 1364.1954 593.4250   91.59300           207.6024
## 27                0 1330.5996 578.8108   97.92452           207.6024
## 28                0 1274.7858 554.5318   91.66125           207.6024
## 29                0 1270.2114 552.5419   87.86516           207.6024
## 30                0 1268.0312 551.5936   85.07002           207.6024
## 31                0 1273.7427 554.0781   83.82303           207.6024
## 32                0 1279.8162 556.7201   82.06635           207.6024
## 33                0 1288.4074 560.4572   80.32419           207.6024
## 34                0 1297.0708 564.2258   78.63646           207.6024
## 35                0 1304.9468 567.6518   77.04843           207.6024
## 36                0 1313.2100 571.2463   75.49933           207.6024
## 37                0 1320.5176 574.4252   87.45809           207.6024
## 38                0 1323.0274 575.5169   84.65340           207.6024
## 39                0 1324.5148 576.1639   82.45817           207.6024
## 40                0 1330.8799 578.9328   80.45193           207.6024
## 41                0 1337.8366 581.9589   78.79927           207.6024
## 42                0 1344.5913 584.8972   88.54294           207.6024
## 43                0 1345.4619 585.2759   94.04043           207.6024
## 44                0 1340.1722 582.9749   89.33732           207.6024
## 45                0 1335.2067 580.8149   86.22365           207.6024
## 46                0 1336.9932 581.5920   83.59177           207.6024
## 47                0 1340.1974 582.9859   84.12044           207.6024
## 48                0 1344.7696 584.9748   82.23884           207.6024
## 49                0 1348.6651 586.6693   86.47534           207.6024
## 50                0 1340.7722 583.2359   97.93112           207.6024
## 51                0 1321.5564 574.8770   91.35302           207.6024
## 52                0 1300.4197 565.6826   97.65735           207.6024
## 53                0 1248.9644 543.2995   97.04042           207.6024
## 54                0 1205.0027 524.1762   90.79314           207.6024
## 55                0 1203.4399 523.4963   94.61101           207.6024
## 56                0  956.9077 416.2549   61.11448           207.6024
## 57                0  541.5512 235.5748   92.95709           207.6024
## 58                0  737.8002 320.9431  119.97247           207.6024
## 59                0  724.6819 315.2366   97.28541           207.6024
## 60                0  777.4382 338.1856   94.44909           207.6024
## 61                0  799.8831 347.9491   89.12485           207.6024
## 62                0  834.4804 362.9990   85.84048           207.6024
## 63                0  869.1568 378.0832   88.56297           207.6024
## 64                0  883.9032 384.4979   89.41255           207.6024
## 65                0  895.5281 389.5547   88.66200           207.6024
## 66                0  899.4179 391.2468   94.22273           207.6024
## 67                0  887.0024 385.8460   94.03065           207.6024
## 68                0  883.4159 384.2859   88.99910           207.6024
## 69                0  910.1620 395.9205   86.60266           207.6024
## 70                0  928.1015 403.7242   85.44175           207.6024
## 71                0  934.4359 406.4796   89.80527           207.6024
## 72                0  926.9252 403.2125   88.14807           207.6024
## 73                0  932.5592 405.6633   89.65690           207.6024
## 74                0  824.0570 358.4648   76.70795           207.6024
## 75                0  695.2656 302.4405   88.30077           207.6024
## 76                0  744.0265 323.6515   85.32156           207.6024
## 77                0  739.0481 321.4859   82.58847           207.6024
## 78                0  766.9354 333.6169   80.14224           207.6024
## 79                0  777.7038 338.3012   80.75127           207.6024
## 80                0  779.7481 339.1904   87.90013           207.6024
## 81                0  777.1828 338.0745   85.11586           207.6024
## 82                0  785.5741 341.7248   83.08615           207.6024
## 83                0  797.2597 346.8080   80.89499           207.6024
## 84                0  797.7737 347.0315   86.32493           207.6024
## 85                0  777.6240 338.2665   94.96282           207.6024
## 86                0  744.4646 323.8421   93.62725           207.6024
## 87                0  737.5310 320.8260   88.98368           207.6024
## 88                0  751.7649 327.0177   85.93907           207.6024
## 89                0  759.1699 330.2389   82.82719           207.6024
## 90                0  764.8249 332.6988   84.26465           207.6024
## 91                0  758.7994 330.0777   88.22094           207.6024
## 92                0  753.3507 327.7075   84.57361           207.6024
## 93                0  751.4918 326.8989   90.41354           207.6024
## 94                0  737.3697 320.7558   88.00551           207.6024
## 95                0  742.4334 322.9585   85.41844           207.6024
## 96                0  753.8208 327.9120   83.02013           207.6024
## 97                0  759.8460 330.5330   80.82646           207.6024
## 98                0  724.6147 315.2074   94.04227           207.6024
## 99                0  701.7818 305.2751   89.29530           207.6024
## 100               0  716.2270 311.5587   86.11199           207.6024
## 101               0  729.3873 317.2835   83.40846           207.6024
## 102               0  743.6413 323.4840   80.70950           207.6024
## 103               0  716.6651 311.7493   93.43115           207.6024
## 104               0  693.6976 301.7585   88.69475           207.6024
## 105               0  710.2237 308.9473   84.92790           207.6024
## 106               0  721.6997 313.9394   81.69461           207.6024
## 107               0  732.6281 318.6932   79.04454           207.6024
## 108               0  742.1981 322.8562   84.43586           207.6024
## 109               0  734.5863 319.5450   82.14947           207.6024
## 110               0  741.7775 322.6732   79.61675           207.6024
## 111               0  719.0989 312.8080   90.82696           207.6024
## 112               0  698.2633 303.7446   89.10423           207.6024
## 113               0  706.6406 307.3887   87.53023           207.6024
## 114               0  716.7286 311.7769   85.32382           207.6024
## 115               0  728.3865 316.8481   82.39487           207.6024
## 116               0  741.1107 322.3831   79.86792           207.6024
## 117               0  753.8526 327.9259   77.44540           207.6024
## 118               0  760.8829 330.9841   75.32229           207.6024
## 119               0  768.0645 334.1081   75.78894           207.6024
## 120               0  672.0432 292.3388   97.76129           207.6024
## 121               0  640.2876 278.5251   91.55204           207.6024
## 122               0  670.7409 291.7723   86.84616           207.6024
## 123               0  692.6473 301.3016   82.93198           207.6024
## 124               0  707.4415 307.7370   80.84340           207.6024
## 125               0  720.7705 313.5352   78.36080           207.6024
## 126               0  735.4555 319.9232   76.26574           207.6024
## 127               0  703.3205 305.9444   97.25924           207.6024
## 128               0  399.8742 173.9453  134.15576           207.6024
## 129               0  538.5766 234.2808   66.28169           207.6024
## 130               0  474.3783 206.3546   73.21153           207.6024
## 131               0  523.3258 227.6467   85.80355           207.6024
## 132               0  522.4742 227.2763   82.71669           207.6024
## 133               0  564.1480 245.4044   79.92388           207.6024
## 134               0  589.3335 256.3601   77.66504           207.6024
## 135               0  604.4231 262.9240   75.30204           207.6024
## 136               0  622.3088 270.7043   73.03258           207.6024
## 137               0  635.7003 276.5296   70.98240           207.6024
## 138               0  649.8956 282.7046   69.19241           207.6024
## 139               0  660.4321 287.2880   67.47243           207.6024
## 140               0  669.5388 291.2494   68.42582           207.6024
## 141               0  678.0005 294.9302   67.21793           207.6024
## 142               0  687.2093 298.9360   68.61059           207.6024
## 143               0  683.9804 297.5315   74.24290           207.6024
## 144               0  684.7083 297.8481   72.27401           207.6024
## 145               0  690.3267 300.2921   75.49248           207.6024
## 146               0  694.5163 302.1146   73.32130           207.6024
## 147               0  708.5168 308.2048   71.39405           207.6024
## 148               0  722.1684 314.1432   69.50503           207.6024
## 149               0  735.7111 320.0343   67.76100           207.6024
## 150               0  691.3321 300.7295   91.85525           207.6024
##     rz_field_capacity rz_wilting_point unsat_stor rz_drainage unsat_drain
## 1            61.11448        17.041764 116.984783    0.671953    0.481248
## 2            61.11448        17.041764 117.824561    0.562312    0.476917
## 3            61.11448        17.041764 119.120583    1.085657    0.480345
## 4            61.11448        17.041764 123.141603    4.449247    0.579427
## 5            61.11448        17.041764 126.544701    4.209436    0.806338
## 6            61.11448        17.041764 129.142930    3.686422    1.088193
## 7            61.11448        17.041764 134.702885    7.234492    1.674536
## 8            61.11448        17.041764 137.356215    5.122325    2.468995
## 9            61.11448        17.041764 137.817369    3.146619    2.960214
## 10           61.11448        17.041764 138.394492    2.229362    3.076259
## 11           61.11448        17.041764 138.758818    1.692399    2.847981
## 12           61.11448        17.041764 139.069927    1.350054    2.576699
## 13           61.11448        17.041764 139.361795    1.101723    2.312462
## 14           61.11448        17.041764 139.690887    0.924523    2.074851
## 15           61.11448        17.041764 140.170920    0.806310    1.866421
## 16           61.11448        17.041764 140.693648    0.716037    1.678910
## 17           61.11448        17.041764 141.103719    0.633574    1.519848
## 18           61.11448        17.041764 141.605773    0.561174    1.392429
## 19           61.11448        17.041764 142.146464    0.507223    1.276280
## 20           61.11448        17.041764 142.710273    0.462294    1.174483
## 21           61.11448        17.041764 143.266258    0.419009    1.085146
## 22           61.11448        17.041764 143.809304    0.379097    1.007155
## 23           61.11448        17.041764 144.322324    0.371573    0.939467
## 24           61.11448        17.041764 144.811219    0.384043    0.883684
## 25           61.11448        17.041764 145.449155    0.598227    0.843332
## 26           61.11448        17.041764 171.871476   29.222702    2.800381
## 27           61.11448        17.041764 177.777806   12.369225    6.462894
## 28           61.11448        17.041764 173.519932    6.049104   10.306979
## 29           61.11448        17.041764 166.050097    3.493496   13.604955
## 30           61.11448        17.041764 160.993161    2.403107    9.376968
## 31           61.11448        17.041764 157.944543    1.909204    7.148711
## 32           61.11448        17.041764 155.834904    1.591085    5.567902
## 33           61.11448        17.041764 154.467589    1.287648    4.536696
## 34           61.11448        17.041764 153.468016    1.042932    3.753178
## 35           61.11448        17.041764 152.643401    0.849699    3.175775
## 36           61.11448        17.041764 152.036917    0.695760    2.743759
## 37           61.11448        17.041764 152.703553    1.873248    2.497604
## 38           61.11448        17.041764 153.336818    2.290572    2.466586
## 39           61.11448        17.041764 153.312241    1.709481    2.435001
## 40           61.11448        17.041764 153.451812    1.328419    2.353921
## 41           61.11448        17.041764 153.511398    1.061921    2.188254
## 42           61.11448        17.041764 154.815410    2.266548    2.110875
## 43           61.11448        17.041764 158.386304    5.327053    2.384618
## 44           61.11448        17.041764 159.970042    4.320829    2.865469
## 45           61.11448        17.041764 159.854020    2.793669    3.130388
## 46           61.11448        17.041764 159.577148    2.003724    3.180734
## 47           61.11448        17.041764 159.354871    1.807734    3.037932
## 48           61.11448        17.041764 159.216393    1.635870    2.882171
## 49           61.11448        17.041764 159.536998    2.059321    2.749411
## 50           61.11448        17.041764 168.930527   13.269723    4.006549
## 51           61.11448        17.041764 169.050146    5.931631    5.812012
## 52           61.11448        17.041764 171.461595   10.634429    8.222980
## 53           61.11448        17.041764 174.919998   20.072351   16.613948
## 54           61.11448        17.041764 160.123699    5.485985   20.623454
## 55           61.11448        17.041764 153.529408    6.064365   16.185012
## 56           61.11448        17.041764 105.992364  110.144092  172.529680
## 57           61.11448        17.041764  27.910111    3.366767   81.449020
## 58           61.11448        16.878719   1.278937    7.900944   28.157761
## 59           61.11448        17.041764  34.686502   22.188207    0.025843
## 60           61.11448        17.041764  46.681335    7.351379    0.745370
## 61           61.11448        17.041764  52.532590    4.353265    0.935242
## 62           61.11448        17.041764  57.808678    2.697564    1.092802
## 63           61.11448        17.041764  63.294296    2.828309    1.000961
## 64           61.11448        17.041764  67.346817    3.383008    1.021762
## 65           61.11448        17.041764  70.825591    3.310047    1.270248
## 66           61.11448        17.041764  75.263535    5.463647    1.825771
## 67           61.11448        17.041764  78.431431    6.321406    3.153510
## 68           61.11448        17.041764  78.418205    4.229121    5.031945
## 69           61.11448        17.041764  80.164414    2.811971    4.804512
## 70           61.11448        17.041764  81.789261    2.304067    3.176444
## 71           61.11448        17.041764  83.397124    3.116228    2.763558
## 72           61.11448        17.041764  83.672677    3.247965    2.972412
## 73           61.11448        17.041764  84.874650    3.394996    3.560080
## 74           61.11448        17.041764  65.165487   52.548883   79.635148
## 75           61.11448        17.041764  60.237259    2.107205    7.035434
## 76           61.11448        17.041764  37.546721    2.499115   38.849184
## 77           61.11448        17.041764  39.069150    1.790618    0.268188
## 78           61.11448        17.041764  42.813732    1.313745    0.424708
## 79           61.11448        17.041764  44.781298    1.190355    0.372956
## 80           61.11448        17.041764  46.867393    2.236186    0.456067
## 81           61.11448        17.041764  48.594385    2.414524    0.687532
## 82           61.11448        17.041764  50.511717    1.824944    0.954974
## 83           61.11448        17.041764  52.312344    1.417062    0.999932
## 84           61.11448        17.041764  53.509225    1.935382    1.021717
## 85           61.11448        17.041764  57.303800    5.716763    1.922187
## 86           61.11448        17.041764  56.877044    6.239701    6.666457
## 87           61.11448        17.041764  50.745003    4.139718   12.407685
## 88           61.11448        17.041764  50.625708    2.693549    5.463641
## 89           61.11448        17.041764  50.840183    1.882683    3.107557
## 90           61.11448        17.041764  51.237340    1.761941    2.490712
## 91           61.11448        17.041764  51.372754    2.588063    2.452649
## 92           61.11448        17.041764  50.884670    2.378663    3.012927
## 93           61.11448        17.041764  51.179686    3.215325    3.541951
## 94           61.11448        17.041764  50.386699    3.311877    4.104864
## 95           61.11448        17.041764  49.455075    2.474644    5.057454
## 96           61.11448        17.041764  49.796113    1.848607    3.409595
## 97           61.11448        17.041764  49.962953    1.405598    2.374993
## 98           61.11448        17.041764  51.539332    4.561305    2.984926
## 99           61.11448        17.041764  45.030563    4.309841   11.079526
## 100          61.11448        17.041764  43.815941    2.768187    7.005074
## 101          61.11448        17.041764  44.739592    1.968967    3.038297
## 102          61.11448        17.041764  45.947628    1.428564    2.110763
## 103          61.11448        17.041764  47.790714    4.185980    2.342895
## 104          61.11448        17.041764  43.848459    4.026269    7.968524
## 105          61.11448        17.041764  42.328487    2.494326    7.312306
## 106          61.11448        17.041764  43.033039    1.659339    2.705439
## 107          61.11448        17.041764  43.807742    1.164083    1.903452
## 108          61.11448        17.041764  45.078916    1.527406    1.557160
## 109          61.11448        17.041764  45.235156    1.656366    1.500126
## 110          61.11448        17.041764  45.724037    1.239102    1.891955
## 111          61.11448        17.041764  46.669344    2.972574    2.027267
## 112          61.11448        17.041764  44.499291    3.645907    5.815960
## 113          61.11448        17.041764  42.588513    3.008499    7.440189
## 114          61.11448        17.041764  43.198353    2.398512    3.607049
## 115          61.11448        17.041764  44.134031    1.770213    2.573076
## 116          61.11448        17.041764  45.202787    1.277049    1.899027
## 117          61.11448        17.041764  46.294885    0.941876    1.437240
## 118          61.11448        17.041764  46.828444    0.706281    1.123848
## 119          61.11448        17.041764  47.421204    0.637945    0.978128
## 120          61.11448        17.041764  51.908562    9.627768    5.140410
## 121          61.11448        17.041764  24.223570    5.960206   39.483241
## 122          61.11448        17.041764  29.899843    3.266527    0.780610
## 123          61.11448        17.041764  33.504123    1.998216    0.726386
## 124          61.11448        17.041764  35.858618    1.399745    0.658681
## 125          61.11448        17.041764  37.756571    1.059113    0.621087
## 126          61.11448        17.041764  39.568672    0.795020    0.564019
## 127          61.11448        17.041764  45.921903    7.998946    1.645714
## 128          59.58897        17.041764   0.000000   76.513344   66.199727
## 129          61.11448         7.112081   0.003588  118.976352    0.000000
## 130          60.75009        17.041764   0.000000    0.170792    0.003570
## 131          61.11448        16.919808   0.044432    0.970505    0.000000
## 132          61.11448        17.041764   6.728588    1.855689    0.023878
## 133          61.11448        17.041764  11.367382    1.306990    1.023966
## 134          61.11448        17.041764  14.691144    0.957888    0.162819
## 135          61.11448        17.041764  16.796980    0.715864    0.133161
## 136          61.11448        17.041764  18.997082    0.529974    0.128601
## 137          61.11448        17.041764  20.632923    0.396871    0.111162
## 138          61.11448        17.041764  22.263590    0.304593    0.101349
## 139          61.11448        17.041764  23.474194    0.237830    0.090128
## 140          61.11448        17.041764  24.537271    0.225926    0.082576
## 141          61.11448        17.041764  25.555379    0.220650    0.051364
## 142          61.11448        17.041764  26.702675    0.225636    0.040673
## 143          61.11448        17.041764  27.122226    0.399484    0.044810
## 144          61.11448        17.041764  27.577474    0.469323    0.111437
## 145          61.11448        17.041764  28.563928    0.528562    0.126787
## 146          61.11448        17.041764  29.417934    0.546698    0.138733
## 147          61.11448        17.041764  31.104821    0.415882    0.147683
## 148          61.11448        17.041764  32.671289    0.320426    0.135312
## 149          61.11448        17.041764  34.164333    0.248249    0.122991
## 150          61.11448        17.041764  36.933480    2.968495    0.199348
##     rz_transfer unsat_transfer sat_transfer sublimation return     evap
## 1             0              0            0    0.000000      0 0.000000
## 2             0              0            0    0.000000      0 0.000000
## 3             0              0            0    0.000000      0 0.082256
## 4             0              0            0    0.000000      0 0.082256
## 5             0              0            0    0.000000      0 0.000000
## 6             0              0            0    0.000000      0 0.082256
## 7             0              0            0    0.000000      0 0.082256
## 8             0              0            0    0.000000      0 0.000000
## 9             0              0            0    0.000000      0 0.000000
## 10            0              0            0    0.000000      0 0.000000
## 11            0              0            0    0.000000      0 0.000000
## 12            0              0            0    0.000000      0 0.000000
## 13            0              0            0    0.000000      0 0.000000
## 14            0              0            0    0.000000      0 0.000000
## 15            0              0            0    0.000000      0 0.000000
## 16            0              0            0    0.000000      0 0.000000
## 17            0              0            0    0.000000      0 0.000000
## 18            0              0            0    0.000000      0 0.000000
## 19            0              0            0    0.000000      0 0.000000
## 20            0              0            0    0.000000      0 0.000000
## 21            0              0            0    0.000000      0 0.000000
## 22            0              0            0    0.000000      0 0.000000
## 23            0              0            0    0.210763      0 0.210763
## 24            0              0            0    0.000000      0 0.081833
## 25            0              0            0    0.000000      0 0.081833
## 26            0              0            0    0.000000      0 0.081833
## 27            0              0            0    0.000000      0 0.081833
## 28            0              0            0    0.000000      0 0.000000
## 29            0              0            0    0.000000      0 0.000000
## 30            0              0            0    0.000000      0 0.000000
## 31            0              0            0    0.210087      0 0.291659
## 32            0              0            0    0.000000      0 0.000000
## 33            0              0            0    0.000000      0 0.000000
## 34            0              0            0    0.000000      0 0.000000
## 35            0              0            0    0.000000      0 0.000000
## 36            0              0            0    0.000000      0 0.000000
## 37            0              0            0    0.000000      0 0.081572
## 38            0              0            0    0.000000      0 0.000000
## 39            0              0            0    0.000000      0 0.000000
## 40            0              0            0    0.000000      0 0.000000
## 41            0              0            0    0.000000      0 0.000000
## 42            0              0            0    0.000000      0 0.081099
## 43            0              0            0    0.000000      0 0.081099
## 44            0              0            0    0.000000      0 0.000000
## 45            0              0            0    0.000000      0 0.000000
## 46            0              0            0    0.000000      0 0.000000
## 47            0              0            0    0.000000      0 0.080680
## 48            0              0            0    0.000000      0 0.000000
## 49            0              0            0    0.207766      0 0.207766
## 50            0              0            0    0.000000      0 0.080680
## 51            0              0            0    0.000000      0 0.000000
## 52            0              0            0    0.000000      0 0.080680
## 53            0              0            0    0.000000      0 0.080680
## 54            0              0            0    0.000000      0 0.000000
## 55            0              0            0    0.000000      0 0.080307
## 56            0              0            0    0.000000      0 0.080307
## 57            0              0            0    0.000000      0 0.080307
## 58            0              0            0    0.000000      0 0.080307
## 59            0              0            0    0.000000      0 0.000000
## 60            0              0            0    0.000000      0 0.080307
## 61            0              0            0    0.000000      0 0.000000
## 62            0              0            0    0.000000      0 0.000000
## 63            0              0            0    0.000000      0 0.079820
## 64            0              0            0    0.000000      0 0.079820
## 65            0              0            0    0.000000      0 0.079820
## 66            0              0            0    0.000000      0 0.079820
## 67            0              0            0    0.000000      0 0.079820
## 68            0              0            0    0.000000      0 0.000000
## 69            0              0            0    0.000000      0 0.079820
## 70            0              0            0    0.000000      0 0.079820
## 71            0              0            0    0.000000      0 0.079407
## 72            0              0            0    0.000000      0 0.079407
## 73            0              0            0    0.000000      0 0.079407
## 74            0              0            0    0.000000      0 0.079407
## 75            0              0            0    0.000000      0 0.079407
## 76            0              0            0    0.000000      0 0.000000
## 77            0              0            0    0.000000      0 0.000000
## 78            0              0            0    0.000000      0 0.000000
## 79            0              0            0    0.000000      0 0.079053
## 80            0              0            0    0.000000      0 0.079053
## 81            0              0            0    0.000000      0 0.000000
## 82            0              0            0    0.000000      0 0.000000
## 83            0              0            0    0.000000      0 0.000000
## 84            0              0            0    0.000000      0 0.079053
## 85            0              0            0    0.000000      0 0.079053
## 86            0              0            0    0.000000      0 0.079053
## 87            0              0            0    0.000000      0 0.000000
## 88            0              0            0    0.000000      0 0.000000
## 89            0              0            0    0.000000      0 0.000000
## 90            0              0            0    0.000000      0 0.078750
## 91            0              0            0    0.000000      0 0.078750
## 92            0              0            0    0.000000      0 0.000000
## 93            0              0            0    0.000000      0 0.078750
## 94            0              0            0    0.000000      0 0.078750
## 95            0              0            0    0.000000      0 0.000000
## 96            0              0            0    0.000000      0 0.000000
## 97            0              0            0    0.000000      0 0.000000
## 98            0              0            0    0.000000      0 0.078488
## 99            0              0            0    0.000000      0 0.000000
## 100           0              0            0    0.000000      0 0.000000
## 101           0              0            0    0.000000      0 0.000000
## 102           0              0            0    0.000000      0 0.000000
## 103           0              0            0    0.000000      0 0.078263
## 104           0              0            0    0.000000      0 0.000000
## 105           0              0            0    0.000000      0 0.000000
## 106           0              0            0    0.000000      0 0.000000
## 107           0              0            0    0.000000      0 0.000000
## 108           0              0            0    0.000000      0 0.078263
## 109           0              0            0    0.000000      0 0.000000
## 110           0              0            0    0.000000      0 0.000000
## 111           0              0            0    0.000000      0 0.078069
## 112           0              0            0    0.000000      0 0.078069
## 113           0              0            0    0.000000      0 0.078069
## 114           0              0            0    0.000000      0 0.078069
## 115           0              0            0    0.000000      0 0.000000
## 116           0              0            0    0.000000      0 0.000000
## 117           0              0            0    0.000000      0 0.000000
## 118           0              0            0    0.000000      0 0.000000
## 119           0              0            0    0.000000      0 0.077903
## 120           0              0            0    0.000000      0 0.077903
## 121           0              0            0    0.000000      0 0.000000
## 122           0              0            0    0.000000      0 0.000000
## 123           0              0            0    0.000000      0 0.000000
## 124           0              0            0    0.000000      0 0.000000
## 125           0              0            0    0.000000      0 0.000000
## 126           0              0            0    0.000000      0 0.000000
## 127           0              0            0    0.000000      0 0.077761
## 128           0              0            0    0.000000      0 0.077761
## 129           0              0            0    0.000000      0 0.077761
## 130           0              0            0    0.000000      0 0.000000
## 131           0              0            0    0.000000      0 0.077761
## 132           0              0            0    0.000000      0 0.000000
## 133           0              0            0    0.000000      0 0.000000
## 134           0              0            0    0.000000      0 0.000000
## 135           0              0            0    0.000000      0 0.000000
## 136           0              0            0    0.000000      0 0.000000
## 137           0              0            0    0.000000      0 0.000000
## 138           0              0            0    0.000000      0 0.000000
## 139           0              0            0    0.000000      0 0.000000
## 140           0              0            0    0.000000      0 0.077678
## 141           0              0            0    0.000000      0 0.000000
## 142           0              0            0    0.000000      0 0.077678
## 143           0              0            0    0.000000      0 0.077572
## 144           0              0            0    0.000000      0 0.000000
## 145           0              0            0    0.000000      0 0.077572
## 146           0              0            0    0.000000      0 0.000000
## 147           0              0            0    0.000000      0 0.000000
## 148           0              0            0    0.000000      0 0.000000
## 149           0              0            0    0.000000      0 0.000000
## 150           0              0            0    0.000000      0 0.077572
##     evap_surface soil_evap     snow snow_melt trans_sat trans_unsat       Qin
## 1       0.000000  0.458851 0.000000  0.000000         0    0.164726  868.3944
## 2       0.000000  0.581373 0.000000  0.000000         0    0.298772  864.1891
## 3       0.000000  0.000000 0.000000  0.000000         0    0.000000  861.2987
## 4       0.000000  0.000000 0.000000  0.000000         0    0.000000  862.7235
## 5       0.008484  0.165490 0.000000  0.000000         0    0.038028  868.7287
## 6       0.000000  0.000000 0.000000  0.000000         0    0.000000  875.7058
## 7       0.000000  0.000000 0.000000  0.000000         0    0.000000  878.4683
## 8       0.008484  0.281222 0.000000  0.000000         0    0.094657  882.7049
## 9       0.000000  0.208551 0.000000  0.000000         0    0.000008  884.8855
## 10      0.000000  0.392592 0.000000  0.000000         0    0.036965  877.1093
## 11      0.000000  0.316105 0.000000  0.000000         0    0.035105  869.7527
## 12      0.000000  0.352334 0.000000  0.000000         0    0.022466  863.1338
## 13      0.000000  0.419875 0.000000  0.000000         0    0.076239  856.8885
## 14      0.000000  0.288144 0.000000  0.000000         0    0.015444  850.0229
## 15      0.000000  0.139630 0.000000  0.000000         0    0.000005  843.2641
## 16      0.000000  0.195756 0.000000  0.000000         0    0.000007  836.3577
## 17      0.000000  0.345774 0.000000  0.000000         0    0.000014  831.1007
## 18      0.000000  0.317887 0.000000  0.000000         0    0.000013  825.3989
## 19      0.000000  0.148757 0.000000  0.000000         0    0.000005  819.6401
## 20      0.000000  0.270720 0.000000  0.000000         0    0.000011  813.9571
## 21      0.000000  0.309154 0.000000  0.000000         0    0.000013  808.6182
## 22      0.000000  0.366266 0.000000  0.000000         0    0.000016  803.6080
## 23      0.000000  0.000000 0.000000  0.949237         0    0.007082  799.0637
## 24      0.000000  0.000000 0.000000  0.000000         0    0.000000  795.0169
## 25      0.000000  0.000000 0.000000  0.000000         0    0.000000  791.7023
## 26      0.000000  0.000000 0.000000  0.000000         0    0.000000  799.9493
## 27      0.000000  0.000000 0.000000  0.000000         0    0.000000  829.2983
## 28      0.008484  0.214154 0.000000  0.000000         0    0.000009  876.6958
## 29      0.000000  0.302589 0.000000  0.000000         0    0.000013  862.6353
## 30      0.000000  0.392010 0.000000  0.000000         0    0.000018  858.0583
## 31      0.000000  0.000000 0.000000  0.746508         0    0.025133  850.5044
## 32      0.008484  0.165588 0.000000  0.000000         0    0.000006  845.0584
## 33      0.000000  0.454494 0.000000  0.000000         0    0.000021  839.3122
## 34      0.000000  0.558947 0.000000  0.000000         0    0.085842  833.5083
## 35      0.000000  0.598856 0.000000  0.000000         0    0.139483  828.9288
## 36      0.000000  0.645783 0.000000  0.000000         0    0.207553  824.1449
## 37      0.000000  0.000000 0.000000  0.000000         0    0.000000  820.3691
## 38      0.008484  0.372102 0.000000  0.000000         0    0.142024  819.6142
## 39      0.000000  0.395146 0.000000  0.000000         0    0.090603  820.1036
## 40      0.000000  0.500407 0.000000  0.000000         0    0.177412  815.9618
## 41      0.000000  0.440289 0.000000  0.000000         0    0.150443  811.3519
## 42      0.000000  0.000000 0.000000  0.000000         0    0.000000  807.6262
## 43      0.000000  0.000000 0.000000  0.000000         0    0.000000  807.9458
## 44      0.008484  0.288165 0.000000  0.000000         0    0.094114  812.4758
## 45      0.000000  0.316142 0.000000  0.000000         0    0.003864  816.9909
## 46      0.000000  0.490759 0.000000  0.000000         0    0.137391  814.9991
## 47      0.000000  0.000000 0.000000  0.000000         0    0.000000  811.9670
## 48      0.008484  0.245725 0.000000  0.000000         0    0.000014  808.9922
## 49      0.000000  0.000000 8.956772  7.625462         0    0.013063  806.5790
## 50      0.000000  0.000000 0.000000 17.675135         0    0.061289  812.9544
## 51      0.008484  0.448347 0.000000  0.000000         0    0.198122  828.1397
## 52      0.000000  0.000000 0.000000  0.000000         0    0.000000  842.5825
## 53      0.000000  0.000000 0.000000  0.000000         0    0.000000  876.0781
## 54      0.008484  0.512429 0.000000  0.000000         0    0.248864  903.9733
## 55      0.000000  0.000000 0.000000  0.000000         0    0.000000  894.6693
## 56      0.000000  0.000000 0.000000  0.000000         0    0.000000 1034.3068
## 57      0.000000  0.000000 0.000000  0.000000         0    0.000000 1300.1322
## 58      0.000000  0.000000 0.000000  0.000000         0    0.000000 1165.8708
## 59      0.008484  0.321988 0.000000  0.000000         0    0.176866 1171.2201
## 60      0.000000  0.000000 0.000000  0.000000         0    0.000000 1120.5392
## 61      0.008484  0.550477 0.000000  0.000000         0    0.420495 1109.3495
## 62      0.000000  0.347553 0.000000  0.000000         0    0.239251 1084.1321
## 63      0.000000  0.000000 0.000000  0.000000         0    0.000000 1056.1338
## 64      0.000000  0.000000 0.000000  0.000000         0    0.000000 1049.4773
## 65      0.000000  0.000000 0.000000  0.000000         0    0.000000 1045.5932
## 66      0.000000  0.000000 0.000000  0.000000         0    0.000000 1047.5576
## 67      0.000000  0.000000 0.000000  0.000000         0    0.000000 1060.0522
## 68      0.008484  0.451193 0.000000  0.000000         0    0.351241 1062.7643
## 69      0.000000  0.000000 0.000000  0.000000         0    0.000000 1039.1082
## 70      0.000000  0.000000 0.000000  0.000000         0    0.000000 1024.5420
## 71      0.000000  0.000000 0.000000  0.000000         0    0.000000 1022.0329
## 72      0.000000  0.000000 0.000000  0.000000         0    0.000000 1033.0220
## 73      0.000000  0.000000 0.000000  0.000000         0    0.000000 1030.5732
## 74      0.000000  0.000000 0.000000  0.000000         0    0.000000 1098.9117
## 75      0.000000  0.000000 0.000000  0.000000         0    0.000000 1247.6803
## 76      0.008484  0.325561 0.000000  0.000000         0    0.154533 1142.7679
## 77      0.000000  0.596422 0.000000  0.000000         0    0.346053 1143.9001
## 78      0.000000  0.693206 0.000000  0.000000         0    0.439278 1123.8954
## 79      0.000000  0.000000 0.000000  0.000000         0    0.000000 1118.5474
## 80      0.000000  0.000000 0.000000  0.000000         0    0.000000 1119.8473
## 81      0.008484  0.310420 0.000000  0.000000         0    0.059322 1124.9102
## 82      0.000000  0.204759 0.000000  0.000000         0    0.000012 1120.8219
## 83      0.000000  0.544492 0.000000  0.000000         0    0.229608 1109.7670
## 84      0.000000  0.000000 0.000000  0.000000         0    0.000000 1109.3262
## 85      0.000000  0.000000 0.000000  0.000000         0    0.000000 1131.0351
## 86      0.000000  0.000000 0.000000  0.000000         0    0.000000 1158.2917
## 87      0.008484  0.403212 0.000000  0.000000         0    0.100638 1159.7754
## 88      0.000000  0.341809 0.000000  0.000000         0    0.009253 1140.9776
## 89      0.000000  0.742965 0.000000  0.000000         0    0.486225 1132.6105
## 90      0.000000  0.000000 0.000000  0.000000         0    0.000000 1131.3635
## 91      0.000000  0.000000 0.000000  0.000000         0    0.000000 1138.7604
## 92      0.008484  0.658172 0.000000  0.000000         0    0.610486 1144.4207
## 93      0.000000  0.000000 0.000000  0.000000         0    0.000000 1146.8751
## 94      0.000000  0.000000 0.000000  0.000000         0    0.000000 1156.9364
## 95      0.008484  0.112421 0.000000  0.000000         0    0.000007 1152.9496
## 96      0.000000  0.421140 0.000000  0.000000         0    0.128560 1139.4340
## 97      0.000000  0.511136 0.000000  0.000000         0    0.276934 1136.0099
## 98      0.000000  0.000000 0.000000  0.000000         0    0.000000 1169.0798
## 99      0.008484  0.284427 0.000000  0.000000         0    0.152703 1190.3907
## 100     0.000000  0.288839 0.000000  0.000000         0    0.126289 1169.0883
## 101     0.000000  0.449940 0.000000  0.000000         0    0.284623 1153.7673
## 102     0.000000  0.670279 0.000000  0.000000         0    0.600110 1143.7679
## 103     0.000000  0.000000 0.000000  0.000000         0    0.000000 1169.3020
## 104     0.008484  0.390081 0.000000  0.000000         0    0.320042 1194.1318
## 105     0.000000  0.707684 0.000000  0.000000         0    0.564842 1173.3035
## 106     0.000000  0.833852 0.000000  0.000000         0    0.740095 1159.6587
## 107     0.000000  0.767233 0.000000  0.000000         0    0.718761 1151.3458
## 108     0.000000  0.000000 0.000000  0.000000         0    0.000000 1148.1384
## 109     0.008484  0.356278 0.000000  0.000000         0    0.273741 1155.0585
## 110     0.000000  0.737390 0.000000  0.000000         0    0.556231 1152.1503
## 111     0.000000  0.000000 0.000000  0.000000         0    0.000000 1168.0460
## 112     0.000000  0.000000 0.000000  0.000000         0    0.000000 1193.0384
## 113     0.000000  0.000000 0.000000  0.000000         0    0.000000 1177.7005
## 114     0.000000  0.000000 0.000000  0.000000         0    0.000000 1166.2763
## 115     0.008484  0.642568 0.000000  0.000000         0    0.516170 1156.9799
## 116     0.000000  0.699788 0.000000  0.000000         0    0.550111 1148.1377
## 117     0.000000  0.780837 0.000000  0.000000         0    0.699809 1139.1109
## 118     0.000000  0.730268 0.000000  0.000000         0    0.686559 1135.9657
## 119     0.000000  0.000000 0.000000  0.000000         0    0.000000 1133.1894
## 120     0.000000  0.000000 0.000000  0.000000         0    0.000000 1216.3119
## 121     0.008484  0.220984 0.000000  0.000000         0    0.028054 1257.0192
## 122     0.000000  0.812537 0.000000  0.000000         0    0.626821 1187.8260
## 123     0.000000  1.023759 0.000000  0.000000         0    0.892204 1175.7136
## 124     0.000000  0.374766 0.000000  0.000000         0    0.314064 1166.3825
## 125     0.000000  0.792847 0.000000  0.000000         0    0.630642 1160.6533
## 126     0.000000  0.713381 0.000000  0.000000         0    0.586664 1151.3154
## 127     0.000000  0.000000 0.000000  0.000000         0    0.000000 1181.8904
## 128     0.000000  0.000000 0.000000  0.000000         0    0.000000 1511.2158
## 129     0.000000  0.000000 0.000000  0.000000         0    0.000000 1261.0464
## 130     0.008484  0.427633 0.000000  0.000000         0    0.397053 1339.4465
## 131     0.000000  0.000000 0.000000  0.000000         0    0.000000 1270.4909
## 132     0.008484  0.637929 0.000000  0.000000         0    0.593240 1287.8876
## 133     0.000000  0.769585 0.000000  0.000000         0    0.716239 1249.3325
## 134     0.000000  0.687483 0.000000  0.000000         0    0.613466 1227.6674
## 135     0.000000  0.862563 0.000000  0.000000         0    0.784580 1221.2227
## 136     0.000000  0.914237 0.000000  0.000000         0    0.825248 1212.1053
## 137     0.000000  0.872788 0.000000  0.000000         0    0.780522 1202.1378
## 138     0.000000  0.782715 0.000000  0.000000         0    0.702675 1195.2394
## 139     0.000000  0.800192 0.000000  0.000000         0    0.681959 1190.1168
## 140     0.000000  0.000000 0.000000  0.000000         0    0.000000 1186.4330
## 141     0.008484  0.491359 0.000000  0.000000         0    0.495886 1181.7831
## 142     0.000000  0.000000 0.000000  0.000000         0    0.000000 1178.1801
## 143     0.000000  0.000000 0.000000  0.000000         0    0.000000 1185.2300
## 144     0.008484  0.714958 0.000000  0.000000         0    0.784613 1184.6960
## 145     0.000000  0.000000 0.000000  0.000000         0    0.000000 1181.8725
## 146     0.008484  0.834534 0.000000  0.000000         0    0.789949 1178.5177
## 147     0.000000  0.782337 0.000000  0.000000         0    0.729035 1170.1998
## 148     0.000000  0.832597 0.000000  0.000000         0    0.735997 1159.8054
## 149     0.000000  0.792392 0.000000  0.000000         0    0.703382 1153.5330
## 150     0.000000  0.000000 0.000000  0.000000         0    0.000000 1190.6097
##          Qout       psn root_zone.S root.depth litter.rain_stor litter.S area
## 1    870.8425  0.144445    0.362983   477.2469         0.000000        0  100
## 2    866.7517  0.347783    0.356035   477.2469         0.000000        0  100
## 3    863.6450  0.417075    0.397960   477.2469         0.008484        1  100
## 4    863.2371  0.295106    0.451087   477.2469         0.008484        1  100
## 5    866.7295  0.133728    0.429830   477.2469         0.000000        0  100
## 6    873.6764  0.317129    0.434133   477.2469         0.008484        1  100
## 7    877.8022  0.331448    0.462433   477.2469         0.008484        1  100
## 8    881.8142  0.174233    0.435948   477.2469         0.000000        0  100
## 9    885.8188 -0.037767    0.419787   477.2469         0.000000        0  100
## 10   881.9466  0.067484    0.406979   477.2469         0.000000        0  100
## 11   874.9157  0.071786    0.397135   477.2469         0.000000        0  100
## 12   868.3575  0.059588    0.388827   477.2469         0.000000        0  100
## 13   861.9927  0.089833    0.381130   477.2469         0.000000        0  100
## 14   855.0484  0.056394    0.375215   477.2469         0.000000        0  100
## 15   848.4959 -0.035933    0.370658   477.2469         0.000000        0  100
## 16   841.4042 -0.030671    0.366266   477.2469         0.000000        0  100
## 17   835.5043 -0.030563    0.361548   477.2469         0.000000        0  100
## 18   829.9281 -0.032191    0.357314   477.2469         0.000000        0  100
## 19   824.0893 -0.030482    0.354154   477.2469         0.000000        0  100
## 20   818.2916 -0.030232    0.350623   477.2469         0.000000        0  100
## 21   812.7697 -0.030837    0.347116   477.2469         0.000000        0  100
## 22   807.5862 -0.031950    0.343525   477.2469         0.000000        0  100
## 23   802.7355  0.046498    0.345455   477.2469         0.008484        1  100
## 24   798.3749  0.229704    0.345951   477.2469         0.008484        1  100
## 25   794.7020  0.198660    0.371589   477.2469         0.008484        1  100
## 26   799.1197  0.269813    0.441194   477.2469         0.008484        1  100
## 27   821.1470  0.267658    0.471693   477.2469         0.008484        1  100
## 28   862.7237 -0.035582    0.441523   477.2469         0.000000        0  100
## 29   871.6087 -0.033517    0.423238   477.2469         0.000000        0  100
## 30   864.5699 -0.035263    0.409774   477.2469         0.000000        0  100
## 31   857.9468  0.072520    0.403767   477.2469         0.008484        1  100
## 32   851.4011 -0.032193    0.395305   477.2469         0.000000        0  100
## 33   845.7044 -0.032692    0.386914   477.2469         0.000000        0  100
## 34   839.3194  0.117285    0.378784   477.2469         0.000000        0  100
## 35   834.0292  0.183954    0.371135   477.2469         0.000000        0  100
## 36   829.0416  0.314275    0.363673   477.2469         0.000000        0  100
## 37   824.7545  0.221105    0.421277   477.2469         0.008484        1  100
## 38   822.3632  0.179697    0.407767   477.2469         0.000000        0  100
## 39   822.4847  0.102364    0.397193   477.2469         0.000000        0  100
## 40   819.9195  0.146093    0.387529   477.2469         0.000000        0  100
## 41   815.3804  0.135952    0.379568   477.2469         0.000000        0  100
## 42   811.5270  0.149920    0.426503   477.2469         0.008484        1  100
## 43   810.0806  0.178922    0.452983   477.2469         0.008484        1  100
## 44   812.9119  0.144426    0.430329   477.2469         0.000000        0  100
## 45   817.7406  0.031345    0.415331   477.2469         0.000000        0  100
## 46   818.0568  0.115652    0.402653   477.2469         0.000000        0  100
## 47   815.3908  0.215148    0.405200   477.2469         0.008484        1  100
## 48   812.7554 -0.035046    0.396136   477.2469         0.000000        0  100
## 49   810.0122  0.085479    0.416543   477.2469         0.008484        1  100
## 50   813.3972  0.126428    0.471724   477.2469         0.008484        1  100
## 51   825.5929  0.216735    0.440038   477.2469         0.000000        0  100
## 52   841.6110  0.244571    0.470406   477.2469         0.008484        1  100
## 53   870.3090  0.351298    0.467434   477.2469         0.008484        1  100
## 54   905.1322  0.259437    0.437342   477.2469         0.000000        0  100
## 55   906.6482  0.296333    0.455732   477.2469         0.008484        1  100
## 56  1084.7465  0.391070    0.294382   477.2469         0.008484        1  100
## 57  1200.9012  0.438196    0.447765   477.2469         0.008484        1  100
## 58  1258.4002  0.499065    0.577895   477.2469         0.008484        1  100
## 59  1154.2943  0.387591    0.468614   477.2469         0.000000        0  100
## 60  1138.8448  0.556629    0.454952   477.2469         0.008484        1  100
## 61  1117.6150  0.825984    0.429306   477.2469         0.000000        0  100
## 62  1096.6034  0.677479    0.413485   477.2469         0.000000        0  100
## 63  1068.5608  0.515405    0.426599   477.2469         0.008484        1  100
## 64  1055.2225  0.522372    0.430691   477.2469         0.008484        1  100
## 65  1050.4813  0.544466    0.427076   477.2469         0.008484        1  100
## 66  1050.2754  0.610422    0.453862   477.2469         0.008484        1  100
## 67  1057.8050  0.714640    0.452936   477.2469         0.008484        1  100
## 68  1065.4465  0.866775    0.428700   477.2469         0.000000        0  100
## 69  1051.8085  0.851973    0.417156   477.2469         0.008484        1  100
## 70  1033.0250  0.843004    0.411564   477.2469         0.008484        1  100
## 71  1026.2967  0.496604    0.432583   477.2469         0.008484        1  100
## 72  1032.7272  0.458056    0.424600   477.2469         0.008484        1  100
## 73  1035.2170  0.424088    0.431868   477.2469         0.008484        1  100
## 74  1123.9713  0.296508    0.369495   477.2469         0.008484        1  100
## 75  1198.6915  0.425296    0.425336   477.2469         0.008484        1  100
## 76  1189.1686  0.247079    0.410985   477.2469         0.000000        0  100
## 77  1142.0027  0.365293    0.397820   477.2469         0.000000        0  100
## 78  1133.5955  0.471871    0.386037   477.2469         0.000000        0  100
## 79  1122.4545  0.389124    0.388971   477.2469         0.008484        1  100
## 80  1120.8867  0.314816    0.423406   477.2469         0.008484        1  100
## 81  1124.4819  0.127498    0.409995   477.2469         0.000000        0  100
## 82  1124.3797 -0.038656    0.400218   477.2469         0.000000        0  100
## 83  1114.4667  0.192917    0.389663   477.2469         0.000000        0  100
## 84  1110.2882  0.256452    0.415819   477.2469         0.008484        1  100
## 85  1124.1922  0.288130    0.457426   477.2469         0.008484        1  100
## 86  1150.5338  0.152423    0.450993   477.2469         0.008484        1  100
## 87  1167.0310  0.186977    0.428625   477.2469         0.000000        0  100
## 88  1149.9823  0.108639    0.413960   477.2469         0.000000        0  100
## 89  1137.4999  0.444265    0.398970   477.2469         0.000000        0  100
## 90  1135.1882  0.750351    0.405894   477.2469         0.008484        1  100
## 91  1138.5919  1.057628    0.424951   477.2469         0.008484        1  100
## 92  1144.9173  1.066456    0.407383   477.2469         0.000000        0  100
## 93  1148.9867  0.660225    0.435513   477.2469         0.008484        1  100
## 94  1154.8982  0.763478    0.423914   477.2469         0.008484        1  100
## 95  1158.5586 -0.034644    0.411452   477.2469         0.000000        0  100
## 96  1145.8951  0.201997    0.399900   477.2469         0.000000        0  100
## 97  1139.8697  0.279028    0.389333   477.2469         0.000000        0  100
## 98  1156.7391  0.304594    0.452992   477.2469         0.008484        1  100
## 99  1191.2770  0.300762    0.430127   477.2469         0.000000        0  100
## 100 1179.3548  0.242928    0.414793   477.2469         0.000000        0  100
## 101 1160.5373  0.385157    0.401770   477.2469         0.000000        0  100
## 102 1150.1889  0.962541    0.388770   477.2469         0.000000        0  100
## 103 1159.9103  0.989164    0.450049   477.2469         0.008484        1  100
## 104 1192.1095  0.689239    0.427234   477.2469         0.000000        0  100
## 105 1184.5067  0.684223    0.409089   477.2469         0.000000        0  100
## 106 1165.6056  0.731566    0.393515   477.2469         0.000000        0  100
## 107 1156.4891  0.794620    0.380750   477.2469         0.000000        0  100
## 108 1152.5576  0.780006    0.406719   477.2469         0.008484        1  100
## 109 1153.2475  0.258224    0.395706   477.2469         0.000000        0  100
## 110 1156.0287  0.253151    0.383506   477.2469         0.000000        0  100
## 111 1160.2080  0.112732    0.437504   477.2469         0.008484        1  100
## 112 1189.7908  0.117095    0.429206   477.2469         0.008484        1  100
## 113 1186.2639 -0.108908    0.421624   477.2469         0.008484        1  100
## 114 1172.4532 -0.050704    0.410996   477.2469         0.008484        1  100
## 115 1162.8856  0.231213    0.396888   477.2469         0.000000        0  100
## 116 1153.8811  0.192887    0.384716   477.2469         0.000000        0  100
## 117 1144.5034  0.539598    0.373047   477.2469         0.000000        0  100
## 118 1139.1967  0.569637    0.362820   477.2469         0.000000        0  100
## 119 1136.3586  0.569073    0.365068   477.2469         0.008484        1  100
## 120 1179.6830  0.152833    0.470906   477.2469         0.008484        1  100
## 121 1276.8507 -0.464449    0.440997   477.2469         0.000000        0  100
## 122 1198.6634  0.003268    0.418329   477.2469         0.000000        0  100
## 123 1183.6368  0.398805    0.399475   477.2469         0.000000        0  100
## 124 1171.8632 -0.073467    0.389415   477.2469         0.000000        0  100
## 125 1165.6126 -0.128831    0.377456   477.2469         0.000000        0  100
## 126 1156.6863 -0.185961    0.367364   477.2469         0.000000        0  100
## 127 1169.5573 -0.553289    0.468488   477.2469         0.008484        1  100
## 128 1420.1653 -0.663718    0.808338   477.2469         0.008484        1  100
## 129 1399.5745 -0.607322    0.319272   477.2469         0.008484        1  100
## 130 1303.7693 -0.637337    0.358663   477.2469         0.000000        0  100
## 131 1287.6561 -1.265000    0.413307   477.2469         0.008484        1  100
## 132 1282.6886 -1.296336    0.398438   477.2469         0.000000        0  100
## 133 1264.1288 -1.990741    0.384985   477.2469         0.000000        0  100
## 134 1236.2572 -3.677921    0.374105   477.2469         0.000000        0  100
## 135 1226.3967 -8.089172    0.362722   477.2469         0.000000        0  100
## 136 1218.2154  1.110612    0.351791   477.2469         0.000000        0  100
## 137 1206.7241  1.120510    0.341915   477.2469         0.000000        0  100
## 138 1200.0883  1.121200    0.333293   477.2469         0.000000        0  100
## 139 1193.7275  1.099589    0.325008   477.2469         0.000000        0  100
## 140 1189.5573  1.137054    0.329600   477.2469         0.008484        1  100
## 141 1184.6665  1.096455    0.323782   477.2469         0.000000        0  100
## 142 1181.2643  1.101827    0.330490   477.2469         0.008484        1  100
## 143 1183.8053  1.360473    0.357621   477.2469         0.008484        1  100
## 144 1185.0268  1.399014    0.348137   477.2469         0.000000        0  100
## 145 1183.8586  1.397361    0.363640   477.2469         0.008484        1  100
## 146 1180.0329  1.346674    0.353181   477.2469         0.000000        0  100
## 147 1175.0190  1.330205    0.343898   477.2469         0.000000        0  100
## 148 1164.4978  1.295248    0.334799   477.2469         0.000000        0  100
## 149 1158.1793  1.293334    0.326398   477.2469         0.000000        0  100
## 150 1171.5041  1.404423    0.442458   477.2469         0.008484        1  100
##          pet      lai baseflow streamflow   pcp recharge Kdowndirpch
## 1   0.247015 0.336913        0          0  0.00 0.000000     0.00000
## 2   0.373086 0.337521        0          0  0.00 0.000000     0.00000
## 3   0.000000 0.337521        0          0 11.91 0.009790   983.71590
## 4   0.000000 0.337521        0          0 18.77 0.015478   140.96426
## 5   0.087479 0.337521        0          0  0.00 0.000000     0.00000
## 6   0.000000 0.337521        0          0  5.62 0.004580   406.43685
## 7   0.000000 0.337521        0          0 15.91 0.013110   260.35014
## 8   0.147895 0.337521        0          0  0.00 0.000000     0.00000
## 9   0.082746 0.337521        0          0  0.00 0.000000     0.00000
## 10  0.189000 0.337521        0          0  0.00 0.000000     0.00000
## 11  0.147930 0.337521        0          0  0.00 0.000000     0.00000
## 12  0.164630 0.337521        0          0  0.00 0.000000     0.00000
## 13  0.210100 0.337521        0          0  0.00 0.000000     0.00000
## 14  0.130135 0.337521        0          0  0.00 0.000000     0.00000
## 15  0.051971 0.337521        0          0  0.00 0.000000     0.00000
## 16  0.071071 0.336913        0          0  0.00 0.000000     0.00000
## 17  0.147081 0.336913        0          0  0.00 0.000000     0.00000
## 18  0.133448 0.336913        0          0  0.00 0.000000     0.00000
## 19  0.051988 0.336913        0          0  0.00 0.000000     0.00000
## 20  0.107106 0.336913        0          0  0.00 0.000000     0.00000
## 21  0.127968 0.336913        0          0  0.00 0.000000     0.00000
## 22  0.161459 0.336913        0          0  0.00 0.000000     0.00000
## 23  0.205890 0.335756        0          0  1.16 0.000779     0.00000
## 24  0.000000 0.335756        0          0  0.67 0.000487   636.78263
## 25  0.000000 0.335756        0          0  7.23 0.005921   169.35631
## 26  0.000000 0.335756        0          0 52.81 0.043673    29.48012
## 27  0.000000 0.335756        0          0 22.66 0.018701   352.22646
## 28  0.085225 0.335756        0          0  0.00 0.000000     0.00000
## 29  0.127208 0.335756        0          0  0.00 0.000000     0.00000
## 30  0.181619 0.335756        0          0  0.00 0.000000     0.00000
## 31  0.190473 0.334673        0          0  1.13 0.000687     0.00000
## 32  0.060573 0.334673        0          0  0.00 0.000000     0.00000
## 33  0.217159 0.334673        0          0  0.00 0.000000     0.00000
## 34  0.304672 0.334673        0          0  0.00 0.000000     0.00000
## 35  0.349506 0.334673        0          0  0.00 0.000000     0.00000
## 36  0.416237 0.334673        0          0  0.00 0.000000     0.00000
## 37  0.000000 0.334673        0          0 16.79 0.013832   526.19400
## 38  0.202273 0.334673        0          0  0.00 0.000000     0.00000
## 39  0.196547 0.332700        0          0  0.00 0.000000     0.00000
## 40  0.266155 0.332700        0          0  0.00 0.000000     0.00000
## 41  0.229726 0.332700        0          0  0.00 0.000000     0.00000
## 42  0.000000 0.332700        0          0 14.59 0.012010   888.79973
## 43  0.000000 0.332700        0          0 13.15 0.010825    59.52064
## 44  0.147118 0.332700        0          0  0.00 0.000000     0.00000
## 45  0.141542 0.332700        0          0  0.00 0.000000     0.00000
## 46  0.252328 0.332700        0          0  0.00 0.000000     0.00000
## 47  0.000000 0.330953        0          0  2.91 0.002336  2877.41345
## 48  0.132251 0.330953        0          0  0.00 0.000000     0.00000
## 49  0.242222 0.330953        0          0 16.79 0.006309     0.00000
## 50  0.230836 0.330953        0          0 21.05 0.024787     0.00000
## 51  0.302186 0.330953        0          0  0.00 0.000000     0.00000
## 52  0.000000 0.330953        0          0 20.54 0.016939  1922.51351
## 53  0.000000 0.330953        0          0 23.57 0.019455  1218.05085
## 54  0.359505 0.330953        0          0  0.00 0.000000     0.00000
## 55  0.000000 0.329399        0          0 12.02 0.009882  3366.02967
## 56  0.000000 0.329399        0          0 92.62 0.076648  1195.43221
## 57  0.000000 0.329399        0          0 42.59 0.035209    68.25454
## 58  0.000000 0.329399        0          0  9.19 0.007545    91.79259
## 59  0.239701 0.329399        0          0  0.00 0.000000     0.00000
## 60  0.000000 0.329399        0          0  5.54 0.004515  1277.91736
## 61  0.519976 0.329399        0          0  0.00 0.000000     0.00000
## 62  0.302477 0.329399        0          0  0.00 0.000000     0.00000
## 63  0.000000 0.327373        0          0  6.79 0.005551   920.35212
## 64  0.000000 0.327373        0          0  5.19 0.004233  3686.76522
## 65  0.000000 0.327373        0          0  3.17 0.002559  1380.81582
## 66  0.000000 0.327373        0          0 13.39 0.011024   213.23857
## 67  0.000000 0.327373        0          0  7.48 0.006129   222.76939
## 68  0.464795 0.327373        0          0  0.00 0.000000     0.00000
## 69  0.000000 0.327373        0          0  0.59 0.000416  1265.41962
## 70  0.000000 0.327373        0          0  1.46 0.001143   913.59618
## 71  0.000000 0.325650        0          0  9.11 0.007480    91.60117
## 72  0.000000 0.325650        0          0  2.00 0.001591   606.10206
## 73  0.000000 0.325650        0          0  6.00 0.004904  3874.23614
## 74  0.000000 0.325650        0          0 47.89 0.039600   985.32185
## 75  0.000000 0.325650        0          0 16.62 0.013700  1385.65180
## 76  0.224822 0.325650        0          0  0.00 0.000000     0.00000
## 77  0.454767 0.325650        0          0  0.00 0.000000     0.00000
## 78  0.556889 0.325650        0          0  0.00 0.000000     0.00000
## 79  0.000000 0.324176        0          0  2.26 0.001799  4829.91889
## 80  0.000000 0.324176        0          0 11.41 0.009385  2733.85786
## 81  0.193905 0.324176        0          0  0.00 0.000000     0.00000
## 82  0.113831 0.324176        0          0  0.00 0.000000     0.00000
## 83  0.370447 0.324176        0          0  0.00 0.000000     0.00000
## 84  0.000000 0.324176        0          0  8.98 0.007365  5144.83829
## 85  0.000000 0.324176        0          0 17.41 0.014355   450.73487
## 86  0.000000 0.324176        0          0  6.00 0.004904   103.75588
## 87  0.304900 0.322911        0          0  0.00 0.000000     0.00000
## 88  0.240377 0.322911        0          0  0.00 0.000000     0.00000
## 89  0.661649 0.322911        0          0  0.00 0.000000     0.00000
## 90  0.000000 0.322911        0          0  3.95 0.003199  8875.41264
## 91  0.000000 0.322911        0          0  7.98 0.006544  6221.46102
## 92  0.748455 0.322911        0          0  0.00 0.000000     0.00000
## 93  0.000000 0.322911        0          0 11.02 0.009055   672.50109
## 94  0.000000 0.322911        0          0  1.17 0.000904  3166.15548
## 95  0.069782 0.321821        0          0  0.00 0.000000     0.00000
## 96  0.325315 0.321821        0          0  0.00 0.000000     0.00000
## 97  0.419337 0.321821        0          0  0.00 0.000000     0.00000
## 98  0.000000 0.321821        0          0 21.55 0.017777  2367.47281
## 99  0.230952 0.321821        0          0  0.00 0.000000     0.00000
## 100 0.225696 0.321821        0          0  0.00 0.000000     0.00000
## 101 0.391213 0.321821        0          0  0.00 0.000000     0.00000
## 102 0.726021 0.321821        0          0  0.00 0.000000     0.00000
## 103 0.000000 0.320883        0          0 20.50 0.016908  1482.31193
## 104 0.387969 0.320883        0          0  0.00 0.000000     0.00000
## 105 0.701401 0.320883        0          0  0.00 0.000000     0.00000
## 106 0.921998 0.320883        0          0  0.00 0.000000     0.00000
## 107 0.935302 0.320883        0          0  0.00 0.000000     0.00000
## 108 0.000000 0.320883        0          0  8.44 0.006919  6664.16674
## 109 0.340681 0.320883        0          0  0.00 0.000000     0.00000
## 110 0.706633 0.320883        0          0  0.00 0.000000     0.00000
## 111 0.000000 0.320075        0          0 17.21 0.014183  5866.93209
## 112 0.000000 0.320075        0          0  2.40 0.001923  2603.14947
## 113 0.000000 0.320075        0          0  1.81 0.001435  5252.81476
## 114 0.000000 0.320075        0          0  0.31 0.000192  4329.25907
## 115 0.636856 0.320075        0          0  0.00 0.000000     0.00000
## 116 0.686425 0.320075        0          0  0.00 0.000000     0.00000
## 117 0.860550 0.320075        0          0  0.00 0.000000     0.00000
## 118 0.854389 0.320075        0          0  0.00 0.000000     0.00000
## 119 0.000000 0.319382        0          0  1.42 0.001105  5877.08308
## 120 0.000000 0.319382        0          0 38.23 0.031600   699.89939
## 121 0.161210 0.319382        0          0  0.00 0.000000     0.00000
## 122 0.792645 0.319382        0          0  0.00 0.000000     0.00000
## 123 1.238640 0.319382        0          0  0.00 0.000000     0.00000
## 124 0.377543 0.319382        0          0  0.00 0.000000     0.00000
## 125 0.788184 0.319382        0          0  0.00 0.000000     0.00000
## 126 0.721627 0.319382        0          0  0.00 0.000000     0.00000
## 127 0.000000 0.318790        0          0 35.09 0.028992   417.73874
## 128 0.000000 0.318790        0          0 38.62 0.031923   133.21606
## 129 0.000000 0.318790        0          0 12.54 0.010322  1078.82289
## 130 0.464971 0.318790        0          0  0.00 0.000000     0.00000
## 131 0.000000 0.318790        0          0 10.36 0.008509   701.48572
## 132 0.709950 0.318790        0          0  0.00 0.000000     0.00000
## 133 0.887576 0.318790        0          0  0.00 0.000000     0.00000
## 134 0.739837 0.318790        0          0  0.00 0.000000     0.00000
## 135 0.991629 0.318448        0          0  0.00 0.000000     0.00000
## 136 1.138557 0.318448        0          0  0.00 0.000000     0.00000
## 137 1.151590 0.318448        0          0  0.00 0.000000     0.00000
## 138 1.080456 0.318448        0          0  0.00 0.000000     0.00000
## 139 1.143624 0.318448        0          0  0.00 0.000000     0.00000
## 140 0.000000 0.318448        0          0  1.51 0.001179  3082.97544
## 141 0.599722 0.318448        0          0  0.00 0.000000     0.00000
## 142 0.000000 0.318448        0          0  2.04 0.001618  4608.17239
## 143 0.000000 0.318004        0          0  7.36 0.006032  6995.22287
## 144 1.066187 0.318004        0          0  0.00 0.000000     0.00000
## 145 0.000000 0.318004        0          0  4.61 0.003747  9544.62689
## 146 1.382269 0.318004        0          0  0.00 0.000000     0.00000
## 147 1.325760 0.318004        0          0  0.00 0.000000     0.00000
## 148 1.429808 0.318004        0          0  0.00 0.000000     0.00000
## 149 1.371407 0.318004        0          0  0.00 0.000000     0.00000
## 150 0.000000 0.318004        0          0 32.76 0.027063  1800.77882
##     Kdowndiffpch   Kupdirpch Kupdifpch Luppch Kdowndirsubcan Kdowndifsubcan
## 1      507.05469  203.944071 304.75887      0     881.125173      1630.2160
## 2      484.78608  270.191701 303.53420      0    1161.506234      1595.3516
## 3     1609.72725  228.833789 303.15963      0     983.715901      1609.7272
## 4      986.09146   32.791363 178.08476      0     140.964258       986.0915
## 5       74.31843    1.273745  40.20820      0       5.475604       225.0832
## 6     1406.64232   94.546082 257.42695      0     406.436847      1406.6423
## 7     1230.94188   60.563124 223.69781      0     260.350137      1230.9419
## 8      250.76707   17.661939 137.77663      0      75.925546       765.9678
## 9      265.20421   20.209477 145.94982      0      86.876961       810.8090
## 10     496.25482  170.183434 293.95462      0     731.588418      1581.4487
## 11     397.82157   60.563124 223.69781      0     260.350137      1230.9419
## 12     469.67129  114.318132 270.84400      0     491.433387      1474.0422
## 13     498.62422  187.708948 297.99079      0     806.927497      1597.1115
## 14     362.74789   45.826392 202.49537      0     196.999538      1117.8555
## 15     124.76416    3.738052  67.75264      0      16.069222       378.6412
## 16     365.47936   45.582940 203.77459      0     196.937699      1125.9339
## 17     468.29047  328.323807 303.39368      0    1418.498563      1573.3620
## 18     506.95163  196.234640 303.49535      0     847.817154      1626.1718
## 19     214.60292   12.057571 117.34804      0      52.093836       654.0064
## 20     493.75272  142.364940 287.95279      0     615.077126      1560.2226
## 21     507.00738  197.941021 303.79273      0     855.189444      1627.1664
## 22     490.06711  282.304572 307.89850      0    1219.675884      1616.8513
## 23       0.00000  331.221338 313.79864      0    1444.632299      1634.4987
## 24    1606.09043  145.999777 295.89921      0     636.782629      1606.0904
## 25    1079.51513   38.829551 194.77274      0     169.356312      1079.5151
## 26     510.65722    6.759120  91.33085      0      29.480117       510.6572
## 27    1388.00085   80.757519 252.56975      0     352.226461      1388.0008
## 28     317.02644   29.644270 174.96946      0     129.294417       971.7980
## 29     511.30026  151.965592 298.34030      0     662.802717      1617.4846
## 30     510.63051  279.360306 317.73325      0    1218.438774      1676.8243
## 31       0.00000  259.904740 326.75981      0    1143.586278      1738.5175
## 32     267.15758   18.715094 146.29357      0      82.346804       815.8622
## 33     384.67810  510.620439 284.84368      0    2246.740584      1406.3841
## 34     386.82042  508.157819 285.61601      0    2235.905003      1411.6752
## 35     403.01925  489.150397 291.39651      0    2152.271950      1451.4981
## 36     426.31427  460.420081 299.49505      0    2025.857964      1508.0975
## 37    1574.83182  119.588978 288.08460      0     526.193998      1574.8318
## 38     467.01219   88.264095 264.25383      0     388.363860      1452.7927
## 39     552.29347  196.449979 333.11944      0    1288.376930      1804.3719
## 40     504.37655  370.436773 340.38073      0    2429.433658      1780.3383
## 41     551.92753  247.698206 342.62481      0    1624.477920      1838.8164
## 42    1688.78499  135.522987 308.57777      0     888.799734      1688.7850
## 43     608.74325    9.075627 108.59590      0      59.520637       608.7433
## 44     377.15654   42.194656 210.07626      0     276.725003      1168.4003
## 45     523.26401  129.083539 304.81215      0     846.567934      1669.9634
## 46     488.48337  396.163635 336.73500      0    2598.158011      1750.1821
## 47    2396.34998  431.817844 452.18180      0    2877.413450      2396.3500
## 48     484.28605   56.457790 269.53655      0     376.205863      1501.3927
## 49       0.00000  366.687480 451.66501      0    2443.417992      2417.0857
## 50       0.00000  218.453877 419.65139      0    1455.665004      2290.1603
## 51     721.73762  261.219631 434.57947      0    1740.634136      2358.9179
## 52    2387.32779  288.514548 441.36663      0    1922.513514      2387.3278
## 53    2204.56830  182.794757 402.19897      0    1218.050853      2204.5683
## 54     714.06531  378.377753 452.23303      0    2521.315992      2416.0473
## 55    2500.61838  498.106002 473.34365      0    3366.029673      2500.6184
## 56    2273.16270  176.900389 413.04132      0    1195.432210      2273.1627
## 57     723.70764   10.100325 128.61082      0      68.254538       723.7076
## 58     831.59991   13.583492 147.90807      0      91.792586       831.5999
## 59     499.52185   56.384375 277.06851      0     381.026288      1546.8559
## 60    2310.95486  189.106564 420.48747      0    1277.917357      2310.9549
## 61     758.29721  262.430113 452.81208      0    1773.412776      2467.8266
## 62     485.42446   52.337577 268.80189      0     353.679408      1501.5398
## 63    2205.15395  133.746658 397.21299      0     920.352124      2205.1539
## 64    2695.14086  535.765079 507.81216      0    3686.765219      2695.1409
## 65    2472.04000  200.661787 448.33071      0    1380.815822      2472.0400
## 66    1253.47623   30.988081 223.08561      0     213.238568      1253.4762
## 67    1277.55878   32.373111 227.41905      0     222.769390      1277.5588
## 68     708.75216  139.220215 402.43267      0     958.017361      2232.8680
## 69    2417.99031  183.892274 437.78528      0    1265.419617      2417.9903
## 70    2200.04574  132.764877 396.25253      0     913.596183      2200.0457
## 71     877.32899   13.109855 155.33678      0      91.601173       877.3290
## 72    1977.39215   86.744633 353.41101      0     606.102056      1977.3921
## 73    2894.23568  554.476243 541.94717      0    3874.236143      2894.2357
## 74    2339.32317  141.018135 420.31335      0     985.321850      2339.3232
## 75    2554.56554  198.312900 461.54438      0    1385.651800      2554.5655
## 76     716.83503  128.615639 403.57657      0     898.663131      2248.3950
## 77     712.27823  743.388814 506.81045      0    5194.205973      2632.9372
## 78     544.20367  948.343648 452.59252      0    6626.266291      2258.0875
## 79    2940.20656  682.355369 555.26359      0    4829.918889      2940.2066
## 80    3028.27828  386.230625 554.28481      0    2733.857864      3028.2783
## 81     836.63795  195.145493 477.19387      0    1381.299165      2650.5355
## 82     599.95584   68.892542 330.32585      0     487.642371      1855.6987
## 83     685.31737  892.312424 513.27447      0    6316.058804      2635.1633
## 84    2888.22588  726.846167 548.59320      0    5144.838293      2888.2259
## 85    1798.57721   63.678369 319.98577      0     450.734870      1798.5772
## 86     944.77795   14.658296 167.04050      0     103.755879       944.7779
## 87    1093.20497  444.458049 652.48432      0    3180.959958      3577.1863
## 88    1059.14377  337.506891 617.01444      0    2415.516852      3408.0490
## 89     529.69108 1438.428940 515.04336      0   10294.750810      2491.0148
## 90    2918.93029 1240.112619 579.57884      0    8875.412639      2918.9303
## 91    3501.63183  869.290548 662.04187      0    6221.461019      3501.6318
## 92    1041.99311  745.840798 674.31460      0    5337.938461      3609.2329
## 93    2257.08860   93.964881 401.67371      0     672.501094      2257.0886
## 94    3574.95046  442.389501 651.98024      0    3166.155484      3574.9505
## 95     341.28363   15.375989 183.37635      0     111.090511      1040.1050
## 96    1160.28997  554.343552 703.00080      0    4005.095770      3840.5063
## 97    1089.05503  823.179820 707.83549      0    5947.420155      3788.3347
## 98    3528.53499  327.680875 636.44097      0    2367.472809      3528.5350
## 99     844.08153  128.087067 467.80777      0     925.420647      2627.0425
## 100    894.14398  151.376201 498.04014      0    1093.683111      2792.3657
## 101   1156.73175  476.609434 688.79605      0    3443.471866      3782.6335
## 102   1025.69030  945.820337 693.67559      0    6833.489834      3671.3034
## 103   3188.32343  203.509846 569.43375      0    1482.311927      3188.3234
## 104   1088.55448  261.023067 616.96097      0    1901.223026      3442.7583
## 105    835.32904 1346.096684 650.63971      0    9804.612457      3322.2024
## 106    629.74975 1546.563733 572.74968      0   11264.761455      2820.3162
## 107    921.00437 1200.072912 673.43793      0    8741.013898      3494.2669
## 108   3868.04898  914.938024 724.58404      0    6664.166739      3868.0490
## 109   1012.75457  208.878825 568.74653      0    1521.418152      3182.8581
## 110    675.07355 1497.241207 589.12928      0   10905.509213      2927.9230
## 111   4150.46895  799.908147 766.63648      0    5866.932091      4150.4690
## 112   3809.84078  354.918113 685.06978      0    2603.149471      3809.8408
## 113   4171.31195  716.178278 766.17264      0    5252.814764      4171.3120
## 114   4143.00035  590.259023 755.02106      0    4329.259074      4143.0004
## 115   1028.15695 1171.231862 721.24059      0    8590.408567      3787.2406
## 116    837.93859 1424.111635 658.79524      0   10445.157092      3359.9467
## 117    771.97179 1502.174010 635.68284      0   11017.706142      3206.1538
## 118    985.82471 1232.332270 708.07284      0    9038.549948      3694.9563
## 119   4329.05131  796.548570 796.28981      0    5877.083076      4329.0513
## 120   2503.55059   94.860639 442.96335      0     699.899390      2503.5506
## 121    921.26640  132.779547 506.92494      0     979.672124      2858.4171
## 122    471.44128 1930.537292 535.18958      0   14243.862168      2527.5010
## 123    324.50555 2074.427741 478.77889      0   15305.512585      2165.9648
## 124   1177.82019  291.342053 666.09550      0    2149.575695      3723.9328
## 125    561.96535 1838.331387 569.41624      0   13563.549905      2748.2021
## 126    848.59046 1520.628270 673.97462      0   11219.477387      3432.2832
## 127   2047.96815   56.332978 361.06798      0     417.738741      2047.9681
## 128   1211.51857   17.964475 212.87694      0     133.216057      1211.5186
## 129   3022.23025  145.481615 535.75993      0    1078.822893      3022.2303
## 130   1305.99219  417.338424 750.98509      0    3094.784495      4179.1288
## 131   2551.97847   94.596876 451.07213      0     701.485718      2551.9785
## 132   1197.85905 1134.641231 798.04409      0    8413.963069      4255.7931
## 133    871.57041 1595.036129 692.45917      0   11828.034028      3529.1286
## 134   1028.83336 1394.059654 746.38830      0   10337.687479      3891.1250
## 135    587.55168 1974.650306 594.11169      0   14685.887449      2873.4760
## 136    551.91347 1972.647823 574.99199      0   14670.994567      2764.7231
## 137    729.65887 1781.989384 641.53097      0   13253.027861      3195.4691
## 138   1021.23127 1427.308793 744.65892      0   10615.194108      3878.7306
## 139   1005.23586 1448.823901 739.29697      0   10775.206464      3842.3925
## 140   4190.27089  414.533914 752.29806      0    3082.975441      4190.2709
## 141   1356.68907  540.929079 794.60454      0    4023.002730      4398.6510
## 142   4470.72998  619.610428 810.85627      0    4608.172386      4470.7300
## 143   4997.28399  937.032758 916.51927      0    6995.222868      4997.2840
## 144   1389.73392 1207.502603 904.84561      0    9014.359159      4860.2317
## 145   4795.38031 1278.533682 896.73305      0    9544.626888      4795.3803
## 146   1202.13662 1539.404671 852.70437      0   11492.104910      4475.8107
## 147   1333.74705 1319.941336 891.17779      0    9853.747103      4752.8516
## 148   1233.21659 1491.388549 862.32889      0   11133.650554      4543.3258
## 149   1325.38777 1335.421301 888.95206      0    9969.309556      4736.1010
## 150   3785.98510  241.220155 673.05904      0    1800.778819      3785.9851
##     Ldownsubcan   Kstarcan Kstardirsno Kstardiffsno Lstarcanopy Lstarsnow
## 1             0 1657.03298      0.0000       0.0000           0         0
## 2             0 1667.15038      0.0000       0.0000           0         0
## 3             0 1991.17092      0.0000       0.0000           0         0
## 4             0  567.10326      0.0000       0.0000           0         0
## 5             0   48.39354      0.0000       0.0000           0         0
## 6             0 1150.99019      0.0000       0.0000           0         0
## 7             0  863.45680      0.0000       0.0000           0         0
## 8             0  321.85243      0.0000       0.0000           0         0
## 9             0  597.72670      0.0000       0.0000           0         0
## 10            0 1771.86855      0.0000       0.0000           0         0
## 11            0  979.40125      0.0000       0.0000           0         0
## 12            0 1444.83830      0.0000       0.0000           0         0
## 13            0 1777.05588      0.0000       0.0000           0         0
## 14            0  881.43997      0.0000       0.0000           0         0
## 15            0  248.69256      0.0000       0.0000           0         0
## 16            0  921.32828      0.0000       0.0000           0         0
## 17            0 2693.56071      0.0000       0.0000           0         0
## 18            0 2023.54799      0.0000       0.0000           0         0
## 19            0  458.53704      0.0000       0.0000           0         0
## 20            0 1697.53324      0.0000       0.0000           0         0
## 21            0 2033.21632      0.0000       0.0000           0         0
## 22            0 2475.26079      0.0000       0.0000           0         0
## 23            0 2110.80006    216.6948     245.1748           0         0
## 24            0 1531.15178      0.0000       0.0000           0         0
## 25            0  650.33895      0.0000       0.0000           0         0
## 26            0  140.14025      0.0000       0.0000           0         0
## 27            0 1056.86627      0.0000       0.0000           0         0
## 28            0  740.40957      0.0000       0.0000           0         0
## 29            0 1772.43411      0.0000       0.0000           0         0
## 30            0 2478.53419      0.0000       0.0000           0         0
## 31            0 1535.87452    171.5379     260.7776           0         0
## 32            0  586.85352      0.0000       0.0000           0         0
## 33            0 3505.99935      0.0000       0.0000           0         0
## 34            0 3282.47704      0.0000       0.0000           0         0
## 35            0 3074.47236      0.0000       0.0000           0         0
## 36            0 2791.21138      0.0000       0.0000           0         0
## 37            0 1365.56350      0.0000       0.0000           0         0
## 38            0  978.53378      0.0000       0.0000           0         0
## 39            0 1447.49581      0.0000       0.0000           0         0
## 40            0 1746.07728      0.0000       0.0000           0         0
## 41            0 1475.09397      0.0000       0.0000           0         0
## 42            0 1217.55876      0.0000       0.0000           0         0
## 43            0  189.37385      0.0000       0.0000           0         0
## 44            0  591.16529      0.0000       0.0000           0         0
## 45            0 1378.86251      0.0000       0.0000           0         0
## 46            0 1905.40350      0.0000       0.0000           0         0
## 47            0 2481.40409      0.0000       0.0000           0         0
## 48            0 1056.31659      0.0000       0.0000           0         0
## 49            0 1882.96473    366.5127     362.5628           0         0
## 50            0 1642.69449    218.3498     343.5240           0         0
## 51            0 1669.51627      0.0000       0.0000           0         0
## 52            0 2058.42533      0.0000       0.0000           0         0
## 53            0 1642.14167      0.0000       0.0000           0         0
## 54            0 1919.37952      0.0000       0.0000           0         0
## 55            0 2676.89749      0.0000       0.0000           0         0
## 56            0 1641.76958      0.0000       0.0000           0         0
## 57            0  257.88093      0.0000       0.0000           0         0
## 58            0  331.64852      0.0000       0.0000           0         0
## 59            0  634.78600      0.0000       0.0000           0         0
## 60            0 1698.88201      0.0000       0.0000           0         0
## 61            0 1160.22290      0.0000       0.0000           0         0
## 62            0  444.77364      0.0000       0.0000           0         0
## 63            0 1455.64912      0.0000       0.0000           0         0
## 64            0 2812.77518      0.0000       0.0000           0         0
## 65            0 1790.65841      0.0000       0.0000           0         0
## 66            0  622.92697      0.0000       0.0000           0         0
## 67            0  641.23553      0.0000       0.0000           0         0
## 68            0  821.15874      0.0000       0.0000           0         0
## 69            0 1715.37652      0.0000       0.0000           0         0
## 70            0 1451.12267      0.0000       0.0000           0         0
## 71            0  350.92472      0.0000       0.0000           0         0
## 72            0 1181.30696      0.0000       0.0000           0         0
## 73            0 2902.56519      0.0000       0.0000           0         0
## 74            0 1530.12364      0.0000       0.0000           0         0
## 75            0 1801.75575      0.0000       0.0000           0         0
## 76            0 1258.44471      0.0000       0.0000           0         0
## 77            0 2566.20633      0.0000       0.0000           0         0
## 78            0 2636.24314      0.0000       0.0000           0         0
## 79            0 3172.42869      0.0000       0.0000           0         0
## 80            0 2506.22368      0.0000       0.0000           0         0
## 81            0 1871.16126      0.0000       0.0000           0         0
## 82            0 1249.59502      0.0000       0.0000           0         0
## 83            0 3127.19086      0.0000       0.0000           0         0
## 84            0 3249.33798      0.0000       0.0000           0         0
## 85            0 1007.31877      0.0000       0.0000           0         0
## 86            0  389.70476      0.0000       0.0000           0         0
## 87            0 2863.20006      0.0000       0.0000           0         0
## 88            0 2743.98095      0.0000       0.0000           0         0
## 89            0 3588.50234      0.0000       0.0000           0         0
## 90            0 4388.13417      0.0000       0.0000           0         0
## 91            0 3864.81439      0.0000       0.0000           0         0
## 92            0 2330.03828      0.0000       0.0000           0         0
## 93            0 1336.32566      0.0000       0.0000           0         0
## 94            0 2913.53257      0.0000       0.0000           0         0
## 95            0  637.55717      0.0000       0.0000           0         0
## 96            0 3149.82691      0.0000       0.0000           0         0
## 97            0 3353.92399      0.0000       0.0000           0         0
## 98            0 2585.80554      0.0000       0.0000           0         0
## 99            0 1430.66373      0.0000       0.0000           0         0
## 100           0 1644.06614      0.0000       0.0000           0         0
## 101           0 2555.42992      0.0000       0.0000           0         0
## 102           0 2769.69003      0.0000       0.0000           0         0
## 103           0 2092.84453      0.0000       0.0000           0         0
## 104           0 1766.11396      0.0000       0.0000           0         0
## 105           0 3446.03537      0.0000       0.0000           0         0
## 106           0 3163.88897      0.0000       0.0000           0         0
## 107           0 2858.79928      0.0000       0.0000           0         0
## 108           0 4030.96571      0.0000       0.0000           0         0
## 109           0 1616.44051      0.0000       0.0000           0         0
## 110           0 3566.18959      0.0000       0.0000           0         0
## 111           0 3887.83031      0.0000       0.0000           0         0
## 112           0 2753.30033      0.0000       0.0000           0         0
## 113           0 3722.72429      0.0000       0.0000           0         0
## 114           0 3441.24525      0.0000       0.0000           0         0
## 115           0 3377.06951      0.0000       0.0000           0         0
## 116           0 3579.23829      0.0000       0.0000           0         0
## 117           0 3290.78075      0.0000       0.0000           0         0
## 118           0 3039.48438      0.0000       0.0000           0         0
## 119           0 3937.77854      0.0000       0.0000           0         0
## 120           0 1444.37995      0.0000       0.0000           0         0
## 121           0 1849.16349      0.0000       0.0000           0         0
## 122           0 3868.53765      0.0000       0.0000           0         0
## 123           0 3314.21815      0.0000       0.0000           0         0
## 124           0 1966.46046      0.0000       0.0000           0         0
## 125           0 3797.68061      0.0000       0.0000           0         0
## 126           0 3648.61088      0.0000       0.0000           0         0
## 127           0 1098.03583      0.0000       0.0000           0         0
## 128           0  540.13568      0.0000       0.0000           0         0
## 129           0 1837.80255      0.0000       0.0000           0         0
## 130           0 2260.65034      0.0000       0.0000           0         0
## 131           0 1464.94551      0.0000       0.0000           0         0
## 132           0 3260.80187      0.0000       0.0000           0         0
## 133           0 3465.65562      0.0000       0.0000           0         0
## 134           0 3520.39594      0.0000       0.0000           0         0
## 135           0 3626.81107      0.0000       0.0000           0         0
## 136           0 3465.32125      0.0000       0.0000           0         0
## 137           0 3448.21211      0.0000       0.0000           0         0
## 138           0 3331.48728      0.0000       0.0000           0         0
## 139           0 3405.70019      0.0000       0.0000           0         0
## 140           0 3037.46397      0.0000       0.0000           0         0
## 141           0 2377.80505      0.0000       0.0000           0         0
## 142           0 3604.18284      0.0000       0.0000           0         0
## 143           0 4498.60191      0.0000       0.0000           0         0
## 144           0 3210.09471      0.0000       0.0000           0         0
## 145           0 5047.22695      0.0000       0.0000           0         0
## 146           0 3627.74755      0.0000       0.0000           0         0
## 147           0 3510.19330      0.0000       0.0000           0         0
## 148           0 3707.04035      0.0000       0.0000           0         0
## 149           0 3594.48367      0.0000       0.0000           0         0
## 150           0 2451.47940      0.0000       0.0000           0         0
##     Lstarsoil     wind windsnow windzone       ga gasnow trans_reduc_perc
## 1           0 0.707996        1        1 4.348064      0                1
## 2           0 0.707996        1        1 4.348064      0                1
## 3           0 0.707996        1        1 4.348064      0                1
## 4           0 0.707996        1        1 4.348064      0                1
## 5           0 0.707996        1        1 4.348064      0                1
## 6           0 0.707996        1        1 4.348064      0                1
## 7           0 0.707996        1        1 4.348064      0                1
## 8           0 0.707996        1        1 4.348064      0                1
## 9           0 0.707996        1        1 4.348064      0                1
## 10          0 0.707996        1        1 4.348064      0                1
## 11          0 0.707996        1        1 4.348064      0                1
## 12          0 0.707996        1        1 4.348064      0                1
## 13          0 0.707996        1        1 4.348064      0                1
## 14          0 0.707996        1        1 4.348064      0                1
## 15          0 0.707996        1        1 4.348064      0                1
## 16          0 0.707996        1        1 4.348064      0                1
## 17          0 0.707996        1        1 4.348064      0                1
## 18          0 0.707996        1        1 4.348064      0                1
## 19          0 0.707996        1        1 4.348064      0                1
## 20          0 0.707996        1        1 4.348064      0                1
## 21          0 0.707996        1        1 4.348064      0                1
## 22          0 0.707996        1        1 4.348064      0                1
## 23          0 0.000000        1        1 0.100000      0                1
## 24          0 0.707996        1        1 4.348064      0                1
## 25          0 0.707996        1        1 4.348064      0                1
## 26          0 0.707996        1        1 4.348064      0                1
## 27          0 0.707996        1        1 4.348064      0                1
## 28          0 0.707996        1        1 4.348064      0                1
## 29          0 0.707996        1        1 4.348064      0                1
## 30          0 0.707996        1        1 4.348064      0                1
## 31          0 0.000000        1        1 0.100000      0                1
## 32          0 0.707996        1        1 4.348064      0                1
## 33          0 0.707996        1        1 4.348064      0                1
## 34          0 0.707996        1        1 4.348064      0                1
## 35          0 0.707996        1        1 4.348064      0                1
## 36          0 0.707996        1        1 4.348064      0                1
## 37          0 0.707996        1        1 4.348064      0                1
## 38          0 0.707996        1        1 4.348064      0                1
## 39          0 0.707996        1        1 4.348064      0                1
## 40          0 0.707996        1        1 4.348064      0                1
## 41          0 0.707996        1        1 4.348064      0                1
## 42          0 0.707996        1        1 4.348064      0                1
## 43          0 0.707996        1        1 4.348064      0                1
## 44          0 0.707996        1        1 4.348064      0                1
## 45          0 0.707996        1        1 4.348064      0                1
## 46          0 0.707996        1        1 4.348064      0                1
## 47          0 0.707996        1        1 4.348064      0                1
## 48          0 0.707996        1        1 4.348064      0                1
## 49          0 0.000000        1        1 0.100000      0                1
## 50          0 0.000000        1        1 0.100000      0                1
## 51          0 0.707996        1        1 4.348064      0                1
## 52          0 0.707996        1        1 4.348064      0                1
## 53          0 0.707996        1        1 4.348064      0                1
## 54          0 0.707996        1        1 4.348064      0                1
## 55          0 0.707996        1        1 4.348064      0                1
## 56          0 0.707996        1        1 4.348064      0                1
## 57          0 0.707996        1        1 4.348064      0                1
## 58          0 0.707996        1        1 4.348064      0                1
## 59          0 0.707996        1        1 4.348064      0                1
## 60          0 0.707996        1        1 4.348064      0                1
## 61          0 0.707996        1        1 4.348064      0                1
## 62          0 0.707996        1        1 4.348064      0                1
## 63          0 0.707996        1        1 4.348064      0                1
## 64          0 0.707996        1        1 4.348064      0                1
## 65          0 0.707996        1        1 4.348064      0                1
## 66          0 0.707996        1        1 4.348064      0                1
## 67          0 0.707996        1        1 4.348064      0                1
## 68          0 0.707996        1        1 4.348064      0                1
## 69          0 0.707996        1        1 4.348064      0                1
## 70          0 0.707996        1        1 4.348064      0                1
## 71          0 0.707996        1        1 4.348064      0                1
## 72          0 0.707996        1        1 4.348064      0                1
## 73          0 0.707996        1        1 4.348064      0                1
## 74          0 0.707996        1        1 4.348064      0                1
## 75          0 0.707996        1        1 4.348064      0                1
## 76          0 0.707996        1        1 4.348064      0                1
## 77          0 0.707996        1        1 4.348064      0                1
## 78          0 0.707996        1        1 4.348064      0                1
## 79          0 0.707996        1        1 4.348064      0                1
## 80          0 0.707996        1        1 4.348064      0                1
## 81          0 0.707996        1        1 4.348064      0                1
## 82          0 0.707996        1        1 4.348064      0                1
## 83          0 0.707996        1        1 4.348064      0                1
## 84          0 0.707996        1        1 4.348064      0                1
## 85          0 0.707996        1        1 4.348064      0                1
## 86          0 0.707996        1        1 4.348064      0                1
## 87          0 0.707996        1        1 4.348064      0                1
## 88          0 0.707996        1        1 4.348064      0                1
## 89          0 0.707996        1        1 4.348064      0                1
## 90          0 0.707996        1        1 4.348064      0                1
## 91          0 0.707996        1        1 4.348064      0                1
## 92          0 0.707996        1        1 4.348064      0                1
## 93          0 0.707996        1        1 4.348064      0                1
## 94          0 0.707996        1        1 4.348064      0                1
## 95          0 0.707996        1        1 4.348064      0                1
## 96          0 0.707996        1        1 4.348064      0                1
## 97          0 0.707996        1        1 4.348064      0                1
## 98          0 0.707996        1        1 4.348064      0                1
## 99          0 0.707996        1        1 4.348064      0                1
## 100         0 0.707996        1        1 4.348064      0                1
## 101         0 0.707996        1        1 4.348064      0                1
## 102         0 0.707996        1        1 4.348064      0                1
## 103         0 0.707996        1        1 4.348064      0                1
## 104         0 0.707996        1        1 4.348064      0                1
## 105         0 0.707996        1        1 4.348064      0                1
## 106         0 0.707996        1        1 4.348064      0                1
## 107         0 0.707996        1        1 4.348064      0                1
## 108         0 0.707996        1        1 4.348064      0                1
## 109         0 0.707996        1        1 4.348064      0                1
## 110         0 0.707996        1        1 4.348064      0                1
## 111         0 0.707996        1        1 4.348064      0                1
## 112         0 0.707996        1        1 4.348064      0                1
## 113         0 0.707996        1        1 4.348064      0                1
## 114         0 0.707996        1        1 4.348064      0                1
## 115         0 0.707996        1        1 4.348064      0                1
## 116         0 0.707996        1        1 4.348064      0                1
## 117         0 0.707996        1        1 4.348064      0                1
## 118         0 0.707996        1        1 4.348064      0                1
## 119         0 0.707996        1        1 4.348064      0                1
## 120         0 0.707996        1        1 4.348064      0                1
## 121         0 0.707996        1        1 4.348064      0                1
## 122         0 0.707996        1        1 4.348064      0                1
## 123         0 0.707996        1        1 4.348064      0                1
## 124         0 0.707996        1        1 4.348064      0                1
## 125         0 0.707996        1        1 4.348064      0                1
## 126         0 0.707996        1        1 4.348064      0                1
## 127         0 0.707996        1        1 4.348064      0                1
## 128         0 0.707996        1        1 4.348064      0                1
## 129         0 0.707996        1        1 4.348064      0                1
## 130         0 0.707996        1        1 4.348064      0                1
## 131         0 0.707996        1        1 4.348064      0                1
## 132         0 0.707996        1        1 4.348064      0                1
## 133         0 0.707996        1        1 4.348064      0                1
## 134         0 0.707996        1        1 4.348064      0                1
## 135         0 0.707996        1        1 4.348064      0                1
## 136         0 0.707996        1        1 4.348064      0                1
## 137         0 0.707996        1        1 4.348064      0                1
## 138         0 0.707996        1        1 4.348064      0                1
## 139         0 0.707996        1        1 4.348064      0                1
## 140         0 0.707996        1        1 4.348064      0                1
## 141         0 0.707996        1        1 4.348064      0                1
## 142         0 0.707996        1        1 4.348064      0                1
## 143         0 0.707996        1        1 4.348064      0                1
## 144         0 0.707996        1        1 4.348064      0                1
## 145         0 0.707996        1        1 4.348064      0                1
## 146         0 0.707996        1        1 4.348064      0                1
## 147         0 0.707996        1        1 4.348064      0                1
## 148         0 0.707996        1        1 4.348064      0                1
## 149         0 0.707996        1        1 4.348064      0                1
## 150         0 0.707996        1        1 4.348064      0                1
##     pch_field_cap overland_flow   height ustar snow_albedo  Kstarsoil
## 1        0.097545      5.547928 11.81098     0        0.00  1753.1524
## 2        0.098381      4.982122 11.81098     0        0.00  1996.3859
## 3        0.099133      5.248738 11.81098     0        0.00     0.0000
## 4        0.099159      5.981516 11.81098     0        0.00     0.0000
## 5        0.098335      5.624395 11.81098     0        0.00   133.1845
## 6        0.097419      5.409365 11.81098     0        0.00     0.0000
## 7        0.096735      6.064487 11.81098     0        0.00     0.0000
## 8        0.095750      5.902356 11.81098     0        0.00   506.9370
## 9        0.095236      5.513544 11.81098     0        0.00   542.7132
## 10       0.096172      4.928481 11.81098     0        0.00  1585.4786
## 11       0.097300      4.798552 11.81098     0        0.00   944.3412
## 12       0.098530      4.620950 11.81098     0        0.00  1299.2567
## 13       0.099793      4.388538 11.81098     0        0.00  1665.0109
## 14       0.101096      3.348649 11.81098     0        0.00   820.6216
## 15       0.102539      3.102753 11.81098     0        0.00   230.4752
## 16       0.103967      2.812424 11.81098     0        0.00   825.1051
## 17       0.105196      2.490220 11.81098     0        0.00  2224.3841
## 18       0.106512      2.256073 11.81098     0        0.00  1719.6384
## 19       0.107831      2.034045 11.81098     0        0.00   420.8873
## 20       0.109136      1.847521 11.81098     0        0.00  1464.0170
## 21       0.110398      1.685563 11.81098     0        0.00  1727.1129
## 22       0.111617      1.529334 11.81098     0        0.00  2062.8073
## 23       0.112739      1.418023 11.81098     0        0.85     0.0000
## 24       0.113758      1.319318 11.81098     0        0.00     0.0000
## 25       0.114653      1.286421 11.81098     0        0.00     0.0000
## 26       0.113606      4.048946 11.81098     0        0.00     0.0000
## 27       0.109332      5.606332 11.81098     0        0.00     0.0000
## 28       0.102214      4.682816 11.81098     0        0.00   673.9567
## 29       0.101602      4.494337 11.81098     0        0.00  1540.9583
## 30       0.101309      4.422953 11.81098     0        0.00  2095.1063
## 31       0.102030      4.377304 11.81098     0        0.85     0.0000
## 32       0.102802      3.457599 11.81098     0        0.00   541.2305
## 33       0.103897      3.271883 11.81098     0        0.00  2903.1341
## 34       0.105003      3.034415 11.81098     0        0.00  2896.0018
## 35       0.106009      2.810896 11.81098     0        0.00  2840.3738
## 36       0.107065      2.558635 11.81098     0        0.00  2754.2456
## 37       0.108000      2.819487 11.81098     0        0.00     0.0000
## 38       0.108322      2.613413 11.81098     0        0.00  1190.0287
## 39       0.108512      2.395890 11.81098     0        0.00  2231.1805
## 40       0.109326      2.201524 11.81098     0        0.00  3284.4182
## 41       0.110216      2.053652 11.81098     0        0.00  2565.0373
## 42       0.111081      2.282782 11.81098     0        0.00     0.0000
## 43       0.111195      2.755644 11.81098     0        0.00     0.0000
## 44       0.110521      2.651389 11.81098     0        0.00   923.4562
## 45       0.109886      2.422538 11.81098     0        0.00  1741.6142
## 46       0.110114      2.267938 11.81098     0        0.00  3425.0227
## 47       0.110523      2.169474 11.81098     0        0.00     0.0000
## 48       0.111108      2.130136 11.81098     0        0.00  1205.5526
## 49       0.111606      2.138954 11.81098     0        0.85     0.0000
## 50       0.110610      4.249226 11.81098     0        0.85     0.0000
## 51       0.108156      4.340657 11.81098     0        0.00  2967.8593
## 52       0.105467      4.339485 11.81098     0        0.00     0.0000
## 53       0.098949      5.724387 11.81098     0        0.00     0.0000
## 54       0.093287      5.748215 11.81098     0        0.00  3729.5617
## 55       0.093057      5.807196 11.81098     0        0.00     0.0000
## 56       0.061522     15.518745 11.81098     0        0.00     0.0000
## 57       0.027910     23.744691 11.81098     0        0.00     0.0000
## 58       0.033365     24.067142 11.81098     0        0.00     0.0000
## 59       0.031687     22.022943 11.81098     0        0.00  1235.5721
## 60       0.038445     18.546985 11.81098     0        0.00     0.0000
## 61       0.041321     19.236078 11.81098     0        0.00  3058.8182
## 62       0.045751     17.359268 11.81098     0        0.00  1184.2728
## 63       0.050191     13.581395 11.81098     0        0.00     0.0000
## 64       0.052081     13.356370 11.81098     0        0.00     0.0000
## 65       0.053571     12.655999 11.81098     0        0.00     0.0000
## 66       0.054074     14.726638 11.81098     0        0.00     0.0000
## 67       0.052496     14.470571 11.81098     0        0.00     0.0000
## 68       0.052039     12.855707 11.81098     0        0.00  2163.0447
## 69       0.055455     12.171134 11.81098     0        0.00     0.0000
## 70       0.057749     12.221409 11.81098     0        0.00     0.0000
## 71       0.058561     12.712399 11.81098     0        0.00     0.0000
## 72       0.057602     12.520897 11.81098     0        0.00     0.0000
## 73       0.058324     12.720474 11.81098     0        0.00     0.0000
## 74       0.044431     19.606531 11.81098     0        0.00     0.0000
## 75       0.028957     23.062083 11.81098     0        0.00     0.0000
## 76       0.034164     20.971668 11.81098     0        0.00  2115.5173
## 77       0.033527     21.493382 11.81098     0        0.00  6332.1506
## 78       0.037098     21.294291 11.81098     0        0.00  7451.7147
## 79       0.038478     20.900836 11.81098     0        0.00     0.0000
## 80       0.038740     22.201712 11.81098     0        0.00     0.0000
## 81       0.038413     21.420318 11.81098     0        0.00  2792.0133
## 82       0.039489     21.465085 11.81098     0        0.00  1509.0512
## 83       0.040985     21.223028 11.81098     0        0.00  7370.7825
## 84       0.041052     20.359733 11.81098     0        0.00     0.0000
## 85       0.038489     22.010341 11.81098     0        0.00     0.0000
## 86       0.034288     23.312788 11.81098     0        0.00     0.0000
## 87       0.033360     22.438754 11.81098     0        0.00  4989.1267
## 88       0.035171     22.558466 11.81098     0        0.00  4182.0655
## 89       0.036116     22.425602 11.81098     0        0.00 10977.4980
## 90       0.036838     22.169595 11.81098     0        0.00     0.0000
## 91       0.036070     24.993981 11.81098     0        0.00     0.0000
## 92       0.035374     23.107229 11.81098     0        0.00  7010.4611
## 93       0.035138     25.244752 11.81098     0        0.00     0.0000
## 94       0.033338     25.072190 11.81098     0        0.00     0.0000
## 95       0.033978     23.504599 11.81098     0        0.00   694.7924
## 96       0.035430     23.387521 11.81098     0        0.00  5900.7519
## 97       0.036200     23.327701 11.81098     0        0.00  7673.1244
## 98       0.031733     26.162033 11.81098     0        0.00     0.0000
## 99       0.028791     25.612760 11.81098     0        0.00  2353.1353
## 100      0.030619     25.745342 11.81098     0        0.00  2603.2999
## 101      0.032300     24.023333 11.81098     0        0.00  5346.7631
## 102      0.034122     23.915233 11.81098     0        0.00  8428.6236
## 103      0.030696     26.416837 11.81098     0        0.00     0.0000
## 104      0.027760     25.586754 11.81098     0        0.00  3721.0287
## 105      0.029849     26.152842 11.81098     0        0.00 10978.8043
## 106      0.031314     26.131443 11.81098     0        0.00 12046.8202
## 107      0.032711     24.106626 11.81098     0        0.00 10090.7483
## 108      0.033936     25.942564 11.81098     0        0.00     0.0000
## 109      0.032964     25.300836 11.81098     0        0.00  3221.0941
## 110      0.033884     23.975275 11.81098     0        0.00 11775.0154
## 111      0.030997     25.532786 11.81098     0        0.00     0.0000
## 112      0.028342     26.434974 11.81098     0        0.00     0.0000
## 113      0.029393     25.533650 11.81098     0        0.00     0.0000
## 114      0.030681     26.097705 11.81098     0        0.00     0.0000
## 115      0.032170     26.115160 11.81098     0        0.00 10111.7273
## 116      0.033798     24.323390 11.81098     0        0.00 11586.6549
## 117      0.035428     24.050991 11.81098     0        0.00 12029.5022
## 118      0.036327     23.807665 11.81098     0        0.00 10474.3309
## 119      0.037246     23.751999 11.81098     0        0.00     0.0000
## 120      0.025654     27.925603 11.81098     0        0.00     0.0000
## 121      0.020880     27.378836 11.81098     0        0.00  2533.0139
## 122      0.024781     26.396089 11.81098     0        0.00 14622.7856
## 123      0.027587     26.581022 11.81098     0        0.00 15399.8241
## 124      0.029481     26.064485 11.81098     0        0.00  4108.3375
## 125      0.031188     26.294769 11.81098     0        0.00 14118.6115
## 126      0.033068     26.176596 11.81098     0        0.00 12337.9941
## 127      0.028994     28.489440 11.81098     0        0.00     0.0000
## 128      0.000000     36.884564 11.81098     0        0.00     0.0000
## 129      0.007854     40.685774 11.81098     0        0.00     0.0000
## 130      0.000000     34.176396 11.81098     0        0.00  5240.5297
## 131      0.005901     32.970573 11.81098     0        0.00     0.0000
## 132      0.005794     33.974734 11.81098     0        0.00 10204.9215
## 133      0.011129     33.128592 11.81098     0        0.00 12949.8759
## 134      0.014354     30.397008 11.81098     0        0.00 11777.0979
## 135      0.016286     30.042359 11.81098     0        0.00 15215.8755
## 136      0.018577     29.809297 11.81098     0        0.00 15140.2324
## 137      0.020292     28.631035 11.81098     0        0.00 14073.9884
## 138      0.022109     28.418199 11.81098     0        0.00 12023.3009
## 139      0.023459     28.296826 11.81098     0        0.00 12150.6032
## 140      0.024624     28.152477 11.81098     0        0.00     0.0000
## 141      0.025708     27.090739 11.81098     0        0.00  6222.7993
## 142      0.026887     28.200360 11.81098     0        0.00     0.0000
## 143      0.026474     30.587405 11.81098     0        0.00     0.0000
## 144      0.026567     27.064869 11.81098     0        0.00 11097.3979
## 145      0.027287     28.423097 11.81098     0        0.00     0.0000
## 146      0.027824     27.020303 11.81098     0        0.00 13168.9874
## 147      0.029616     27.060658 11.81098     0        0.00 11812.1918
## 148      0.031364     26.718692 11.81098     0        0.00 12876.0622
## 149      0.033099     26.721641 11.81098     0        0.00 11909.4817
## 150      0.027424     28.872272 11.81098     0        0.00     0.0000
##     Kdowndirsurf Kdowndifsurf exfil_unsat snow_Rnet snow_QLE snow_QH snow_Qrain
## 1     881.125173    1630.2160    0.000459  0.000000        0       0   0.000000
## 2    1161.506234    1595.3516    0.000581  0.000000        0       0   0.000000
## 3     983.715901    1609.7272    0.000000  0.000000        0       0   0.000000
## 4     140.964258     986.0915    0.000000  0.000000        0       0   0.000000
## 5       5.475604     225.0832    0.000165  0.000000        0       0   0.000000
## 6     406.436847    1406.6423    0.000000  0.000000        0       0   0.000000
## 7     260.350137    1230.9419    0.000000  0.000000        0       0   0.000000
## 8      75.925546     765.9678    0.000281  0.000000        0       0   0.000000
## 9      86.876961     810.8090    0.000209  0.000000        0       0   0.000000
## 10    731.588418    1581.4487    0.000393  0.000000        0       0   0.000000
## 11    260.350137    1230.9419    0.000316  0.000000        0       0   0.000000
## 12    491.433387    1474.0422    0.000352  0.000000        0       0   0.000000
## 13    806.927497    1597.1115    0.000420  0.000000        0       0   0.000000
## 14    196.999538    1117.8555    0.000288  0.000000        0       0   0.000000
## 15     16.069222     378.6412    0.000140  0.000000        0       0   0.000000
## 16    196.937699    1125.9339    0.000196  0.000000        0       0   0.000000
## 17   1418.498563    1573.3620    0.000346  0.000000        0       0   0.000000
## 18    847.817154    1626.1718    0.000318  0.000000        0       0   0.000000
## 19     52.093836     654.0064    0.000149  0.000000        0       0   0.000000
## 20    615.077126    1560.2226    0.000271  0.000000        0       0   0.000000
## 21    855.189444    1627.1664    0.000309  0.000000        0       0   0.000000
## 22   1219.675884    1616.8513    0.000366  0.000000        0       0   0.000000
## 23   1444.632299    1634.4987    0.000000  5.345714        0       0   0.000000
## 24    636.782629    1606.0904    0.000000  0.000000        0       0   0.000000
## 25    169.356312    1079.5151    0.000000  0.000000        0       0   0.000000
## 26     29.480117     510.6572    0.000000  0.000000        0       0   0.000000
## 27    352.226461    1388.0008    0.000000  0.000000        0       0   0.000000
## 28    129.294417     971.7980    0.000214  0.000000        0       0   0.000000
## 29    662.802717    1617.4846    0.000303  0.000000        0       0   0.000000
## 30   1218.438774    1676.8243    0.000392  0.000000        0       0   0.000000
## 31   1143.586278    1738.5175    0.000000  5.003652        0       0   0.322218
## 32     82.346804     815.8622    0.000166  0.000000        0       0   0.000000
## 33   2246.740584    1406.3841    0.000454  0.000000        0       0   0.000000
## 34   2235.905003    1411.6752    0.000559  0.000000        0       0   0.000000
## 35   2152.271950    1451.4981    0.000599  0.000000        0       0   0.000000
## 36   2025.857964    1508.0975    0.000646  0.000000        0       0   0.000000
## 37    526.193998    1574.8318    0.000000  0.000000        0       0   0.000000
## 38    388.363860    1452.7927    0.000372  0.000000        0       0   0.000000
## 39   1288.376930    1804.3719    0.000395  0.000000        0       0   0.000000
## 40   2429.433658    1780.3383    0.000500  0.000000        0       0   0.000000
## 41   1624.477920    1838.8164    0.000440  0.000000        0       0   0.000000
## 42    888.799734    1688.7850    0.000000  0.000000        0       0   0.000000
## 43     59.520637     608.7433    0.000000  0.000000        0       0   0.000000
## 44    276.725003    1168.4003    0.000288  0.000000        0       0   0.000000
## 45    846.567934    1669.9634    0.000316  0.000000        0       0   0.000000
## 46   2598.158011    1750.1821    0.000491  0.000000        0       0   0.000000
## 47   2877.413450    2396.3500    0.000000  0.000000        0       0   0.000000
## 48    376.205863    1501.3927    0.000246  0.000000        0       0   0.000000
## 49   2443.417992    2417.0857    0.000000  8.438374        0       0   0.000000
## 50   1455.665004    2290.1603    0.000000  6.503169        0       0  44.264866
## 51   1740.634136    2358.9179    0.000448  0.000000        0       0   0.000000
## 52   1922.513514    2387.3278    0.000000  0.000000        0       0   0.000000
## 53   1218.050853    2204.5683    0.000000  0.000000        0       0   0.000000
## 54   2521.315992    2416.0473    0.000512  0.000000        0       0   0.000000
## 55   3366.029673    2500.6184    0.000000  0.000000        0       0   0.000000
## 56   1195.432210    2273.1627    0.000000  0.000000        0       0   0.000000
## 57     68.254538     723.7076    0.000000  0.000000        0       0   0.000000
## 58     91.792586     831.5999    0.000000  0.000000        0       0   0.000000
## 59    381.026288    1546.8559    0.000322  0.000000        0       0   0.000000
## 60   1277.917357    2310.9549    0.000000  0.000000        0       0   0.000000
## 61   1773.412776    2467.8266    0.000550  0.000000        0       0   0.000000
## 62    353.679408    1501.5398    0.000348  0.000000        0       0   0.000000
## 63    920.352124    2205.1539    0.000000  0.000000        0       0   0.000000
## 64   3686.765219    2695.1409    0.000000  0.000000        0       0   0.000000
## 65   1380.815822    2472.0400    0.000000  0.000000        0       0   0.000000
## 66    213.238568    1253.4762    0.000000  0.000000        0       0   0.000000
## 67    222.769390    1277.5588    0.000000  0.000000        0       0   0.000000
## 68    958.017361    2232.8680    0.000451  0.000000        0       0   0.000000
## 69   1265.419617    2417.9903    0.000000  0.000000        0       0   0.000000
## 70    913.596183    2200.0457    0.000000  0.000000        0       0   0.000000
## 71     91.601173     877.3290    0.000000  0.000000        0       0   0.000000
## 72    606.102056    1977.3921    0.000000  0.000000        0       0   0.000000
## 73   3874.236143    2894.2357    0.000000  0.000000        0       0   0.000000
## 74    985.321850    2339.3232    0.000000  0.000000        0       0   0.000000
## 75   1385.651800    2554.5655    0.000000  0.000000        0       0   0.000000
## 76    898.663131    2248.3950    0.000326  0.000000        0       0   0.000000
## 77   5194.205973    2632.9372    0.000596  0.000000        0       0   0.000000
## 78   6626.266291    2258.0875    0.000693  0.000000        0       0   0.000000
## 79   4829.918889    2940.2066    0.000000  0.000000        0       0   0.000000
## 80   2733.857864    3028.2783    0.000000  0.000000        0       0   0.000000
## 81   1381.299165    2650.5355    0.000310  0.000000        0       0   0.000000
## 82    487.642371    1855.6987    0.000205  0.000000        0       0   0.000000
## 83   6316.058804    2635.1633    0.000544  0.000000        0       0   0.000000
## 84   5144.838293    2888.2259    0.000000  0.000000        0       0   0.000000
## 85    450.734870    1798.5772    0.000000  0.000000        0       0   0.000000
## 86    103.755879     944.7779    0.000000  0.000000        0       0   0.000000
## 87   3180.959958    3577.1863    0.000403  0.000000        0       0   0.000000
## 88   2415.516852    3408.0490    0.000342  0.000000        0       0   0.000000
## 89  10294.750810    2491.0148    0.000743  0.000000        0       0   0.000000
## 90   8875.412639    2918.9303    0.000000  0.000000        0       0   0.000000
## 91   6221.461019    3501.6318    0.000000  0.000000        0       0   0.000000
## 92   5337.938461    3609.2329    0.000658  0.000000        0       0   0.000000
## 93    672.501094    2257.0886    0.000000  0.000000        0       0   0.000000
## 94   3166.155484    3574.9505    0.000000  0.000000        0       0   0.000000
## 95    111.090511    1040.1050    0.000112  0.000000        0       0   0.000000
## 96   4005.095770    3840.5063    0.000421  0.000000        0       0   0.000000
## 97   5947.420155    3788.3347    0.000511  0.000000        0       0   0.000000
## 98   2367.472809    3528.5350    0.000000  0.000000        0       0   0.000000
## 99    925.420647    2627.0425    0.000284  0.000000        0       0   0.000000
## 100  1093.683111    2792.3657    0.000289  0.000000        0       0   0.000000
## 101  3443.471866    3782.6335    0.000450  0.000000        0       0   0.000000
## 102  6833.489834    3671.3034    0.000670  0.000000        0       0   0.000000
## 103  1482.311927    3188.3234    0.000000  0.000000        0       0   0.000000
## 104  1901.223026    3442.7583    0.000390  0.000000        0       0   0.000000
## 105  9804.612457    3322.2024    0.000708  0.000000        0       0   0.000000
## 106 11264.761455    2820.3162    0.000834  0.000000        0       0   0.000000
## 107  8741.013898    3494.2669    0.000767  0.000000        0       0   0.000000
## 108  6664.166739    3868.0490    0.000000  0.000000        0       0   0.000000
## 109  1521.418152    3182.8581    0.000356  0.000000        0       0   0.000000
## 110 10905.509213    2927.9230    0.000737  0.000000        0       0   0.000000
## 111  5866.932091    4150.4690    0.000000  0.000000        0       0   0.000000
## 112  2603.149471    3809.8408    0.000000  0.000000        0       0   0.000000
## 113  5252.814764    4171.3120    0.000000  0.000000        0       0   0.000000
## 114  4329.259074    4143.0004    0.000000  0.000000        0       0   0.000000
## 115  8590.408567    3787.2406    0.000643  0.000000        0       0   0.000000
## 116 10445.157092    3359.9467    0.000700  0.000000        0       0   0.000000
## 117 11017.706142    3206.1538    0.000781  0.000000        0       0   0.000000
## 118  9038.549948    3694.9563    0.000730  0.000000        0       0   0.000000
## 119  5877.083076    4329.0513    0.000000  0.000000        0       0   0.000000
## 120   699.899390    2503.5506    0.000000  0.000000        0       0   0.000000
## 121   979.672124    2858.4171    0.000221  0.000000        0       0   0.000000
## 122 14243.862168    2527.5010    0.000813  0.000000        0       0   0.000000
## 123 15305.512585    2165.9648    0.001024  0.000000        0       0   0.000000
## 124  2149.575695    3723.9328    0.000375  0.000000        0       0   0.000000
## 125 13563.549905    2748.2021    0.000793  0.000000        0       0   0.000000
## 126 11219.477387    3432.2832    0.000713  0.000000        0       0   0.000000
## 127   417.738741    2047.9681    0.000000  0.000000        0       0   0.000000
## 128   133.216057    1211.5186    0.000000  0.000000        0       0   0.000000
## 129  1078.822893    3022.2303    0.000000  0.000000        0       0   0.000000
## 130  3094.784495    4179.1288    0.000428  0.000000        0       0   0.000000
## 131   701.485718    2551.9785    0.000000  0.000000        0       0   0.000000
## 132  8413.963069    4255.7931    0.000638  0.000000        0       0   0.000000
## 133 11828.034028    3529.1286    0.000770  0.000000        0       0   0.000000
## 134 10337.687479    3891.1250    0.000687  0.000000        0       0   0.000000
## 135 14685.887449    2873.4760    0.000863  0.000000        0       0   0.000000
## 136 14670.994567    2764.7231    0.000914  0.000000        0       0   0.000000
## 137 13253.027861    3195.4691    0.000873  0.000000        0       0   0.000000
## 138 10615.194108    3878.7306    0.000783  0.000000        0       0   0.000000
## 139 10775.206464    3842.3925    0.000800  0.000000        0       0   0.000000
## 140  3082.975441    4190.2709    0.000000  0.000000        0       0   0.000000
## 141  4023.002730    4398.6510    0.000491  0.000000        0       0   0.000000
## 142  4608.172386    4470.7300    0.000000  0.000000        0       0   0.000000
## 143  6995.222868    4997.2840    0.000000  0.000000        0       0   0.000000
## 144  9014.359159    4860.2317    0.000715  0.000000        0       0   0.000000
## 145  9544.626888    4795.3803    0.000000  0.000000        0       0   0.000000
## 146 11492.104910    4475.8107    0.000835  0.000000        0       0   0.000000
## 147  9853.747103    4752.8516    0.000782  0.000000        0       0   0.000000
## 148 11133.650554    4543.3258    0.000833  0.000000        0       0   0.000000
## 149  9969.309556    4736.1010    0.000792  0.000000        0       0   0.000000
## 150  1800.778819    3785.9851    0.000000  0.000000        0       0   0.000000
##     snow_Qmelt    LEcanopy   SED snow_age  fire_et   wy  yd
## 1     0.000000  409.952259 0.001        0 0.000624 2018 351
## 2     0.000000  739.524977 0.001        0 0.000880 2018 352
## 3     0.000000  203.326688 0.001        0 0.000082 2018 353
## 4     0.000000  203.726142 0.001        0 0.000082 2018 354
## 5     0.000000   94.385204 0.001        0 0.000212 2018 355
## 6     0.000000  203.687956 0.001        0 0.000082 2018 356
## 7     0.000000  203.599588 0.001        0 0.000082 2018 357
## 8     0.000000  235.201336 0.001        0 0.000384 2018 358
## 9     0.000000    0.020951 0.001        0 0.000209 2018 359
## 10    0.000000   92.336865 0.001        0 0.000430 2018 360
## 11    0.000000   87.655138 0.001        0 0.000351 2018 361
## 12    0.000000   56.145310 0.001        0 0.000375 2018 362
## 13    0.000000  190.202684 0.001        0 0.000496 2018 363
## 14    0.000000   38.600869 0.001        0 0.000304 2018 364
## 15    0.000000    0.013269 0.001        0 0.000140 2018 365
## 16    0.000000    0.017882 0.001        0 0.000196 2018   1
## 17    0.000000    0.036044 0.001        0 0.000346 2018   2
## 18    0.000000    0.032991 0.001        0 0.000318 2018   3
## 19    0.000000    0.013211 0.001        0 0.000149 2018   4
## 20    0.000000    0.026595 0.001        0 0.000271 2018   5
## 21    0.000000    0.031626 0.001        0 0.000309 2018   6
## 22    0.000000    0.039696 0.001        0 0.000366 2018   7
## 23    5.345714   17.707565 0.001        0 0.000218 2018   8
## 24    0.000000  203.066011 0.001        0 0.000082 2018   9
## 25    0.000000  203.210212 0.001        0 0.000082 2018  10
## 26    0.000000  202.532171 0.001        0 0.000082 2018  11
## 27    0.000000  202.851799 0.001        0 0.000082 2018  12
## 28    0.000000    0.021590 0.001        0 0.000223 2018  13
## 29    0.000000    0.031634 0.001        0 0.000303 2018  14
## 30    0.000000    0.044779 0.001        0 0.000392 2018  15
## 31    5.003652  266.476843 0.001        0 0.000317 2018  16
## 32    0.000000    0.015421 0.001        0 0.000174 2018  17
## 33    0.000000    0.053067 0.001        0 0.000455 2018  18
## 34    0.000000  213.907172 0.001        0 0.000645 2018  19
## 35    0.000000  346.679665 0.001        0 0.000738 2018  20
## 36    0.000000  514.069330 0.001        0 0.000853 2018  21
## 37    0.000000  202.472878 0.001        0 0.000082 2018  22
## 38    0.000000  352.970996 0.001        0 0.000523 2018  23
## 39    0.000000  225.880089 0.001        0 0.000486 2018  24
## 40    0.000000  441.508275 0.001        0 0.000678 2018  25
## 41    0.000000  374.518847 0.001        0 0.000591 2018  26
## 42    0.000000  201.763373 0.001        0 0.000081 2018  27
## 43    0.000000  201.406005 0.001        0 0.000081 2018  28
## 44    0.000000  234.147653 0.001        0 0.000391 2018  29
## 45    0.000000    9.667407 0.001        0 0.000320 2018  30
## 46    0.000000  342.344079 0.001        0 0.000628 2018  31
## 47    0.000000  200.829258 0.001        0 0.000081 2018  32
## 48    0.000000    0.033970 0.001        0 0.000254 2018  33
## 49    8.438374   32.669331 0.001        1 0.000221 2018  34
## 50    6.503169  354.427677 0.001        0 0.000142 2018  35
## 51    0.000000  493.123554 0.001        0 0.000655 2018  36
## 52    0.000000  200.663950 0.001        0 0.000081 2018  37
## 53    0.000000  200.182732 0.001        0 0.000081 2018  38
## 54    0.000000  618.754256 0.001        0 0.000770 2018  39
## 55    0.000000  199.501291 0.001        0 0.000080 2018  40
## 56    0.000000  199.110913 0.001        0 0.000080 2018  41
## 57    0.000000  198.557162 0.001        0 0.000080 2018  42
## 58    0.000000  198.383054 0.001        0 0.000080 2018  43
## 59    0.000000  438.407745 0.001        0 0.000507 2018  44
## 60    0.000000  198.592101 0.001        0 0.000080 2018  45
## 61    0.000000 1035.717523 0.001        0 0.000979 2018  46
## 62    0.000000  590.262382 0.001        0 0.000587 2018  47
## 63    0.000000  197.481633 0.001        0 0.000080 2018  48
## 64    0.000000  197.513838 0.001        0 0.000080 2018  49
## 65    0.000000  197.418192 0.001        0 0.000080 2018  50
## 66    0.000000  197.021448 0.001        0 0.000080 2018  51
## 67    0.000000  196.565726 0.001        0 0.000080 2018  52
## 68    0.000000  862.831824 0.001        0 0.000811 2018  53
## 69    0.000000  196.311577 0.001        0 0.000080 2018  54
## 70    0.000000  196.392090 0.001        0 0.000080 2018  55
## 71    0.000000  196.164796 0.001        0 0.000079 2018  56
## 72    0.000000  196.599629 0.001        0 0.000079 2018  57
## 73    0.000000  196.773717 0.001        0 0.000079 2018  58
## 74    0.000000  197.214726 0.001        0 0.000079 2018  59
## 75    0.000000  196.742450 0.001        0 0.000079 2018  60
## 76    0.000000  384.227061 0.001        0 0.000489 2018  61
## 77    0.000000  858.443929 0.001        0 0.000942 2018  62
## 78    0.000000 1087.828609 0.001        0 0.001132 2018  63
## 79    0.000000  196.016451 0.001        0 0.000079 2018  64
## 80    0.000000  196.279110 0.001        0 0.000079 2018  65
## 81    0.000000  148.058358 0.001        0 0.000378 2018  66
## 82    0.000000    0.029418 0.001        0 0.000205 2018  67
## 83    0.000000  571.869093 0.001        0 0.000774 2018  68
## 84    0.000000  196.552144 0.001        0 0.000079 2018  69
## 85    0.000000  196.346360 0.001        0 0.000079 2018  70
## 86    0.000000  197.050561 0.001        0 0.000079 2018  71
## 87    0.000000  251.134935 0.001        0 0.000512 2018  72
## 88    0.000000   23.145174 0.001        0 0.000351 2018  73
## 89    0.000000 1206.982704 0.001        0 0.001229 2018  74
## 90    0.000000  194.746005 0.001        0 0.000079 2018  75
## 91    0.000000  194.084513 0.001        0 0.000079 2018  76
## 92    0.000000 1504.189025 0.001        0 0.001277 2018  77
## 93    0.000000  194.831946 0.001        0 0.000079 2018  78
## 94    0.000000  194.689158 0.001        0 0.000079 2018  79
## 95    0.000000    0.018346 0.001        0 0.000121 2018  80
## 96    0.000000  320.670209 0.001        0 0.000550 2018  81
## 97    0.000000  689.458871 0.001        0 0.000788 2018  82
## 98    0.000000  195.283294 0.001        0 0.000078 2018  83
## 99    0.000000  379.926643 0.001        0 0.000446 2018  84
## 100   0.000000  314.632151 0.001        0 0.000415 2018  85
## 101   0.000000  707.114028 0.001        0 0.000735 2018  86
## 102   0.000000 1480.980007 0.001        0 0.001270 2018  87
## 103   0.000000  193.012488 0.001        0 0.000078 2018  88
## 104   0.000000  791.761089 0.001        0 0.000719 2018  89
## 105   0.000000 1397.777297 0.001        0 0.001273 2018  90
## 106   0.000000 1824.854112 0.001        0 0.001574 2018  91
## 107   0.000000 1767.517527 0.001        0 0.001486 2018  92
## 108   0.000000  192.517153 0.001        0 0.000078 2018  93
## 109   0.000000  677.911404 0.001        0 0.000639 2018  94
## 110   0.000000 1377.712613 0.001        0 0.001294 2018  95
## 111   0.000000  193.670308 0.001        0 0.000078 2018  96
## 112   0.000000  193.600480 0.001        0 0.000078 2018  97
## 113   0.000000  194.307298 0.001        0 0.000078 2018  98
## 114   0.000000  194.016032 0.001        0 0.000078 2018  99
## 115   0.000000 1277.533397 0.001        0 0.001167 2018 100
## 116   0.000000 1361.819755 0.001        0 0.001250 2018 101
## 117   0.000000 1726.070897 0.001        0 0.001481 2018 102
## 118   0.000000 1690.655353 0.001        0 0.001417 2018 103
## 119   0.000000  191.632455 0.001        0 0.000078 2018 104
## 120   0.000000  192.585998 0.001        0 0.000078 2018 105
## 121   0.000000   70.087733 0.001        0 0.000258 2018 106
## 122   0.000000 1551.641020 0.001        0 0.001439 2018 107
## 123   0.000000 2193.164171 0.001        0 0.001916 2018 108
## 124   0.000000  776.968986 0.001        0 0.000689 2018 109
## 125   0.000000 1560.296038 0.001        0 0.001423 2018 110
## 126   0.000000 1451.054484 0.001        0 0.001300 2018 111
## 127   0.000000  192.865900 0.001        0 0.000078 2018 112
## 128   0.000000  192.702415 0.001        0 0.000078 2018 113
## 129   0.000000  192.318177 0.001        0 0.000078 2018 114
## 130   0.000000  980.348003 0.001        0 0.000833 2018 115
## 131   0.000000  192.611317 0.001        0 0.000078 2018 116
## 132   0.000000 1463.609854 0.001        0 0.001240 2018 117
## 133   0.000000 1764.639463 0.001        0 0.001486 2018 118
## 134   0.000000 1514.823188 0.001        0 0.001301 2018 119
## 135   0.000000 1932.683441 0.001        0 0.001647 2018 120
## 136   0.000000 2027.719431 0.001        0 0.001739 2018 121
## 137   0.000000 1914.974049 0.001        0 0.001653 2018 122
## 138   0.000000 1722.297439 0.001        0 0.001485 2018 123
## 139   0.000000 1669.788620 0.001        0 0.001482 2018 124
## 140   0.000000  190.777477 0.001        0 0.000078 2018 125
## 141   0.000000 1220.343817 0.001        0 0.000996 2018 126
## 142   0.000000  191.115052 0.001        0 0.000078 2018 127
## 143   0.000000  190.859536 0.001        0 0.000078 2018 128
## 144   0.000000 1926.448301 0.001        0 0.001508 2018 129
## 145   0.000000  190.166456 0.001        0 0.000078 2018 130
## 146   0.000000 1933.318210 0.001        0 0.001633 2018 131
## 147   0.000000 1783.280076 0.001        0 0.001511 2018 132
## 148   0.000000 1799.440213 0.001        0 0.001569 2018 133
## 149   0.000000 1719.466056 0.001        0 0.001496 2018 134
## 150   0.000000  190.269400 0.001        0 0.000078 2018 135

merge all 3 sites

threesitevalidation1<- data.frame(cbind(site1=as.numeric(validationsmKGElistsite1),site2=as.numeric(validationsmKGElistsite2),site3=as.numeric(validationsmKGElistsite3)))


threesitevalidation<-threesitevalidation1

threesitevalidation$allsites<- rowMeans(threesitevalidation1,na.rm=FALSE)

threesitevalidation
##            site1         site2        site3      allsites
## 1   -0.150628152  0.0976661886 -3.292173583 -1.1150451824
## 2    0.093025471  0.1305211370  0.431571505  0.2183727044
## 3   -0.089152499  0.0544400667           NA            NA
## 4    0.154683375  0.3636509213 -2.474541649 -0.6520691177
## 5    0.133872879  0.2280809128 -0.128295566  0.0778860752
## 6   -0.051313972  0.0798798563 -3.452203596 -1.1412125708
## 7    0.296495435  0.0965789216  0.521272953  0.3047824367
## 8    0.128266467  0.1096670732 -0.268370200 -0.0101455532
## 9    0.134558054  0.1425488743  0.544601387  0.2739027718
## 10   0.024446721  0.2622661263 -2.584226791 -0.7658379809
## 11  -0.065320260 -0.0425662276 -2.033492515 -0.7137930007
## 12  -0.118843381  0.0006436471 -3.143715856 -1.0873051966
## 13   0.137987080  0.2058749110  0.381149321  0.2416704375
## 14   0.142379678 -0.0997467218  0.098299525  0.0469774937
## 15   0.167936975 -0.2163521203  0.048660772  0.0000818754
## 16  -0.120237102  0.0146950102 -0.135541174 -0.0803610887
## 17   0.135239373  0.0553015036 -0.368473462 -0.0593108618
## 18  -0.034004539  0.1706969464 -2.453260347 -0.7721893131
## 19   0.011302096  0.0194786711 -3.020794231 -0.9966711546
## 20   0.014121559  0.3073625845 -3.300033020 -0.9928496253
## 21  -0.124086147  0.1040784208 -3.343625489 -1.1212110716
## 22   0.035751111  0.1072028655 -3.376305509 -1.0777838441
## 23   0.191798103  0.1500240714 -1.222663968 -0.2936139313
## 24   0.107156655  0.2293054379  0.292888004  0.2097833657
## 25  -0.474740681 -0.2727498513 -2.348443041 -1.0319778578
## 26   0.164614739  0.1458416412  0.074692932  0.1283831041
## 27   0.070216585  0.1623596931 -4.498698719 -1.4220408135
## 28   0.143651874  0.1077287524 -0.176693830  0.0248955988
## 29   0.213012457  0.0445488378 -3.224378187 -0.9889389642
## 30   0.145730233  0.0047386792  0.302532582  0.1510004981
## 31   0.158128290 -0.0083082627  0.424374712  0.1913982463
## 32   0.131651517  0.2477914019  0.373268897  0.2509039387
## 33  -0.002689309  0.1477404795 -1.151775594 -0.3355748077
## 34  -0.008292046  0.1592592122  0.245571944  0.1321797032
## 35   0.069917604  0.2084456398 -3.759703026 -1.1604465941
## 36   0.046944501  0.2217063212 -4.076381312 -1.2692434967
## 37   0.010813384 -0.0476395855  0.493956657  0.1523768185
## 38   0.130353508 -0.1080143007  0.021406829  0.0145820121
## 39  -0.041855724  0.0948933215 -0.689429780 -0.2121307275
## 40  -0.053811767  0.1943028403 -1.992414378 -0.6173077680
## 41   0.042396254  0.2454389652 -3.647645222 -1.1199366674
## 42   0.177477548 -0.6225374711 -2.616678139 -1.0205793541
## 43   0.096652061  0.1858265318 -0.141374116  0.0470348253
## 44   0.114159207  0.1934114610 -2.743014746 -0.8118146929
## 45   0.179020987  0.2585036169 -0.384029763  0.0178316137
## 46   0.025018938  0.1958533414  0.268986834  0.1632863713
## 47   0.191377570 -0.0539108723  0.371273791  0.1695801629
## 48  -0.005116465  0.1786600845  0.229109733  0.1342177839
## 49  -0.018573773  0.1227619940 -4.122030670 -1.3392808165
## 50   0.187158675  0.0250863027  0.061610415  0.0912851307
## 51   0.149654521 -0.5845221635 -0.074122698 -0.1696634466
## 52  -0.081082472  0.1182737597 -0.151592555 -0.0381337558
## 53   0.185991398 -0.0473030420 -2.006355339 -0.6225556609
## 54   0.114859333  0.0635051693  0.248961897  0.1424421330
## 55   0.191725327 -0.0647444077           NA            NA
## 56  -0.029882003 -0.6042781076           NA            NA
## 57   0.165554160 -0.2750376487 -0.284489498 -0.1313243289
## 58   0.138566527  0.0873386088  0.302464392  0.1761231759
## 59   0.174710492 -0.4728140570  0.243328334 -0.0182584103
## 60  -0.080651076  0.0999654275  0.221058429  0.0801242599
## 61  -0.016473555  0.1012709090  0.269711267  0.1181695405
## 62   0.156541858  0.0162251238  0.454817156  0.2091947127
## 63   0.075520745  0.2039828936  0.143097932  0.1408671901
## 64   0.026702691  0.1791787314  0.239778747  0.1485533897
## 65  -0.061126237  0.1485713427 -0.150807712 -0.0211208685
## 66   0.155142178  0.0355939506 -1.748271964 -0.5191786120
## 67   0.158422407 -0.4443557129  0.276250668 -0.0032275457
## 68   0.133256063 -0.1720041245  0.364921645  0.1087245278
## 69   0.040817999  0.2377890637  0.215493156  0.1647000730
## 70   0.209054301 -0.3280380508 -1.961083404 -0.6933557181
## 71   0.133681507  0.0477743745 -0.004974386  0.0588271651
## 72   0.083052445 -0.2137597645 -2.537974668 -0.8895606627
## 73   0.087032024 -0.1981554351 -1.589534684 -0.5668860315
## 74   0.059337563  0.2213559100  0.375125605  0.2186063593
## 75   0.055594811 -0.2273781553 -2.786545763 -0.9861097027
## 76   0.137214701  0.0680054510  0.318637674  0.1746192751
## 77   0.153108593 -0.1238487082 -1.936230004 -0.6356567063
## 78   0.052617277  0.2349936886  0.160659029  0.1494233313
## 79  -0.276533922 -0.0460077709  0.283839436 -0.0129007523
## 80   0.052866145  0.0935252740 -3.138550785 -0.9973864554
## 81   0.198504935 -0.2671608368 -2.485838826 -0.8514982426
## 82   0.124145098 -0.8969908593 -2.561079515 -1.1113084257
## 83   0.105983377 -0.5736088830 -0.151777613 -0.2064677063
## 84   0.225929901  0.3928623543 -1.656459642 -0.3458891288
## 85   0.081859458 -0.4190722626 -2.648289697 -0.9951675006
## 86   0.058791846  0.2765966483 -0.543131638 -0.0692477146
## 87  -0.034008569 -0.6135184728 -2.751343750 -1.1329569306
## 88   0.120750512  0.1111647791  0.023013026  0.0849761057
## 89   0.071953180  0.1095608866 -3.669728482 -1.1627381383
## 90   0.101625077 -0.2531596603  0.252989665  0.0338183608
## 91   0.143039162  0.1081320628  0.292152425  0.1811078833
## 92   0.157258146 -0.9780174345           NA            NA
## 93   0.157344985  0.0153674630  0.446090752  0.2062677335
## 94   0.156821305 -0.4392105405 -3.199353352 -1.1605808623
## 95   0.076825708 -0.4141148356  0.137706656 -0.0665274906
## 96   0.091768299 -0.6271310053 -2.751710171 -1.0956909590
## 97  -0.040222514  0.1600385619 -0.248778880 -0.0429876108
## 98   0.064313456 -0.5085764117 -1.856802027 -0.7670216611
## 99  -0.012927682  0.1203605019 -0.092121683  0.0051037121
## 100  0.034576899 -0.8419238838 -1.908192239 -0.9051797411
## 101  0.063150147  0.0483269512 -0.124587799 -0.0043702336
## 102  0.082248981 -0.4892646488 -0.596354939 -0.3344568692
## 103  0.101266151  0.0001760617 -2.315099084 -0.7378856239
## 104  0.001407846  0.1726791643 -0.016059937  0.0526756911
## 105 -0.056404227 -0.0790181596 -1.714286235 -0.6165695404
## 106  0.095508056 -0.8253645261 -2.628381042 -1.1194125038
## 107 -0.005160646 -0.2381339800 -0.048341594 -0.0972120733
## 108  0.143131892 -0.0678432170  0.516068641  0.1971191055
## 109  0.012180324 -0.2956558312  0.309293368  0.0086059536
## 110  0.045420328 -0.7768853325 -0.076728086 -0.2693976968
## 111  0.050921368 -0.5637815664 -0.080390667 -0.1977502883
## 112  0.029383061 -0.6758358567 -2.941396820 -1.1959498717
## 113  0.119728623 -0.8220097342 -2.275981828 -0.9927543129
## 114  0.097988760 -0.7421703159 -0.863056260 -0.5024126053
## 115  0.066877387 -0.2759388063 -0.025857093 -0.0783061708
## 116 -0.044317923 -0.4905445602 -2.100591718 -0.8784847338
## 117 -0.042253982 -0.6311221343 -3.253764364 -1.3090468268
## 118  0.099607139 -0.4653947968 -1.521958905 -0.6292488544
## 119 -0.031109089 -0.4910834420 -3.086238530 -1.2028103535
## 120 -0.027940823 -0.8081216873 -2.369375764 -1.0684794250
## 121  0.116540810  0.1147229068 -1.867980370 -0.5455722177
## 122 -0.232556089  0.0151744137 -2.714886669 -0.9774227816
## 123  0.129326645  0.2583112468  0.041026983  0.1428882916
## 124 -0.012167122  0.0714779062 -3.243537527 -1.0614089144
## 125 -0.017862848 -0.4781891719 -2.206618539 -0.9008901863
## 126  0.177920603  0.3095654300 -3.529599690 -1.0140378856
## 127 -0.242689277 -0.5274600554 -0.073243393 -0.2811309083
## 128 -0.176531413 -0.0288783762 -2.052248451 -0.7525527468
## 129  0.074689697 -0.6992678416 -2.425813354 -1.0167971662
## 130  0.037238940 -0.5783073126 -0.365148124 -0.3020721654
## 131  0.016036577 -0.5801411923 -2.404622590 -0.9895757349
## 132 -0.077173287  0.0997089866           NA            NA
## 133  0.043726181 -0.9417325896 -2.301694815 -1.0665670746
## 134 -0.005038661 -0.7073598062 -1.070227935 -0.5942088008
## 135 -0.066989673  0.0374747714           NA            NA
## 136  0.097204942 -0.7343060087           NA            NA
## 137 -0.139487820 -0.0605911745  0.056152129 -0.0479756217
## 138 -0.114694695 -0.5375187233 -3.992006088 -1.5480731688
## 139  0.005279949 -0.4808470354 -0.101787966 -0.1924516841
## 140  0.028331125 -0.7957469596 -0.181697764 -0.3163711996
## 141  0.087430291  0.2443988071 -2.664309044 -0.7774933153
## 142  0.155675404  0.0664512870 -0.874409577 -0.2174276287
## 143 -0.500881216 -0.2738562197           NA            NA
## 144 -0.111929069 -0.5061552795 -3.655088782 -1.4243910435
## 145 -0.173139459 -0.4462681269 -4.169192228 -1.5961999381
## 146  0.008024417 -0.6030044785 -0.333164967 -0.3093816763
## 147  0.057515033 -0.8904637090 -0.268132070 -0.3670269153
## 148 -0.022054251  0.0752092724           NA            NA
## 149 -0.056967425 -0.2195077663 -0.140269002 -0.1389147310
## 150 -0.129530641 -0.6428764174 -2.780465911 -1.1842909897
## 151 -0.195489758 -0.7512001097 -1.387413983 -0.7780346169
## 152  0.128567923  0.1360476557 -0.129778163  0.0449458052
## 153 -0.012559001 -0.6012873177 -0.523803470 -0.3792165959
## 154  0.042198472  0.0777718055 -0.403441096 -0.0944902729
## 155 -0.303945711 -0.0654979510 -0.672405308 -0.3472829899
## 156  0.025421340  0.0759659610           NA            NA
## 157 -0.034478346 -0.0646902079           NA            NA
## 158 -0.025308496 -0.9277779752 -1.886052897 -0.9463797893
## 159 -0.041479168  0.0611989381 -0.245472121 -0.0752507835
## 160 -0.119955031 -0.8344387321 -2.618411263 -1.1909350090
## 161  0.048243966 -0.5303330121 -0.286556612 -0.2562152194
## 162 -0.195146776  0.1099863248  0.020326886 -0.0216111885
## 163 -0.198912335 -0.6370577261  0.031604554 -0.2681218355
## 164  0.060222201 -0.9484342540 -2.314948757 -1.0677202700
## 165 -0.295619190 -0.4648276513 -0.027093941 -0.2625135942
## 166 -0.276202257 -0.6036177853 -1.300569867 -0.7267966364
## 167 -0.379993667 -0.5524729199 -0.134256250 -0.3555742793
## 168 -0.256104477 -0.0231399115           NA            NA
## 169 -0.351158349  0.1341327973 -0.512661552 -0.2432290347
## 170           NA -0.6572336290 -0.248231167            NA
## 171 -0.246659529 -0.5793993635 -3.486590797 -1.4375498966
## 172 -0.101060466  0.1179043630 -0.117837612 -0.0336645715
## 173           NA -1.0407630268  0.018108175            NA
## 174 -0.383947175 -0.8416350433 -1.388484292 -0.8713555033
## 175 -0.142436115 -0.7540157960 -3.205547374 -1.3673330949
## 176 -0.213951278 -1.0676381988 -2.208804127 -1.1634645346
## 177 -0.393633772 -0.8136233692  0.054983102 -0.3840913465
## 178  0.071448630 -0.6378201890 -0.041671250 -0.2026809364
## 179 -0.361041102 -0.9599570087 -0.392716463 -0.5712381912
## 180           NA -0.8359590704 -1.290317211            NA
## 181 -0.375592586 -0.8737385877 -0.649394925 -0.6329086996
## 182 -0.392578081 -0.4537823075  0.004289143 -0.2806904150
## 183 -0.325552933 -0.7711666671 -3.697629451 -1.5981163503
## 184           NA -0.7496283135 -2.455262319            NA
## 185           NA -0.7948875077 -3.628803948            NA
## 186           NA -1.1070240743  0.041765741            NA
## 187           NA -0.9889128423  0.041535659            NA
## 188           NA -0.7215892192 -0.338618943            NA
## 189  0.012528471  0.2048723516  0.271933044  0.1631112891
## 190           NA -0.6433245509 -0.028719616            NA
## 191           NA -0.9715793256 -0.755805337            NA
## 192           NA -0.8150394071 -0.081838043            NA
## 193 -0.135794819 -1.0732702455 -0.363062341 -0.5240424688
## 194           NA -1.0126066234 -1.594971798            NA
## 195  0.175274666  0.0746343103           NA            NA
## 196 -0.384250458 -0.6557224060           NA            NA
## 197 -0.085725647 -0.0865035601           NA            NA
## 198 -0.417963388 -0.7754049320           NA            NA
## 199 -0.089339516  0.2368311026           NA            NA
## 200  0.006140466  0.1660204396           NA            NA
boxplot(threesitevalidation1, main = "Boxplot of Patch Specific Root Zone Soil Moisture KGE - SSURGO")

boxplot(threesitevalidation, main = "Boxplot of Patch Specific Root Zone Soil Moisture KGE - SSURGO")

plot(validationsmKGElistsite1,validationsmKGElistsite3)

write.csv(threesitevalidation,'threesitevalidationssurgo.csv')

Group by group color by site plot kge on y axis plot group on x axis

ssurgovalidation<- read.csv("threesitevalidationssurgo.csv")
rssvalidation<- read.csv("threesitevalidationrss.csv")
staticvalidation<- read.csv("threesitevalidationstatic.csv")

staticvalidation$group <- 'Static'
rssvalidation$group <- 'RSS'
ssurgovalidation$group<- 'SSURGO'

combinedvalidation <- rbind(staticvalidation, rssvalidation, ssurgovalidation)


combinedvalidationlong1<- data.frame("KGE" = combinedvalidation$site1, "group" = combinedvalidation$group)
combinedvalidationlong2<- data.frame("KGE" = combinedvalidation$site2, "group" = combinedvalidation$group)
combinedvalidationlong3<- data.frame("KGE" = combinedvalidation$site3, "group" = combinedvalidation$group)
combinedvalidationlong4<- data.frame("KGE" = combinedvalidation$allsites, "group" = combinedvalidation$group)


combinedvalidationlong1$site = '1'
combinedvalidationlong2$site = '2'
combinedvalidationlong3$site = '3'
combinedvalidationlong4$site = 'All Sites'




combinedvalidationlong<- rbind(combinedvalidationlong1,combinedvalidationlong2, combinedvalidationlong3, combinedvalidationlong4)

combinedvalidationlong
##                 KGE  group      site
## 1     0.11905785912 Static         1
## 2     0.21370014859 Static         1
## 3     0.18752693194 Static         1
## 4     0.23657877650 Static         1
## 5     0.18751129064 Static         1
## 6     0.03106129854 Static         1
## 7     0.07442044964 Static         1
## 8     0.13760297416 Static         1
## 9     0.23554553835 Static         1
## 10    0.22005913684 Static         1
## 11    0.19297681533 Static         1
## 12    0.17897586442 Static         1
## 13    0.11733269511 Static         1
## 14   -0.18902159087 Static         1
## 15    0.13953850227 Static         1
## 16    0.29721894168 Static         1
## 17    0.20575262697 Static         1
## 18    0.05901121327 Static         1
## 19    0.18480593543 Static         1
## 20    0.14631540246 Static         1
## 21    0.12617087079 Static         1
## 22    0.07562100140 Static         1
## 23    0.08795681616 Static         1
## 24    0.14860375081 Static         1
## 25    0.07951988802 Static         1
## 26    0.07031394517 Static         1
## 27    0.09745667849 Static         1
## 28   -0.04941055368 Static         1
## 29    0.05419475149 Static         1
## 30    0.13884083772 Static         1
## 31    0.09418933368 Static         1
## 32    0.03529485849 Static         1
## 33   -0.06173765650 Static         1
## 34    0.12066868138 Static         1
## 35    0.08739512819 Static         1
## 36    0.06110233711 Static         1
## 37   -0.02174230548 Static         1
## 38    0.09422772740 Static         1
## 39    0.10375585439 Static         1
## 40   -0.05532168488 Static         1
## 41   -0.22025029458 Static         1
## 42   -0.07428002790 Static         1
## 43    0.14104881609 Static         1
## 44   -0.05149812551 Static         1
## 45    0.09136018413 Static         1
## 46   -0.15556100875 Static         1
## 47   -0.30377277400 Static         1
## 48   -0.34922700856 Static         1
## 49   -0.09833437600 Static         1
## 50    0.00671096363 Static         1
## 51    0.11393831067 Static         1
## 52    0.08043981797 Static         1
## 53    0.01769793892 Static         1
## 54   -0.02973103764 Static         1
## 55   -0.00007075342 Static         1
## 56    0.06870327531 Static         1
## 57   -0.01848257659 Static         1
## 58   -0.32688901062 Static         1
## 59   -0.00391747097 Static         1
## 60    0.06408414255 Static         1
## 61   -0.00384591024 Static         1
## 62   -0.14587968963 Static         1
## 63    0.14254098152 Static         1
## 64   -0.14574829785 Static         1
## 65    0.10609429883 Static         1
## 66   -0.10384738091 Static         1
## 67   -0.05153489304 Static         1
## 68    0.08563231198 Static         1
## 69    0.09410229487 Static         1
## 70   -0.03164227734 Static         1
## 71    0.04211423413 Static         1
## 72    0.05032619194 Static         1
## 73    0.17981869826 Static         1
## 74    0.02343968505 Static         1
## 75   -0.04372802039 Static         1
## 76   -0.00361958211 Static         1
## 77    0.06058601248 Static         1
## 78    0.03796303722 Static         1
## 79    0.04757724186 Static         1
## 80    0.12545219707 Static         1
## 81   -0.11364449099 Static         1
## 82               NA Static         1
## 83    0.03251266866 Static         1
## 84    0.02142922280 Static         1
## 85    0.05547279949 Static         1
## 86    0.03230396485 Static         1
## 87   -0.14065549122 Static         1
## 88   -0.21952562080 Static         1
## 89   -0.03221050029 Static         1
## 90   -0.35267694155 Static         1
## 91    0.01555929897 Static         1
## 92   -0.01712912453 Static         1
## 93   -0.13274164618 Static         1
## 94    0.01931461485 Static         1
## 95   -0.10441580685 Static         1
## 96    0.01939243185 Static         1
## 97   -0.21667202404 Static         1
## 98    0.03744371109 Static         1
## 99    0.02137311647 Static         1
## 100  -0.05752837561 Static         1
## 101  -0.30259424356 Static         1
## 102  -0.25537502843 Static         1
## 103  -0.25194048556 Static         1
## 104   0.03495583741 Static         1
## 105  -0.00677384839 Static         1
## 106  -0.29321991364 Static         1
## 107  -0.38846820155 Static         1
## 108  -0.23208844795 Static         1
## 109              NA Static         1
## 110  -0.02561813862 Static         1
## 111              NA Static         1
## 112  -0.04090395232 Static         1
## 113   0.25395505262 Static         1
## 114   0.09459013727 Static         1
## 115  -0.22033569661 Static         1
## 116   0.08543945873 Static         1
## 117  -0.14456102371 Static         1
## 118              NA Static         1
## 119   0.01630368000 Static         1
## 120              NA Static         1
## 121  -0.25673286723 Static         1
## 122              NA Static         1
## 123              NA Static         1
## 124  -0.05442608534 Static         1
## 125              NA Static         1
## 126  -0.02548575979 Static         1
## 127              NA Static         1
## 128              NA Static         1
## 129              NA Static         1
## 130              NA Static         1
## 131              NA Static         1
## 132  -0.16815422384 Static         1
## 133              NA Static         1
## 134  -0.38144055758 Static         1
## 135              NA Static         1
## 136  -0.27892655283 Static         1
## 137              NA Static         1
## 138              NA Static         1
## 139  -0.31383344064 Static         1
## 140              NA Static         1
## 141   0.07065480027 Static         1
## 142              NA Static         1
## 143  -0.30311417155 Static         1
## 144              NA Static         1
## 145  -0.28095145361 Static         1
## 146              NA Static         1
## 147  -0.19138081590 Static         1
## 148              NA Static         1
## 149              NA Static         1
## 150              NA Static         1
## 151              NA Static         1
## 152   0.16064102750 Static         1
## 153              NA Static         1
## 154   0.00338346318 Static         1
## 155              NA Static         1
## 156              NA Static         1
## 157              NA Static         1
## 158              NA Static         1
## 159              NA Static         1
## 160              NA Static         1
## 161  -0.34335813546 Static         1
## 162              NA Static         1
## 163              NA Static         1
## 164              NA Static         1
## 165              NA Static         1
## 166  -0.16235293634 Static         1
## 167   0.08752100701 Static         1
## 168              NA Static         1
## 169              NA Static         1
## 170              NA Static         1
## 171              NA Static         1
## 172  -0.11741093524 Static         1
## 173              NA Static         1
## 174              NA Static         1
## 175   0.03692904080 Static         1
## 176              NA Static         1
## 177              NA Static         1
## 178   0.32700873817 Static         1
## 179              NA Static         1
## 180              NA Static         1
## 181              NA Static         1
## 182              NA Static         1
## 183   0.09079489834 Static         1
## 184              NA Static         1
## 185              NA Static         1
## 186   0.44373943849 Static         1
## 187   0.31399402080 Static         1
## 188   0.08617527516 Static         1
## 189  -0.01220525202 Static         1
## 190              NA Static         1
## 191   0.22253776255 Static         1
## 192  -0.27965744077 Static         1
## 193  -0.57999553796 Static         1
## 194   0.13658723853 Static         1
## 195  -0.39171696819 Static         1
## 196   0.20809391627 Static         1
## 197  -0.82947396932 Static         1
## 198  -1.50271656777 Static         1
## 199  -0.02996114783 Static         1
## 200  -1.24235879554 Static         1
## 201   0.15490630378    RSS         1
## 202   0.09393740014    RSS         1
## 203   0.29674431150    RSS         1
## 204   0.13278998164    RSS         1
## 205  -0.06572369418    RSS         1
## 206   0.12731090712    RSS         1
## 207  -0.08937032144    RSS         1
## 208  -0.05112309484    RSS         1
## 209  -0.15092699274    RSS         1
## 210   0.13434650200    RSS         1
## 211   0.16694088146    RSS         1
## 212  -0.47367184283    RSS         1
## 213   0.21295897349    RSS         1
## 214   0.14345962597    RSS         1
## 215   0.19191335943    RSS         1
## 216   0.13517581206    RSS         1
## 217   0.15830970936    RSS         1
## 218   0.12955382533    RSS         1
## 219   0.17638269128    RSS         1
## 220   0.14152656770    RSS         1
## 221   0.14885355528    RSS         1
## 222   0.00709519086    RSS         1
## 223   0.03626850102    RSS         1
## 224   0.13869573368    RSS         1
## 225  -0.03344793472    RSS         1
## 226   0.16383062921    RSS         1
## 227   0.00958413253    RSS         1
## 228   0.00975952147    RSS         1
## 229   0.17387644907    RSS         1
## 230   0.01373431417    RSS         1
## 231  -0.11858410425    RSS         1
## 232   0.15785209943    RSS         1
## 233  -0.03558971114    RSS         1
## 234  -0.12040867748    RSS         1
## 235   0.08628030192    RSS         1
## 236   0.14492985262    RSS         1
## 237   0.08058602766    RSS         1
## 238   0.07018828496    RSS         1
## 239   0.10739202377    RSS         1
## 240   0.08248080805    RSS         1
## 241   0.13220317991    RSS         1
## 242   0.18600320668    RSS         1
## 243  -0.27677392658    RSS         1
## 244  -0.00757633443    RSS         1
## 245   0.10525742883    RSS         1
## 246   0.13283791250    RSS         1
## 247   0.21034807269    RSS         1
## 248  -0.03328748215    RSS         1
## 249   0.11441689376    RSS         1
## 250   0.18845027970    RSS         1
## 251   0.09645794214    RSS         1
## 252  -0.04125090018    RSS         1
## 253   0.15622597737    RSS         1
## 254   0.13893956403    RSS         1
## 255   0.06311148175    RSS         1
## 256   0.07479599562    RSS         1
## 257   0.18706415853    RSS         1
## 258   0.15548723407    RSS         1
## 259   0.08962608511    RSS         1
## 260   0.04198155731    RSS         1
## 261   0.07078057102    RSS         1
## 262   0.16602914185    RSS         1
## 263   0.04709822397    RSS         1
## 264  -0.11636156387    RSS         1
## 265   0.12890411430    RSS         1
## 266   0.19897501509    RSS         1
## 267  -0.00469204375    RSS         1
## 268   0.09717422944    RSS         1
## 269   0.02590318132    RSS         1
## 270   0.09640639008    RSS         1
## 271   0.02741388889    RSS         1
## 272   0.06248641686    RSS         1
## 273  -0.11309432868    RSS         1
## 274   0.15302866838    RSS         1
## 275  -0.03016007740    RSS         1
## 276   0.08675197269    RSS         1
## 277   0.11876236733    RSS         1
## 278  -0.00214464109    RSS         1
## 279   0.01130067629    RSS         1
## 280   0.02614434473    RSS         1
## 281  -0.04295178796    RSS         1
## 282   0.18015736007    RSS         1
## 283   0.02694064341    RSS         1
## 284   0.01480735082    RSS         1
## 285   0.20020507191    RSS         1
## 286  -0.04437995727    RSS         1
## 287   0.07630696988    RSS         1
## 288  -0.02892785708    RSS         1
## 289   0.09486027137    RSS         1
## 290   0.19070339851    RSS         1
## 291  -0.01960163322    RSS         1
## 292   0.04027642051    RSS         1
## 293   0.05203059381    RSS         1
## 294   0.15678099575    RSS         1
## 295   0.07275783320    RSS         1
## 296  -0.17396871989    RSS         1
## 297   0.03683014505    RSS         1
## 298   0.06650219731    RSS         1
## 299  -0.05719889506    RSS         1
## 300   0.09800292893    RSS         1
## 301   0.10206144666    RSS         1
## 302  -0.01679495503    RSS         1
## 303   0.15753494157    RSS         1
## 304  -0.12053837191    RSS         1
## 305   0.11531124259    RSS         1
## 306   0.15684599108    RSS         1
## 307   0.08241785361    RSS         1
## 308  -0.00562333879    RSS         1
## 309   0.13493428796    RSS         1
## 310   0.03440460391    RSS         1
## 311  -0.06184661624    RSS         1
## 312   0.05963934050    RSS         1
## 313   0.11587876732    RSS         1
## 314   0.10093614574    RSS         1
## 315  -0.01352084088    RSS         1
## 316  -0.13060578870    RSS         1
## 317  -0.01269947366    RSS         1
## 318   0.05824822898    RSS         1
## 319   0.07431830273    RSS         1
## 320  -0.07969162271    RSS         1
## 321   0.05343267713    RSS         1
## 322   0.00102600939    RSS         1
## 323   0.14394612686    RSS         1
## 324   0.12172270260    RSS         1
## 325  -0.12370185426    RSS         1
## 326   0.05045676801    RSS         1
## 327   0.13391023042    RSS         1
## 328   0.14333389142    RSS         1
## 329  -0.05340632840    RSS         1
## 330  -0.01904706981    RSS         1
## 331   0.05721120678    RSS         1
## 332  -0.07983035661    RSS         1
## 333  -0.14229987706    RSS         1
## 334   0.05956758497    RSS         1
## 335   0.00463002629    RSS         1
## 336  -0.17542939892    RSS         1
## 337   0.05547081532    RSS         1
## 338  -0.24249361133    RSS         1
## 339  -0.00379087992    RSS         1
## 340  -0.01240956525    RSS         1
## 341   0.04507186789    RSS         1
## 342   0.00765033865    RSS         1
## 343  -0.02592526889    RSS         1
## 344  -0.24782718070    RSS         1
## 345  -0.30478675486    RSS         1
## 346   0.13029494894    RSS         1
## 347   0.15400022233    RSS         1
## 348  -0.21723416814    RSS         1
## 349  -0.03888237284    RSS         1
## 350   0.04338804284    RSS         1
## 351  -0.32645572321    RSS         1
## 352  -0.19497256876    RSS         1
## 353   0.04789979890    RSS         1
## 354  -0.13818532995    RSS         1
## 355  -0.02295073681    RSS         1
## 356  -0.05535018183    RSS         1
## 357              NA    RSS         1
## 358  -0.50042485774    RSS         1
## 359   0.18370904779    RSS         1
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## 1334             NA Static         3
## 1335             NA Static         3
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## 1350 -0.07444530710 Static         3
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## 1352             NA Static         3
## 1353             NA Static         3
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## 1503 -0.27320256419    RSS         3
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## 1801             NA Static All Sites
## 1802  0.03076536426 Static All Sites
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## 1804  0.07595787004 Static All Sites
## 1805  0.03517187196 Static All Sites
## 1806             NA Static All Sites
## 1807             NA Static All Sites
## 1808  0.04773556227 Static All Sites
## 1809  0.03250298167 Static All Sites
## 1810  0.04603495143 Static All Sites
## 1811             NA Static All Sites
## 1812  0.14534265195 Static All Sites
## 1813 -1.08948639225 Static All Sites
## 1814 -0.17231823978 Static All Sites
## 1815  0.21058490795 Static All Sites
## 1816             NA Static All Sites
## 1817 -0.05854526478 Static All Sites
## 1818 -0.82886015481 Static All Sites
## 1819 -0.53221617664 Static All Sites
## 1820  0.11870457238 Static All Sites
## 1821             NA Static All Sites
## 1822  0.07033080286 Static All Sites
## 1823  0.05080336355 Static All Sites
## 1824 -1.33525344140 Static All Sites
## 1825 -0.99330645132 Static All Sites
## 1826 -0.94819373386 Static All Sites
## 1827  0.01125026600 Static All Sites
## 1828  0.00362414736 Static All Sites
## 1829 -1.02270646319 Static All Sites
## 1830 -0.65872068982 Static All Sites
## 1831 -0.34827576391 Static All Sites
## 1832  0.05297534472 Static All Sites
## 1833             NA Static All Sites
## 1834 -0.16495545582 Static All Sites
## 1835 -0.34877717369 Static All Sites
## 1836             NA Static All Sites
## 1837             NA Static All Sites
## 1838 -0.79656375195 Static All Sites
## 1839             NA Static All Sites
## 1840 -0.11892841729 Static All Sites
## 1841             NA Static All Sites
## 1842 -0.15692354958 Static All Sites
## 1843 -0.50889186662 Static All Sites
## 1844  0.03715837515 Static All Sites
## 1845 -0.75271345583 Static All Sites
## 1846             NA Static All Sites
## 1847             NA Static All Sites
## 1848             NA Static All Sites
## 1849 -0.06204683851 Static All Sites
## 1850  0.05965623670 Static All Sites
## 1851 -0.88239530043 Static All Sites
## 1852  0.09006390648 Static All Sites
## 1853 -0.17804785961 Static All Sites
## 1854 -0.17202692221 Static All Sites
## 1855 -0.03077352928 Static All Sites
## 1856 -0.66820958144 Static All Sites
## 1857 -0.08351551478 Static All Sites
## 1858             NA Static All Sites
## 1859             NA Static All Sites
## 1860 -0.90767714709 Static All Sites
## 1861 -0.24189805055 Static All Sites
## 1862 -0.22695555482 Static All Sites
## 1863 -0.29410048606 Static All Sites
## 1864             NA Static All Sites
## 1865 -0.97535910134 Static All Sites
## 1866 -0.12808511473 Static All Sites
## 1867             NA Static All Sites
## 1868 -0.18359484573 Static All Sites
## 1869 -0.24254687722 Static All Sites
## 1870  0.02845818113 Static All Sites
## 1871 -1.34838942754 Static All Sites
## 1872 -0.86824988499 Static All Sites
## 1873             NA Static All Sites
## 1874 -0.10619487937 Static All Sites
## 1875             NA Static All Sites
## 1876 -0.60194717530 Static All Sites
## 1877 -0.51212886711 Static All Sites
## 1878 -1.03514879772 Static All Sites
## 1879 -0.76357026893 Static All Sites
## 1880 -0.68192365935 Static All Sites
## 1881 -0.11453699086 Static All Sites
## 1882             NA Static All Sites
## 1883 -0.34156263005 Static All Sites
## 1884 -0.61544797845 Static All Sites
## 1885 -0.73705192398 Static All Sites
## 1886 -0.72551367027 Static All Sites
## 1887 -0.27031753412 Static All Sites
## 1888             NA Static All Sites
## 1889  0.03863582232 Static All Sites
## 1890             NA Static All Sites
## 1891 -0.29385758615 Static All Sites
## 1892             NA Static All Sites
## 1893             NA Static All Sites
## 1894             NA Static All Sites
## 1895 -0.68782831665 Static All Sites
## 1896 -0.89628827885 Static All Sites
## 1897             NA Static All Sites
## 1898 -0.44668104184 Static All Sites
## 1899 -0.71309842691 Static All Sites
## 1900 -0.23727721076 Static All Sites
## 1901 -0.23958314102 Static All Sites
## 1902 -0.32455700526 Static All Sites
## 1903 -0.23418052094 Static All Sites
## 1904 -0.85663948826 Static All Sites
## 1905 -1.09241138625 Static All Sites
## 1906             NA Static All Sites
## 1907 -0.27213488043 Static All Sites
## 1908 -0.23873456835 Static All Sites
## 1909             NA Static All Sites
## 1910 -0.53537663457 Static All Sites
## 1911             NA Static All Sites
## 1912 -0.36249950801 Static All Sites
## 1913 -0.89282415345 Static All Sites
## 1914 -0.53099546513 Static All Sites
## 1915 -0.65906137233 Static All Sites
## 1916 -0.89129494543 Static All Sites
## 1917             NA Static All Sites
## 1918             NA Static All Sites
## 1919 -0.36058888693 Static All Sites
## 1920             NA Static All Sites
## 1921 -1.37528403708 Static All Sites
## 1922             NA Static All Sites
## 1923             NA Static All Sites
## 1924 -0.48899301624 Static All Sites
## 1925             NA Static All Sites
## 1926 -0.46609205028 Static All Sites
## 1927             NA Static All Sites
## 1928             NA Static All Sites
## 1929             NA Static All Sites
## 1930             NA Static All Sites
## 1931             NA Static All Sites
## 1932 -0.35230027987 Static All Sites
## 1933             NA Static All Sites
## 1934             NA Static All Sites
## 1935             NA Static All Sites
## 1936 -0.60645935516 Static All Sites
## 1937             NA Static All Sites
## 1938             NA Static All Sites
## 1939 -0.60041461283 Static All Sites
## 1940             NA Static All Sites
## 1941 -0.73412734124 Static All Sites
## 1942             NA Static All Sites
## 1943 -0.48988424852 Static All Sites
## 1944             NA Static All Sites
## 1945 -0.20688702377 Static All Sites
## 1946             NA Static All Sites
## 1947 -0.51976538255 Static All Sites
## 1948             NA Static All Sites
## 1949             NA Static All Sites
## 1950             NA Static All Sites
## 1951             NA Static All Sites
## 1952             NA Static All Sites
## 1953             NA Static All Sites
## 1954             NA Static All Sites
## 1955             NA Static All Sites
## 1956             NA Static All Sites
## 1957             NA Static All Sites
## 1958             NA Static All Sites
## 1959             NA Static All Sites
## 1960             NA Static All Sites
## 1961 -0.45005919035 Static All Sites
## 1962             NA Static All Sites
## 1963             NA Static All Sites
## 1964             NA Static All Sites
## 1965             NA Static All Sites
## 1966             NA Static All Sites
## 1967             NA Static All Sites
## 1968             NA Static All Sites
## 1969             NA Static All Sites
## 1970             NA Static All Sites
## 1971             NA Static All Sites
## 1972             NA Static All Sites
## 1973             NA Static All Sites
## 1974             NA Static All Sites
## 1975             NA Static All Sites
## 1976             NA Static All Sites
## 1977             NA Static All Sites
## 1978             NA Static All Sites
## 1979             NA Static All Sites
## 1980             NA Static All Sites
## 1981             NA Static All Sites
## 1982             NA Static All Sites
## 1983             NA Static All Sites
## 1984             NA Static All Sites
## 1985             NA Static All Sites
## 1986             NA Static All Sites
## 1987             NA Static All Sites
## 1988             NA Static All Sites
## 1989             NA Static All Sites
## 1990             NA Static All Sites
## 1991             NA Static All Sites
## 1992             NA Static All Sites
## 1993             NA Static All Sites
## 1994             NA Static All Sites
## 1995             NA Static All Sites
## 1996             NA Static All Sites
## 1997             NA Static All Sites
## 1998             NA Static All Sites
## 1999             NA Static All Sites
## 2000             NA Static All Sites
## 2001 -0.75505884739    RSS All Sites
## 2002 -0.25697707161    RSS All Sites
## 2003 -0.35691937545    RSS All Sites
## 2004 -0.25745549441    RSS All Sites
## 2005             NA    RSS All Sites
## 2006 -0.29333550806    RSS All Sites
## 2007             NA    RSS All Sites
## 2008 -0.27313003361    RSS All Sites
## 2009             NA    RSS All Sites
## 2010 -0.27712366618    RSS All Sites
## 2011 -0.46546182460    RSS All Sites
## 2012 -0.42517532677    RSS All Sites
## 2013             NA    RSS All Sites
## 2014             NA    RSS All Sites
## 2015 -0.31425889053    RSS All Sites
## 2016             NA    RSS All Sites
## 2017 -0.26562967479    RSS All Sites
## 2018 -0.42075478284    RSS All Sites
## 2019 -0.45840267594    RSS All Sites
## 2020 -0.66409711471    RSS All Sites
## 2021 -1.11286080393    RSS All Sites
## 2022 -0.15714375075    RSS All Sites
## 2023             NA    RSS All Sites
## 2024 -0.39008585808    RSS All Sites
## 2025 -0.27007785895    RSS All Sites
## 2026             NA    RSS All Sites
## 2027 -0.34407094107    RSS All Sites
## 2028             NA    RSS All Sites
## 2029 -0.37826956304    RSS All Sites
## 2030 -0.68810282134    RSS All Sites
## 2031 -0.26323543985    RSS All Sites
## 2032 -0.43514109390    RSS All Sites
## 2033 -0.49920189137    RSS All Sites
## 2034             NA    RSS All Sites
## 2035 -0.43680393793    RSS All Sites
## 2036 -0.22819246466    RSS All Sites
## 2037 -0.41380776160    RSS All Sites
## 2038 -0.21611698133    RSS All Sites
## 2039 -0.69309150493    RSS All Sites
## 2040 -0.42957663481    RSS All Sites
## 2041 -0.27967615317    RSS All Sites
## 2042 -0.38883118780    RSS All Sites
## 2043 -1.06995316306    RSS All Sites
## 2044 -0.11287234069    RSS All Sites
## 2045 -0.42803490191    RSS All Sites
## 2046 -0.23270253163    RSS All Sites
## 2047             NA    RSS All Sites
## 2048 -0.33956633808    RSS All Sites
## 2049 -0.49267850246    RSS All Sites
## 2050 -0.28247956293    RSS All Sites
## 2051             NA    RSS All Sites
## 2052             NA    RSS All Sites
## 2053 -0.68701354872    RSS All Sites
## 2054 -0.56135423700    RSS All Sites
## 2055 -0.50592943193    RSS All Sites
## 2056 -0.20476679434    RSS All Sites
## 2057             NA    RSS All Sites
## 2058 -0.38512408031    RSS All Sites
## 2059             NA    RSS All Sites
## 2060             NA    RSS All Sites
## 2061 -0.24717591904    RSS All Sites
## 2062 -0.45797306825    RSS All Sites
## 2063 -0.28523804136    RSS All Sites
## 2064 -0.41492686310    RSS All Sites
## 2065 -0.58537531078    RSS All Sites
## 2066             NA    RSS All Sites
## 2067 -1.05133442939    RSS All Sites
## 2068 -0.51872430477    RSS All Sites
## 2069 -0.21695789146    RSS All Sites
## 2070 -0.41620232779    RSS All Sites
## 2071 -0.47376250538    RSS All Sites
## 2072 -0.49096584345    RSS All Sites
## 2073 -0.34756187935    RSS All Sites
## 2074             NA    RSS All Sites
## 2075 -0.58555049961    RSS All Sites
## 2076 -0.64919773323    RSS All Sites
## 2077 -0.56302347806    RSS All Sites
## 2078 -0.23534036544    RSS All Sites
## 2079 -0.36250406741    RSS All Sites
## 2080 -0.23950034562    RSS All Sites
## 2081 -0.57961901361    RSS All Sites
## 2082 -0.29476016670    RSS All Sites
## 2083 -0.50304461396    RSS All Sites
## 2084 -0.52525819700    RSS All Sites
## 2085             NA    RSS All Sites
## 2086             NA    RSS All Sites
## 2087 -0.27964498450    RSS All Sites
## 2088             NA    RSS All Sites
## 2089 -0.55507431874    RSS All Sites
## 2090             NA    RSS All Sites
## 2091             NA    RSS All Sites
## 2092 -0.97489459090    RSS All Sites
## 2093 -0.92801536360    RSS All Sites
## 2094 -0.53454462801    RSS All Sites
## 2095 -0.42572211101    RSS All Sites
## 2096 -0.35761655349    RSS All Sites
## 2097 -1.31080795393    RSS All Sites
## 2098 -0.40373106488    RSS All Sites
## 2099 -0.39208727051    RSS All Sites
## 2100             NA    RSS All Sites
## 2101 -0.83309843669    RSS All Sites
## 2102 -0.69063460574    RSS All Sites
## 2103 -0.33952362590    RSS All Sites
## 2104 -0.59271905790    RSS All Sites
## 2105 -0.29321044314    RSS All Sites
## 2106 -0.41946902231    RSS All Sites
## 2107 -0.38843256176    RSS All Sites
## 2108 -0.35700231803    RSS All Sites
## 2109 -0.46823275173    RSS All Sites
## 2110 -0.54441088990    RSS All Sites
## 2111 -0.26327031360    RSS All Sites
## 2112 -0.26454703145    RSS All Sites
## 2113 -0.39201028774    RSS All Sites
## 2114             NA    RSS All Sites
## 2115 -0.42035612330    RSS All Sites
## 2116 -0.49701342753    RSS All Sites
## 2117 -0.40714343201    RSS All Sites
## 2118             NA    RSS All Sites
## 2119 -0.52170604175    RSS All Sites
## 2120 -0.79544482697    RSS All Sites
## 2121 -0.35736933355    RSS All Sites
## 2122 -0.32901426410    RSS All Sites
## 2123 -0.40348902966    RSS All Sites
## 2124             NA    RSS All Sites
## 2125 -0.29151632656    RSS All Sites
## 2126 -0.40652119227    RSS All Sites
## 2127 -0.72126942825    RSS All Sites
## 2128 -0.70947100715    RSS All Sites
## 2129 -0.28696610436    RSS All Sites
## 2130 -0.23376932423    RSS All Sites
## 2131 -0.49598676433    RSS All Sites
## 2132             NA    RSS All Sites
## 2133 -0.49392292563    RSS All Sites
## 2134 -0.46822185171    RSS All Sites
## 2135 -0.31377610494    RSS All Sites
## 2136 -0.39372463054    RSS All Sites
## 2137 -0.47728924411    RSS All Sites
## 2138             NA    RSS All Sites
## 2139             NA    RSS All Sites
## 2140             NA    RSS All Sites
## 2141 -1.11449899101    RSS All Sites
## 2142 -0.83137406474    RSS All Sites
## 2143 -0.61380406066    RSS All Sites
## 2144 -0.54956293744    RSS All Sites
## 2145             NA    RSS All Sites
## 2146             NA    RSS All Sites
## 2147             NA    RSS All Sites
## 2148 -0.70996923960    RSS All Sites
## 2149             NA    RSS All Sites
## 2150 -0.63146443882    RSS All Sites
## 2151 -0.63096709164    RSS All Sites
## 2152             NA    RSS All Sites
## 2153             NA    RSS All Sites
## 2154             NA    RSS All Sites
## 2155             NA    RSS All Sites
## 2156             NA    RSS All Sites
## 2157             NA    RSS All Sites
## 2158             NA    RSS All Sites
## 2159 -0.35213077626    RSS All Sites
## 2160             NA    RSS All Sites
## 2161             NA    RSS All Sites
## 2162             NA    RSS All Sites
## 2163             NA    RSS All Sites
## 2164             NA    RSS All Sites
## 2165             NA    RSS All Sites
## 2166 -0.28452791738    RSS All Sites
## 2167             NA    RSS All Sites
## 2168             NA    RSS All Sites
## 2169             NA    RSS All Sites
## 2170             NA    RSS All Sites
## 2171             NA    RSS All Sites
## 2172             NA    RSS All Sites
## 2173             NA    RSS All Sites
## 2174             NA    RSS All Sites
## 2175             NA    RSS All Sites
## 2176             NA    RSS All Sites
## 2177             NA    RSS All Sites
## 2178             NA    RSS All Sites
## 2179             NA    RSS All Sites
## 2180             NA    RSS All Sites
## 2181             NA    RSS All Sites
## 2182             NA    RSS All Sites
## 2183             NA    RSS All Sites
## 2184             NA    RSS All Sites
## 2185             NA    RSS All Sites
## 2186             NA    RSS All Sites
## 2187             NA    RSS All Sites
## 2188             NA    RSS All Sites
## 2189             NA    RSS All Sites
## 2190             NA    RSS All Sites
## 2191             NA    RSS All Sites
## 2192             NA    RSS All Sites
## 2193             NA    RSS All Sites
## 2194             NA    RSS All Sites
## 2195             NA    RSS All Sites
## 2196             NA    RSS All Sites
## 2197 -1.58430448786    RSS All Sites
## 2198             NA    RSS All Sites
## 2199             NA    RSS All Sites
## 2200             NA    RSS All Sites
## 2201 -1.11504518239 SSURGO All Sites
## 2202  0.21837270442 SSURGO All Sites
## 2203             NA SSURGO All Sites
## 2204 -0.65206911765 SSURGO All Sites
## 2205  0.07788607523 SSURGO All Sites
## 2206 -1.14121257075 SSURGO All Sites
## 2207  0.30478243672 SSURGO All Sites
## 2208 -0.01014555316 SSURGO All Sites
## 2209  0.27390277177 SSURGO All Sites
## 2210 -0.76583798093 SSURGO All Sites
## 2211 -0.71379300074 SSURGO All Sites
## 2212 -1.08730519661 SSURGO All Sites
## 2213  0.24167043749 SSURGO All Sites
## 2214  0.04697749370 SSURGO All Sites
## 2215  0.00008187540 SSURGO All Sites
## 2216 -0.08036108865 SSURGO All Sites
## 2217 -0.05931086176 SSURGO All Sites
## 2218 -0.77218931310 SSURGO All Sites
## 2219 -0.99667115463 SSURGO All Sites
## 2220 -0.99284962530 SSURGO All Sites
## 2221 -1.12121107162 SSURGO All Sites
## 2222 -1.07778384406 SSURGO All Sites
## 2223 -0.29361393133 SSURGO All Sites
## 2224  0.20978336575 SSURGO All Sites
## 2225 -1.03197785783 SSURGO All Sites
## 2226  0.12838310408 SSURGO All Sites
## 2227 -1.42204081348 SSURGO All Sites
## 2228  0.02489559877 SSURGO All Sites
## 2229 -0.98893896423 SSURGO All Sites
## 2230  0.15100049805 SSURGO All Sites
## 2231  0.19139824634 SSURGO All Sites
## 2232  0.25090393868 SSURGO All Sites
## 2233 -0.33557480766 SSURGO All Sites
## 2234  0.13217970325 SSURGO All Sites
## 2235 -1.16044659407 SSURGO All Sites
## 2236 -1.26924349670 SSURGO All Sites
## 2237  0.15237681854 SSURGO All Sites
## 2238  0.01458201205 SSURGO All Sites
## 2239 -0.21213072752 SSURGO All Sites
## 2240 -0.61730776803 SSURGO All Sites
## 2241 -1.11993666740 SSURGO All Sites
## 2242 -1.02057935410 SSURGO All Sites
## 2243  0.04703482534 SSURGO All Sites
## 2244 -0.81181469294 SSURGO All Sites
## 2245  0.01783161368 SSURGO All Sites
## 2246  0.16328637125 SSURGO All Sites
## 2247  0.16958016286 SSURGO All Sites
## 2248  0.13421778394 SSURGO All Sites
## 2249 -1.33928081649 SSURGO All Sites
## 2250  0.09128513072 SSURGO All Sites
## 2251 -0.16966344664 SSURGO All Sites
## 2252 -0.03813375578 SSURGO All Sites
## 2253 -0.62255566087 SSURGO All Sites
## 2254  0.14244213300 SSURGO All Sites
## 2255             NA SSURGO All Sites
## 2256             NA SSURGO All Sites
## 2257 -0.13132432885 SSURGO All Sites
## 2258  0.17612317592 SSURGO All Sites
## 2259 -0.01825841033 SSURGO All Sites
## 2260  0.08012425990 SSURGO All Sites
## 2261  0.11816954051 SSURGO All Sites
## 2262  0.20919471273 SSURGO All Sites
## 2263  0.14086719011 SSURGO All Sites
## 2264  0.14855338968 SSURGO All Sites
## 2265 -0.02112086849 SSURGO All Sites
## 2266 -0.51917861198 SSURGO All Sites
## 2267 -0.00322754572 SSURGO All Sites
## 2268  0.10872452782 SSURGO All Sites
## 2269  0.16470007298 SSURGO All Sites
## 2270 -0.69335571812 SSURGO All Sites
## 2271  0.05882716511 SSURGO All Sites
## 2272 -0.88956066269 SSURGO All Sites
## 2273 -0.56688603151 SSURGO All Sites
## 2274  0.21860635931 SSURGO All Sites
## 2275 -0.98610970266 SSURGO All Sites
## 2276  0.17461927515 SSURGO All Sites
## 2277 -0.63565670626 SSURGO All Sites
## 2278  0.14942333128 SSURGO All Sites
## 2279 -0.01290075229 SSURGO All Sites
## 2280 -0.99738645541 SSURGO All Sites
## 2281 -0.85149824263 SSURGO All Sites
## 2282 -1.11130842573 SSURGO All Sites
## 2283 -0.20646770633 SSURGO All Sites
## 2284 -0.34588912883 SSURGO All Sites
## 2285 -0.99516750058 SSURGO All Sites
## 2286 -0.06924771456 SSURGO All Sites
## 2287 -1.13295693063 SSURGO All Sites
## 2288  0.08497610566 SSURGO All Sites
## 2289 -1.16273813835 SSURGO All Sites
## 2290  0.03381836084 SSURGO All Sites
## 2291  0.18110788334 SSURGO All Sites
## 2292             NA SSURGO All Sites
## 2293  0.20626773350 SSURGO All Sites
## 2294 -1.16058086234 SSURGO All Sites
## 2295 -0.06652749059 SSURGO All Sites
## 2296 -1.09569095903 SSURGO All Sites
## 2297 -0.04298761081 SSURGO All Sites
## 2298 -0.76702166106 SSURGO All Sites
## 2299  0.00510371213 SSURGO All Sites
## 2300 -0.90517974113 SSURGO All Sites
## 2301 -0.00437023360 SSURGO All Sites
## 2302 -0.33445686924 SSURGO All Sites
## 2303 -0.73788562388 SSURGO All Sites
## 2304  0.05267569112 SSURGO All Sites
## 2305 -0.61656954042 SSURGO All Sites
## 2306 -1.11941250383 SSURGO All Sites
## 2307 -0.09721207328 SSURGO All Sites
## 2308  0.19711910553 SSURGO All Sites
## 2309  0.00860595358 SSURGO All Sites
## 2310 -0.26939769677 SSURGO All Sites
## 2311 -0.19775028827 SSURGO All Sites
## 2312 -1.19594987174 SSURGO All Sites
## 2313 -0.99275431294 SSURGO All Sites
## 2314 -0.50241260526 SSURGO All Sites
## 2315 -0.07830617084 SSURGO All Sites
## 2316 -0.87848473382 SSURGO All Sites
## 2317 -1.30904682682 SSURGO All Sites
## 2318 -0.62924885441 SSURGO All Sites
## 2319 -1.20281035355 SSURGO All Sites
## 2320 -1.06847942495 SSURGO All Sites
## 2321 -0.54557221769 SSURGO All Sites
## 2322 -0.97742278158 SSURGO All Sites
## 2323  0.14288829162 SSURGO All Sites
## 2324 -1.06140891445 SSURGO All Sites
## 2325 -0.90089018634 SSURGO All Sites
## 2326 -1.01403788564 SSURGO All Sites
## 2327 -0.28113090831 SSURGO All Sites
## 2328 -0.75255274676 SSURGO All Sites
## 2329 -1.01679716624 SSURGO All Sites
## 2330 -0.30207216544 SSURGO All Sites
## 2331 -0.98957573489 SSURGO All Sites
## 2332             NA SSURGO All Sites
## 2333 -1.06656707457 SSURGO All Sites
## 2334 -0.59420880080 SSURGO All Sites
## 2335             NA SSURGO All Sites
## 2336             NA SSURGO All Sites
## 2337 -0.04797562165 SSURGO All Sites
## 2338 -1.54807316884 SSURGO All Sites
## 2339 -0.19245168408 SSURGO All Sites
## 2340 -0.31637119964 SSURGO All Sites
## 2341 -0.77749331531 SSURGO All Sites
## 2342 -0.21742762867 SSURGO All Sites
## 2343             NA SSURGO All Sites
## 2344 -1.42439104347 SSURGO All Sites
## 2345 -1.59619993809 SSURGO All Sites
## 2346 -0.30938167632 SSURGO All Sites
## 2347 -0.36702691527 SSURGO All Sites
## 2348             NA SSURGO All Sites
## 2349 -0.13891473103 SSURGO All Sites
## 2350 -1.18429098967 SSURGO All Sites
## 2351 -0.77803461690 SSURGO All Sites
## 2352  0.04494580525 SSURGO All Sites
## 2353 -0.37921659593 SSURGO All Sites
## 2354 -0.09449027287 SSURGO All Sites
## 2355 -0.34728298988 SSURGO All Sites
## 2356             NA SSURGO All Sites
## 2357             NA SSURGO All Sites
## 2358 -0.94637978932 SSURGO All Sites
## 2359 -0.07525078345 SSURGO All Sites
## 2360 -1.19093500898 SSURGO All Sites
## 2361 -0.25621521935 SSURGO All Sites
## 2362 -0.02161118847 SSURGO All Sites
## 2363 -0.26812183550 SSURGO All Sites
## 2364 -1.06772027003 SSURGO All Sites
## 2365 -0.26251359422 SSURGO All Sites
## 2366 -0.72679663638 SSURGO All Sites
## 2367 -0.35557427928 SSURGO All Sites
## 2368             NA SSURGO All Sites
## 2369 -0.24322903469 SSURGO All Sites
## 2370             NA SSURGO All Sites
## 2371 -1.43754989664 SSURGO All Sites
## 2372 -0.03366457153 SSURGO All Sites
## 2373             NA SSURGO All Sites
## 2374 -0.87135550334 SSURGO All Sites
## 2375 -1.36733309491 SSURGO All Sites
## 2376 -1.16346453460 SSURGO All Sites
## 2377 -0.38409134650 SSURGO All Sites
## 2378 -0.20268093645 SSURGO All Sites
## 2379 -0.57123819123 SSURGO All Sites
## 2380             NA SSURGO All Sites
## 2381 -0.63290869958 SSURGO All Sites
## 2382 -0.28069041496 SSURGO All Sites
## 2383 -1.59811635030 SSURGO All Sites
## 2384             NA SSURGO All Sites
## 2385             NA SSURGO All Sites
## 2386             NA SSURGO All Sites
## 2387             NA SSURGO All Sites
## 2388             NA SSURGO All Sites
## 2389  0.16311128912 SSURGO All Sites
## 2390             NA SSURGO All Sites
## 2391             NA SSURGO All Sites
## 2392             NA SSURGO All Sites
## 2393 -0.52404246880 SSURGO All Sites
## 2394             NA SSURGO All Sites
## 2395             NA SSURGO All Sites
## 2396             NA SSURGO All Sites
## 2397             NA SSURGO All Sites
## 2398             NA SSURGO All Sites
## 2399             NA SSURGO All Sites
## 2400             NA SSURGO All Sites
#Remove NA values so that boxplot will work

validationnona<- subset(combinedvalidationlong,!is.na(combinedvalidationlong$KGE))


threesitevalidationplot <- ggplot(validationnona, aes(group, y = KGE, fill = site))+ geom_boxplot()+ ylab("Soil Moisture KGE - Validation") +xlab("Soil Map Input")+ ggtitle("Patch Specific Soil Moisture KGE For ALL Calibration Runs, NA Excluded")+geom_hline(yintercept=-0.41,linetype=2, col = 'RED')+ scale_y_continuous(breaks=seq(-6,1,1))+ theme_minimal()

threesitevalidationplot

validationnona
##                 KGE  group      site
## 1     0.11905785912 Static         1
## 2     0.21370014859 Static         1
## 3     0.18752693194 Static         1
## 4     0.23657877650 Static         1
## 5     0.18751129064 Static         1
## 6     0.03106129854 Static         1
## 7     0.07442044964 Static         1
## 8     0.13760297416 Static         1
## 9     0.23554553835 Static         1
## 10    0.22005913684 Static         1
## 11    0.19297681533 Static         1
## 12    0.17897586442 Static         1
## 13    0.11733269511 Static         1
## 14   -0.18902159087 Static         1
## 15    0.13953850227 Static         1
## 16    0.29721894168 Static         1
## 17    0.20575262697 Static         1
## 18    0.05901121327 Static         1
## 19    0.18480593543 Static         1
## 20    0.14631540246 Static         1
## 21    0.12617087079 Static         1
## 22    0.07562100140 Static         1
## 23    0.08795681616 Static         1
## 24    0.14860375081 Static         1
## 25    0.07951988802 Static         1
## 26    0.07031394517 Static         1
## 27    0.09745667849 Static         1
## 28   -0.04941055368 Static         1
## 29    0.05419475149 Static         1
## 30    0.13884083772 Static         1
## 31    0.09418933368 Static         1
## 32    0.03529485849 Static         1
## 33   -0.06173765650 Static         1
## 34    0.12066868138 Static         1
## 35    0.08739512819 Static         1
## 36    0.06110233711 Static         1
## 37   -0.02174230548 Static         1
## 38    0.09422772740 Static         1
## 39    0.10375585439 Static         1
## 40   -0.05532168488 Static         1
## 41   -0.22025029458 Static         1
## 42   -0.07428002790 Static         1
## 43    0.14104881609 Static         1
## 44   -0.05149812551 Static         1
## 45    0.09136018413 Static         1
## 46   -0.15556100875 Static         1
## 47   -0.30377277400 Static         1
## 48   -0.34922700856 Static         1
## 49   -0.09833437600 Static         1
## 50    0.00671096363 Static         1
## 51    0.11393831067 Static         1
## 52    0.08043981797 Static         1
## 53    0.01769793892 Static         1
## 54   -0.02973103764 Static         1
## 55   -0.00007075342 Static         1
## 56    0.06870327531 Static         1
## 57   -0.01848257659 Static         1
## 58   -0.32688901062 Static         1
## 59   -0.00391747097 Static         1
## 60    0.06408414255 Static         1
## 61   -0.00384591024 Static         1
## 62   -0.14587968963 Static         1
## 63    0.14254098152 Static         1
## 64   -0.14574829785 Static         1
## 65    0.10609429883 Static         1
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